├── .ci ├── .travis.yml ├── install_csrc_deps.sh ├── install_git_lfs.sh ├── install_test_deps.sh └── lint.sh ├── .clang-format ├── .coveragerc ├── .flake8 ├── .gitattributes ├── .github └── workflows │ ├── lint.yml │ ├── test_csrc.yml │ └── test_python.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .style.yapf ├── CHANGELOG.md ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── TODO ├── aps ├── __init__.py ├── asr │ ├── __init__.py │ ├── att.py │ ├── base │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── component.py │ │ ├── decoder.py │ │ ├── encoder.py │ │ └── jit.py │ ├── beam_search │ │ ├── __init__.py │ │ ├── att.py │ │ ├── ctc.py │ │ ├── lm.py │ │ ├── transducer.py │ │ ├── transformer.py │ │ └── utils.py │ ├── ctc.py │ ├── enh_att.py │ ├── filter │ │ ├── __init__.py │ │ ├── conv.py │ │ ├── google.py │ │ └── mvdr.py │ ├── lm │ │ ├── __init__.py │ │ ├── ngram.py │ │ ├── rnn.py │ │ └── transformer.py │ ├── transducer │ │ ├── __init__.py │ │ └── decoder.py │ ├── transducers.py │ └── transformer │ │ ├── __init__.py │ │ ├── decoder.py │ │ ├── encoder.py │ │ ├── impl.py │ │ ├── pose.py │ │ ├── proj.py │ │ └── utils.py ├── conf.py ├── const.py ├── cplx.py ├── distributed │ ├── __init__.py │ └── backend.py ├── eval │ ├── __init__.py │ ├── asr.py │ ├── sse.py │ └── wrapper.py ├── io │ ├── __init__.py │ ├── audio.py │ ├── text.py │ └── utils.py ├── libs.py ├── loader │ ├── __init__.py │ ├── am │ │ ├── __init__.py │ │ ├── kaldi.py │ │ ├── raw.py │ │ ├── simu_cmd.py │ │ └── utils.py │ ├── lm │ │ ├── __init__.py │ │ ├── bptt.py │ │ ├── utils.py │ │ └── utt.py │ ├── se │ │ ├── __init__.py │ │ ├── chunk.py │ │ ├── config.py │ │ └── simu_cmd.py │ └── simu.py ├── metric │ ├── __init__.py │ ├── asr.py │ ├── reporter.py │ └── sse.py ├── opts.py ├── plot.py ├── rt_sse │ ├── __init__.py │ ├── base.py │ └── enh │ │ ├── __init__.py │ │ ├── dfsmn.py │ │ └── transformer.py ├── sse │ ├── __init__.py │ ├── base.py │ ├── bss │ │ ├── __init__.py │ │ ├── chimera.py │ │ ├── dccrn.py │ │ ├── dense_unet.py │ │ ├── dprnn.py │ │ ├── sepformer.py │ │ ├── tcn.py │ │ └── transformer.py │ ├── enh │ │ ├── __init__.py │ │ ├── dcunet.py │ │ ├── demucs.py │ │ ├── dfsmn.py │ │ └── phasen.py │ ├── toy.py │ └── unsuper │ │ ├── __init__.py │ │ └── rnn.py ├── streaming_asr │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── encoder.py │ ├── ctc.py │ ├── transducers.py │ ├── transformer │ │ ├── __init__.py │ │ ├── encoder.py │ │ └── impl.py │ └── utils.py ├── task │ ├── __init__.py │ ├── asr.py │ ├── base.py │ ├── eend.py │ ├── ml.py │ ├── objf.py │ ├── sse.py │ └── ts.py ├── tokenizer │ ├── __init__.py │ ├── base.py │ ├── subword.py │ └── word.py ├── trainer │ ├── __init__.py │ ├── apex.py │ ├── base.py │ ├── ddp.py │ ├── hvd.py │ ├── lr.py │ └── ss.py ├── transform │ ├── __init__.py │ ├── asr.py │ ├── augment.py │ ├── enh.py │ ├── streaming.py │ └── utils.py └── utils.py ├── cmd ├── align.py ├── aps ├── archive_wav.py ├── average_checkpoint.py ├── check_audio.py ├── compute_gmvn.py ├── compute_ss_metric.py ├── compute_wer.py ├── decode.py ├── decode_batch.py ├── export_for_libtorch.py ├── extract_wav.py ├── lm_rescore.py ├── separate.py ├── text_tokenize.py ├── train_am.py ├── train_lm.py └── train_ss.py ├── codecov.yml ├── conf ├── README.md ├── asr │ ├── aishell_v1 │ │ ├── 1a.yaml │ │ ├── 1b.yaml │ │ ├── 1c.yaml │ │ ├── 1d.yaml │ │ ├── 1e.yaml │ │ ├── 1f.yaml │ │ └── nnlm │ │ │ └── 1a.yaml │ ├── aishell_v2 │ │ ├── 1a.yaml │ │ ├── 1b.yaml │ │ ├── 1c.yaml │ │ └── 1d.yaml │ ├── chime4 │ │ ├── 1a.yaml │ │ └── nnlm │ │ │ └── 1a.yaml │ ├── gigaspeech │ │ ├── 1a.yaml │ │ └── nnlm │ │ │ └── 1a.yaml │ ├── librispeech │ │ ├── 1a.yaml │ │ ├── 1b.yaml │ │ ├── 1c.yaml │ │ ├── 2a.yaml │ │ └── nnlm │ │ │ ├── 1a.yaml │ │ │ └── 1b.yaml │ ├── multi_cn │ │ ├── 1a.yaml │ │ └── lm │ │ │ └── 1a.yaml │ ├── timit │ │ ├── 1a.yaml │ │ ├── 1b.yaml │ │ ├── dev_spk.list │ │ ├── phones.60-48-39.map │ │ └── test_spk.list │ └── wsj │ │ ├── 1a.yaml │ │ └── nnlm │ │ └── 1a.yaml └── sse │ ├── chime4_ml │ └── 1a.yaml │ ├── dns_is2020 │ └── 1a.yaml │ ├── librimix │ ├── 1a_2spk_c_16k_min.yaml │ └── 1b_2spk_n_16k_min.yaml │ ├── wham │ ├── 1a_bss_c_16k_max.yaml │ ├── 1a_bss_n_16k_max.yaml │ ├── 1b_bss_c_16k_max.yaml │ └── 1b_bss_n_16k_max.yaml │ └── wsj0_2mix │ ├── 1a.yaml │ └── 1b.yaml ├── csrc ├── CMakeLists.txt ├── base │ ├── pipeline.cc │ ├── pipeline.h │ ├── stft.cc │ └── stft.h ├── enh │ ├── dfsmn.cc │ ├── dfsmn.h │ ├── time_frequency.cc │ ├── time_frequency.h │ ├── transformer.cc │ └── transformer.h └── utils │ ├── args.cc │ ├── args.h │ ├── fft.cc │ ├── fft.h │ ├── io.cc │ ├── io.h │ ├── log.h │ ├── math.cc │ ├── math.h │ ├── stft.cc │ ├── stft.h │ ├── timer.h │ ├── wav.cc │ ├── wav.h │ ├── window.cc │ └── window.h ├── demos ├── README.md └── real_time_enhancement │ ├── cpp │ ├── CMakeLists.txt │ ├── rt_enh_dfsmn.cc │ └── rt_enh_transformer.cc │ └── python │ ├── aps │ ├── rt_enh_dfsmn.py │ └── rt_enh_transformer.py ├── docker ├── Dockerfile └── README.md ├── docs ├── code.md ├── feature.md ├── instruction.md ├── issue.md ├── overview.md └── qa.md ├── examples ├── README.md ├── asr │ ├── aishell_v1 │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ ├── aishell_data_prep.sh │ │ │ └── download_and_untar.sh │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ ├── aishell_v2 │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ └── prepare_data.sh │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ ├── chime4 │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ ├── chime4_format_dir.sh │ │ │ ├── clean_wsj0_data_prep.sh │ │ │ ├── clean_wsj1_data_prep.sh │ │ │ ├── cstr_ndx2flist.pl │ │ │ ├── find_noisy_transcripts.pl │ │ │ ├── find_transcripts.pl │ │ │ ├── flist2scp.pl │ │ │ ├── ndx2flist.pl │ │ │ ├── normalize_transcript.pl │ │ │ ├── real_enhan_chime4_data_prep.sh │ │ │ ├── real_noisy_chime4_data_prep.sh │ │ │ ├── simu_enhan_chime4_data_prep.sh │ │ │ └── simu_noisy_chime4_data_prep.sh │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ ├── gigaspeech │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ ├── data_prep.sh │ │ │ └── extract_meta.py │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ ├── librispeech │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ ├── data_prep.sh │ │ │ └── format_data.sh │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ ├── multi_cn │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ ├── aidatatang_data_prep.sh │ │ │ ├── aidatatang_download_and_untar.sh │ │ │ ├── aishell_data_prep.sh │ │ │ ├── aishell_download_and_untar.sh │ │ │ ├── download_data.sh │ │ │ ├── format_data.sh │ │ │ ├── magicdata_badlist │ │ │ ├── magicdata_data_filter.py │ │ │ ├── magicdata_data_prep.sh │ │ │ ├── magicdata_download_and_untar.sh │ │ │ ├── prepare_data.sh │ │ │ ├── primewords_data_prep.sh │ │ │ ├── primewords_download_and_untar.sh │ │ │ ├── primewords_parse_transcript.py │ │ │ ├── stcmds_data_prep.sh │ │ │ ├── stcmds_download_and_untar.sh │ │ │ ├── thchs30_data_prep.sh │ │ │ └── thchs30_download_and_untar.sh │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ ├── timit │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ │ ├── timit_data_prep.sh │ │ │ └── timit_norm_trans.pl │ │ ├── run.sh │ │ ├── scripts │ │ └── utils │ └── wsj │ │ ├── README.md │ │ ├── cmd │ │ ├── conf │ │ ├── local │ │ ├── find_transcripts.pl │ │ ├── flist2scp.pl │ │ ├── ndx2flist.pl │ │ ├── normalize_transcript.pl │ │ ├── wsj_data_prep.sh │ │ └── wsj_format_data.sh │ │ ├── run.sh │ │ ├── scripts │ │ └── utils └── sse │ ├── chime4_ml │ ├── cmd │ ├── conf │ ├── local │ │ ├── aps │ │ ├── eval.py │ │ └── prep_data.sh │ ├── run.sh │ ├── scripts │ └── utils │ ├── dns_is2020 │ ├── cmd │ ├── conf │ ├── local │ │ └── format_data.sh │ ├── run.sh │ ├── scripts │ └── utils │ ├── librimix │ ├── README.md │ ├── cmd │ ├── conf │ ├── local │ │ ├── prep_data.sh │ │ └── simu_librimix.sh │ ├── run.sh │ ├── scripts │ └── utils │ ├── torchscript_dcunet │ ├── CMakeLists.txt │ ├── README.md │ ├── asset │ │ └── traced_unet.pt │ ├── data │ │ ├── enhan.wav │ │ └── noisy.wav │ └── dcunet-enhan.cc │ ├── wham │ ├── README.md │ ├── cmd │ ├── conf │ ├── local │ │ ├── create_wham.sh │ │ ├── format_data.sh │ │ └── wv12wav.sh │ ├── run.sh │ ├── scripts │ └── utils │ └── wsj0_2mix │ ├── README.md │ ├── cmd │ ├── conf │ ├── local │ └── format_data.sh │ ├── run.sh │ ├── scripts │ └── utils ├── requirements-dev.txt ├── requirements.txt ├── scripts ├── decode.sh ├── decode_parallel.sh ├── distributed_train.sh ├── init_workspace.sh └── train.sh ├── tests ├── csrc │ ├── CMakeLists.txt │ ├── data │ ├── test-arg.cc │ ├── test-fft.cc │ ├── test-pipeline.cc │ ├── test-torch-stft.cc │ ├── test-utils-stft.cc │ └── test-wav.cc ├── data │ ├── checkpoint │ │ ├── aishell_att_1a │ │ │ ├── dict │ │ │ ├── egs.ark │ │ │ ├── egs.scp │ │ │ └── train.yaml │ │ ├── en.libri.unigram.spm.model │ │ └── timit_rnnt_1a │ │ │ ├── dict │ │ │ ├── egs.ark │ │ │ ├── egs.scp │ │ │ └── train.yaml │ ├── dataloader │ │ ├── am │ │ │ ├── dict │ │ │ ├── egs.fake.text │ │ │ ├── egs.fbank.ark │ │ │ ├── egs.fbank.num_frames │ │ │ ├── egs.fbank.scp │ │ │ ├── egs.utt2dur │ │ │ ├── egs.wav.ark │ │ │ └── egs.wav.scp │ │ ├── lm │ │ │ ├── dict │ │ │ ├── egs.token │ │ │ └── egs.token.gz │ │ └── se │ │ │ ├── 1462-170142-0000.wav │ │ │ ├── 1462-170142-0001.wav │ │ │ ├── 1462-170142-0002.wav │ │ │ ├── 1462-170142-0003.wav │ │ │ ├── 1462-170142-0004.wav │ │ │ ├── 1462-170142-0005.wav │ │ │ ├── 1462-170142-0006.wav │ │ │ ├── 1462-170142-0007.wav │ │ │ ├── 1462-170142-0008.wav │ │ │ ├── 1462-170142-0009.wav │ │ │ ├── cmd.options │ │ │ └── wav.1.scp │ ├── external │ │ ├── nnet.py │ │ └── task.py │ ├── metric │ │ ├── asr │ │ │ ├── hyp.en.text │ │ │ ├── hyp.zh.text │ │ │ ├── ref.en.text │ │ │ └── ref.zh.text │ │ └── sse │ │ │ ├── bss_spk1.scp │ │ │ ├── bss_spk1 │ │ │ ├── 6306870852828565379-00004_6306811582279909115-00009_+0.02.wav │ │ │ ├── 6316024287129869379-00002_6325894121976022773-00008_+0.29.wav │ │ │ ├── 6326414672012357313-00085_6323956232732126743-00016_-1.87.wav │ │ │ ├── 6328962017115556355-00010_6325456035311830751-00002_-0.26.wav │ │ │ └── 6348834401297406331-00002_6311014637275749987-00036_+1.98.wav │ │ │ ├── bss_spk2.scp │ │ │ ├── bss_spk2 │ │ │ ├── 6306870852828565379-00004_6306811582279909115-00009_+0.02.wav │ │ │ ├── 6316024287129869379-00002_6325894121976022773-00008_+0.29.wav │ │ │ ├── 6326414672012357313-00085_6323956232732126743-00016_-1.87.wav │ │ │ ├── 6328962017115556355-00010_6325456035311830751-00002_-0.26.wav │ │ │ └── 6348834401297406331-00002_6311014637275749987-00036_+1.98.wav │ │ │ ├── ref_spk1.scp │ │ │ ├── ref_spk1 │ │ │ ├── 6306870852828565379-00004_6306811582279909115-00009_+0.02.wav │ │ │ ├── 6316024287129869379-00002_6325894121976022773-00008_+0.29.wav │ │ │ ├── 6326414672012357313-00085_6323956232732126743-00016_-1.87.wav │ │ │ ├── 6328962017115556355-00010_6325456035311830751-00002_-0.26.wav │ │ │ └── 6348834401297406331-00002_6311014637275749987-00036_+1.98.wav │ │ │ ├── ref_spk2.scp │ │ │ └── ref_spk2 │ │ │ ├── 6306870852828565379-00004_6306811582279909115-00009_+0.02.wav │ │ │ ├── 6316024287129869379-00002_6325894121976022773-00008_+0.29.wav │ │ │ ├── 6326414672012357313-00085_6323956232732126743-00016_-1.87.wav │ │ │ ├── 6328962017115556355-00010_6325456035311830751-00002_-0.26.wav │ │ │ └── 6348834401297406331-00002_6311014637275749987-00036_+1.98.wav │ └── transform │ │ ├── egs1.wav │ │ ├── egs2.wav │ │ ├── egs3.wav │ │ └── transform.yaml └── python │ ├── aps │ ├── check_cmds.sh │ ├── check_decoding.sh │ ├── test_dataloader.py │ ├── test_function.py │ ├── test_jit_asr.py │ ├── test_jit_sse.py │ ├── test_jit_transform.py │ ├── test_lr_scheduler.py │ ├── test_nnet_asr.py │ ├── test_nnet_sse.py │ ├── test_streaming_asr.py │ ├── test_task_asr.py │ ├── test_task_sse.py │ └── test_transform.py └── utils ├── 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