├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── _config.yml ├── athena ├── .DS_Store ├── ._.DS_Store ├── ._loss.py ├── ._main.py ├── .tags ├── .tags_sorted_by_file ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── loss.cpython-36.pyc │ ├── loss.cpython-37.pyc │ ├── loss.cpython-38.pyc │ ├── main.cpython-36.pyc │ ├── main.cpython-37.pyc │ ├── main.cpython-38.pyc │ ├── metrics.cpython-36.pyc │ ├── metrics.cpython-37.pyc │ ├── metrics.cpython-38.pyc │ ├── solver.cpython-36.pyc │ ├── solver.cpython-37.pyc │ └── solver.cpython-38.pyc ├── cmvn_main.py ├── convert_main.py ├── data │ ├── .DS_Store │ ├── ._.DS_Store │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── feature_normalizer.cpython-36.pyc │ │ ├── feature_normalizer.cpython-37.pyc │ │ ├── feature_normalizer.cpython-38.pyc │ │ ├── text_featurizer.cpython-36.pyc │ │ ├── text_featurizer.cpython-37.pyc │ │ └── text_featurizer.cpython-38.pyc │ ├── datasets │ │ ├── ._test.wav │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── base.cpython-36.pyc │ │ │ ├── base.cpython-37.pyc │ │ │ ├── base.cpython-38.pyc │ │ │ ├── language_set.cpython-36.pyc │ │ │ ├── language_set.cpython-37.pyc │ │ │ ├── language_set.cpython-38.pyc │ │ │ ├── preprocess.cpython-37.pyc │ │ │ ├── preprocess.cpython-38.pyc │ │ │ ├── speaker_recognition.cpython-36.pyc │ │ │ ├── speaker_recognition.cpython-37.pyc │ │ │ ├── speaker_recognition.cpython-38.pyc │ │ │ ├── speech_recognition.cpython-36.pyc │ │ │ ├── speech_recognition.cpython-37.pyc │ │ │ ├── speech_recognition.cpython-38.pyc │ │ │ ├── speech_recognition_kaldiio.cpython-36.pyc │ │ │ ├── speech_recognition_kaldiio.cpython-37.pyc │ │ │ ├── speech_recognition_kaldiio.cpython-38.pyc │ │ │ ├── speech_set.cpython-36.pyc │ │ │ ├── speech_set.cpython-37.pyc │ │ │ ├── speech_set.cpython-38.pyc │ │ │ ├── speech_set_kaldiio.cpython-36.pyc │ │ │ ├── speech_set_kaldiio.cpython-37.pyc │ │ │ ├── speech_set_kaldiio.cpython-38.pyc │ │ │ ├── speech_synthesis.cpython-36.pyc │ │ │ ├── speech_synthesis.cpython-37.pyc │ │ │ ├── speech_synthesis.cpython-38.pyc │ │ │ ├── voice_conversion.cpython-36.pyc │ │ │ ├── voice_conversion.cpython-37.pyc │ │ │ └── voice_conversion.cpython-38.pyc │ │ ├── base.py │ │ ├── language_set.py │ │ ├── preprocess.py │ │ ├── preprocess_test.py │ │ ├── speaker_recognition.py │ │ ├── speaker_recognition_test.py │ │ ├── speech_recognition.py │ │ ├── speech_recognition_kaldiio.py │ │ ├── speech_recognition_test.py │ │ ├── speech_set.py │ │ ├── speech_set_kaldiio.py │ │ ├── speech_synthesis.py │ │ ├── test.wav │ │ └── voice_conversion.py │ ├── feature_normalizer.py │ └── text_featurizer.py ├── deploy_main.py ├── horovod_main.py ├── inference.py ├── layers │ ├── ._conformer.py │ ├── ._transformer.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── attention.cpython-36.pyc │ │ ├── attention.cpython-37.pyc │ │ ├── attention.cpython-38.pyc │ │ ├── commons.cpython-36.pyc │ │ ├── commons.cpython-37.pyc │ │ ├── commons.cpython-38.pyc │ │ ├── conformer.cpython-36.pyc │ │ ├── conformer.cpython-37.pyc │ │ ├── conformer.cpython-38.pyc │ │ ├── conv_module.cpython-36.pyc │ │ ├── conv_module.cpython-37.pyc │ │ ├── conv_module.cpython-38.pyc │ │ ├── functional.cpython-36.pyc │ │ ├── functional.cpython-37.pyc │ │ ├── functional.cpython-38.pyc │ │ ├── resnet_block.cpython-36.pyc │ │ ├── resnet_block.cpython-37.pyc │ │ ├── resnet_block.cpython-38.pyc │ │ ├── transformer.cpython-36.pyc │ │ ├── transformer.cpython-37.pyc │ │ └── transformer.cpython-38.pyc │ ├── attention.py │ ├── commons.py │ ├── conformer.py │ ├── conv_module.py │ ├── functional.py │ ├── resnet_block.py │ └── transformer.py ├── loss.py ├── main.py ├── metrics.py ├── models │ ├── ._speech_conformer.py │ ├── ._speech_transformer.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── base.cpython-36.pyc │ │ ├── base.cpython-37.pyc │ │ ├── base.cpython-38.pyc │ │ ├── deep_speech.cpython-36.pyc │ │ ├── deep_speech.cpython-37.pyc │ │ ├── deep_speech.cpython-38.pyc │ │ ├── fastspeech.cpython-36.pyc │ │ ├── fastspeech.cpython-37.pyc │ │ ├── fastspeech.cpython-38.pyc │ │ ├── masked_pc.cpython-36.pyc │ │ ├── masked_pc.cpython-37.pyc │ │ ├── masked_pc.cpython-38.pyc │ │ ├── mtl_seq2seq.cpython-36.pyc │ │ ├── mtl_seq2seq.cpython-37.pyc │ │ ├── mtl_seq2seq.cpython-38.pyc │ │ ├── rnn_lm.cpython-36.pyc │ │ ├── rnn_lm.cpython-37.pyc │ │ ├── rnn_lm.cpython-38.pyc │ │ ├── speaker_resnet.cpython-36.pyc │ │ ├── speaker_resnet.cpython-37.pyc │ │ ├── speaker_resnet.cpython-38.pyc │ │ ├── speech_conformer.cpython-36.pyc │ │ ├── speech_conformer.cpython-37.pyc │ │ ├── speech_conformer.cpython-38.pyc │ │ ├── speech_transformer.cpython-36.pyc │ │ ├── speech_transformer.cpython-37.pyc │ │ ├── speech_transformer.cpython-38.pyc │ │ ├── stargan_vc.cpython-36.pyc │ │ ├── stargan_vc.cpython-37.pyc │ │ ├── stargan_vc.cpython-38.pyc │ │ ├── tacotron2.cpython-36.pyc │ │ ├── tacotron2.cpython-37.pyc │ │ ├── tacotron2.cpython-38.pyc │ │ ├── translate_transformer.cpython-36.pyc │ │ ├── translate_transformer.cpython-37.pyc │ │ ├── translate_transformer.cpython-38.pyc │ │ ├── tts_transformer.cpython-36.pyc │ │ ├── tts_transformer.cpython-37.pyc │ │ └── tts_transformer.cpython-38.pyc │ ├── base.py │ ├── deep_speech.py │ ├── fastspeech.py │ ├── masked_pc.py │ ├── mtl_seq2seq.py │ ├── rnn_lm.py │ ├── speaker_resnet.py │ ├── speech_conformer.py │ ├── speech_transformer.py │ ├── stargan_vc.py │ ├── tacotron2.py │ ├── translate_transformer.py │ └── tts_transformer.py ├── solver.py ├── stargan_main.py ├── tools │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── beam_search.cpython-36.pyc │ │ ├── beam_search.cpython-37.pyc │ │ ├── beam_search.cpython-38.pyc │ │ ├── ctc_scorer.cpython-36.pyc │ │ ├── ctc_scorer.cpython-37.pyc │ │ ├── ctc_scorer.cpython-38.pyc │ │ ├── lm_scorer.cpython-36.pyc │ │ ├── lm_scorer.cpython-37.pyc │ │ ├── lm_scorer.cpython-38.pyc │ │ ├── vocoder.cpython-36.pyc │ │ ├── vocoder.cpython-37.pyc │ │ └── vocoder.cpython-38.pyc │ ├── beam_search.py │ ├── ctc_scorer.py │ ├── lm_scorer.py │ ├── process_decode_result.py │ ├── score_computer.sh │ ├── split_hyp_ref.py │ └── vocoder.py ├── transform │ ├── README.md │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── audio_featurizer.cpython-36.pyc │ │ ├── audio_featurizer.cpython-37.pyc │ │ └── audio_featurizer.cpython-38.pyc │ ├── audio_featurizer.py │ ├── feats │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── base_frontend.cpython-36.pyc │ │ │ ├── base_frontend.cpython-37.pyc │ │ │ ├── base_frontend.cpython-38.pyc │ │ │ ├── cmvn.cpython-36.pyc │ │ │ ├── cmvn.cpython-37.pyc │ │ │ ├── cmvn.cpython-38.pyc │ │ │ ├── fbank.cpython-36.pyc │ │ │ ├── fbank.cpython-37.pyc │ │ │ ├── fbank.cpython-38.pyc │ │ │ ├── fbank_pitch.cpython-36.pyc │ │ │ ├── fbank_pitch.cpython-37.pyc │ │ │ ├── fbank_pitch.cpython-38.pyc │ │ │ ├── framepow.cpython-36.pyc │ │ │ ├── framepow.cpython-37.pyc │ │ │ ├── framepow.cpython-38.pyc │ │ │ ├── mel_spectrum.cpython-36.pyc │ │ │ ├── mel_spectrum.cpython-37.pyc │ │ │ ├── mel_spectrum.cpython-38.pyc │ │ │ ├── mfcc.cpython-36.pyc │ │ │ ├── mfcc.cpython-37.pyc │ │ │ ├── mfcc.cpython-38.pyc │ │ │ ├── pitch.cpython-36.pyc │ │ │ ├── pitch.cpython-37.pyc │ │ │ ├── pitch.cpython-38.pyc │ │ │ ├── read_wav.cpython-36.pyc │ │ │ ├── read_wav.cpython-37.pyc │ │ │ ├── read_wav.cpython-38.pyc │ │ │ ├── spectrum.cpython-36.pyc │ │ │ ├── spectrum.cpython-37.pyc │ │ │ ├── spectrum.cpython-38.pyc │ │ │ ├── write_wav.cpython-36.pyc │ │ │ ├── write_wav.cpython-37.pyc │ │ │ └── write_wav.cpython-38.pyc │ │ ├── base_frontend.py │ │ ├── cmvn.py │ │ ├── cmvn_test.py │ │ ├── fbank.py │ │ ├── fbank_pitch.py │ │ ├── fbank_pitch_test.py │ │ ├── fbank_test.py │ │ ├── framepow.py │ │ ├── framepow_test.py │ │ ├── mel_spectrum.py │ │ ├── mel_spectrum_test.py │ │ ├── mfcc.py │ │ ├── mfcc_test.py │ │ ├── ops │ │ │ ├── Makefile │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── py_x_ops.cpython-36.pyc │ │ │ │ ├── py_x_ops.cpython-37.pyc │ │ │ │ └── py_x_ops.cpython-38.pyc │ │ │ ├── kernels │ │ │ │ ├── complex_defines.h │ │ │ │ ├── delta_delta.cc │ │ │ │ ├── delta_delta.h │ │ │ │ ├── delta_delta_op.cc │ │ │ │ ├── delta_delta_op_test.py │ │ │ │ ├── fbank.cc │ │ │ │ ├── fbank.h │ │ │ │ ├── fbank_op.cc │ │ │ │ ├── fbank_op_test.py │ │ │ │ ├── framepow.cc │ │ │ │ ├── framepow.h │ │ │ │ ├── framepow_op.cc │ │ │ │ ├── mel_spectrum.cc │ │ │ │ ├── mel_spectrum.h │ │ │ │ ├── mel_spectrum_op.cc │ │ │ │ ├── mfcc_dct.cc │ │ │ │ ├── mfcc_dct.h │ │ │ │ ├── mfcc_dct_op.cc │ │ │ │ ├── mfcc_mel_filterbank.cc │ │ │ │ ├── mfcc_mel_filterbank.h │ │ │ │ ├── pitch.cc │ │ │ │ ├── pitch.h │ │ │ │ ├── pitch_op.cc │ │ │ │ ├── resample.cc │ │ │ │ ├── resample.h │ │ │ │ ├── spectrum.cc │ │ │ │ ├── spectrum.h │ │ │ │ ├── spectrum_op.cc │ │ │ │ ├── spectrum_op_test.py │ │ │ │ ├── speed_op.cc │ │ │ │ ├── support_functions.cc │ │ │ │ ├── support_functions.h │ │ │ │ └── x_ops.cc │ │ │ ├── py_x_ops.py │ │ │ └── x_ops.so │ │ ├── pitch.py │ │ ├── pitch_test.py │ │ ├── read_wav.py │ │ ├── read_wav_test.py │ │ ├── spectrum.py │ │ ├── spectrum_test.py │ │ ├── write_wav.py │ │ └── write_wav_test.py │ └── spectrum_augmenter.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── checkpoint.cpython-36.pyc │ ├── checkpoint.cpython-37.pyc │ ├── checkpoint.cpython-38.pyc │ ├── data_queue.cpython-36.pyc │ ├── data_queue.cpython-37.pyc │ ├── data_queue.cpython-38.pyc │ ├── hparam.cpython-36.pyc │ ├── hparam.cpython-37.pyc │ ├── hparam.cpython-38.pyc │ ├── learning_rate.cpython-36.pyc │ ├── learning_rate.cpython-37.pyc │ ├── learning_rate.cpython-38.pyc │ ├── metric_check.cpython-36.pyc │ ├── metric_check.cpython-37.pyc │ ├── metric_check.cpython-38.pyc │ ├── misc.cpython-36.pyc │ ├── misc.cpython-37.pyc │ └── misc.cpython-38.pyc │ ├── checkpoint.py │ ├── data_queue.py │ ├── hparam.py │ ├── hparam_test.py │ ├── learning_rate.py │ ├── metric_check.py │ ├── misc.py │ └── vocabs │ ├── ch-en.vocab │ ├── ch.vocab │ └── en.vocab ├── deploy ├── CMakeLists.txt ├── README.md ├── include │ ├── tensor_utils.h │ └── utils.h └── src │ ├── asr.cpp │ ├── tensor_utils.cpp │ ├── tts.cpp │ └── utils.cpp ├── docker └── Dockerfile ├── docs ├── Makefile ├── conf.py ├── development │ └── contributing.md ├── index.rst ├── installation │ ├── installation.md │ └── using_docker.md ├── introduction │ ├── introduction.md │ └── usage.md ├── make.bat ├── requirements.txt ├── transform │ └── user_manual.md └── tutorials │ ├── athena_101.md │ ├── deployment.md │ ├── speaker_recognition.md │ ├── speech_recognition.md │ ├── speech_synthesis.md │ ├── the_trainning_efficiency.md │ └── wer_are_we.md ├── examples ├── asr │ ├── README.md │ ├── aishell │ │ ├── README.md │ │ ├── configs │ │ │ ├── mpc.json │ │ │ ├── mtl_conformer_sp.json │ │ │ ├── mtl_transformer.json │ │ │ ├── mtl_transformer_sp.json │ │ │ ├── mtl_transformer_sp_wfst.json │ │ │ └── rnnlm.json │ │ ├── data │ │ │ └── vocab │ │ ├── local │ │ │ └── prepare_data.py │ │ └── run.sh │ ├── aishell_sub │ │ ├── configs │ │ │ ├── mpc.json │ │ │ ├── mtl_transformer.json │ │ │ ├── mtl_transformer_sp.json │ │ │ └── rnnlm.json │ │ ├── data │ │ │ └── vocab │ │ ├── local │ │ │ └── prepare_data.py │ │ └── run.sh │ ├── hkust │ │ ├── README.md │ │ ├── configs │ │ │ ├── deep_speech.json │ │ │ ├── mpc.json │ │ │ ├── mtl_transformer.json │ │ │ ├── mtl_transformer_sp.json │ │ │ ├── rnnlm.json │ │ │ └── transformer.json │ │ ├── data │ │ │ └── vocab │ │ ├── local │ │ │ ├── prepare_data.py │ │ │ └── segment_word.py │ │ └── run.sh │ ├── librispeech │ │ ├── README.md │ │ ├── configs │ │ │ ├── mpc.json │ │ │ ├── mtl_transformer_sp.json │ │ │ └── rnnlm.json │ │ ├── data │ │ │ └── librispeech_unigram5000.model │ │ ├── local │ │ │ └── prepare_data.py │ │ └── run.sh │ ├── openmandarin │ │ └── local │ │ │ └── prepare_data.py │ ├── switchboard │ │ ├── README.md │ │ ├── configs │ │ │ ├── mpc.json │ │ │ ├── mtl_transformer_sp.json │ │ │ └── rnnlm.json │ │ ├── data │ │ │ ├── switchboard_bpe2000.model │ │ │ └── switchboard_bpe2000.vocab │ │ ├── local │ │ │ ├── result2ctm.py │ │ │ └── score_sclite_hub.sh │ │ └── run.sh │ ├── switchboard_fisher │ │ └── prepare_data.py │ └── timit │ │ ├── README.md │ │ ├── configs │ │ ├── mtl_transformer_sp.json │ │ └── mtl_transformer_sp_101.json │ │ ├── data │ │ └── vocab │ │ ├── local │ │ ├── dev_spk.list │ │ ├── phones.60-48-39.map │ │ ├── prepare_data.py │ │ ├── process_decode_result.py │ │ └── test_spk.list │ │ ├── run.sh │ │ └── run_101.sh ├── speaker_identification │ ├── README.md │ └── voxceleb │ │ ├── README.md │ │ ├── configs │ │ └── speaker_resnet.json │ │ ├── local │ │ └── prepare_data.py │ │ └── run.sh ├── translate │ └── spa-eng-example │ │ ├── README.md │ │ ├── prepare_data.py │ │ └── transformer.json ├── tts │ ├── README.md │ ├── data_baker │ │ ├── configs │ │ │ ├── fastspeech.json │ │ │ └── t2.json │ │ ├── data │ │ │ └── vocab │ │ ├── local │ │ │ └── prepare_data.py │ │ └── run.sh │ ├── libritts │ │ ├── local │ │ │ └── prepare_data.py │ │ └── run.sh │ └── ljspeech │ │ ├── configs │ │ └── t2.json │ │ ├── data │ │ └── vocab │ │ ├── local │ │ └── prepare_data.py │ │ └── run.sh └── vc │ 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