ESPnet2 pretrained model, kamo-naoyuki/aishell_asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp_valid.acc.ave, fs=16k, lang=zh (2024)

This model was trained by kamo-naoyuki using aishell recipe in espnet.

• Python API

  See https://github.com/espnet/espnet_model_zoo

• Evaluate in the recipe

  git clone https://github.com/espnet/espnetcd espnetgit checkout 20b0c89369d9dd3e05780b65fdd00a9b4f4891e5pip install -e .cd egs2/aishell/asr1./run.sh --skip_data_prep false --skip_train true --download_model kamo-naoyuki/aishell_asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp_valid.acc.ave

• Results

  # RESULTS## Environments- date: `Mon Oct 19 13:56:23 JST 2020`- python version: `3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0]`- espnet version: `espnet 0.9.0`- pytorch version: `pytorch 1.6.0`- Git hash: `20b0c89369d9dd3e05780b65fdd00a9b4f4891e5` - Commit date: `Mon Oct 12 09:28:20 2020 -0400`## asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp### WER|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err||---|---|---|---|---|---|---|---|---|ansformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/dev|14326|14326|66.3|33.7|0.0|0.0|33.7|33.7||decode_asr_rnn_lm_lm_train_lm_transformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/test|7176|7176|65.0|35.0|0.0|0.0|35.0|35.0|### CER|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err||---|---|---|---|---|---|---|---|---||decode_asr_rnn_lm_lm_train_lm_transformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/dev|14326|205341|95.7|4.2|0.1|0.1|4.4|33.7||decode_asr_rnn_lm_lm_train_lm_transformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/test|7176|104765|95.4|4.5|0.1|0.1|4.7|35.0|

• ASR config

  config: ./conf/train_asr_conformer3.yamlprint_config: falselog_level: INFOdry_run: falseiterator_type: sequenceoutput_dir: exp/asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_spngpu: 1seed: 0num_workers: 4num_att_plot: 3dist_backend: nccldist_init_method: env://dist_world_size: nulldist_rank: nulllocal_rank: 0dist_master_addr: nulldist_master_port: nulldist_launcher: nullmultiprocessing_distributed: falsecudnn_enabled: truecudnn_benchmark: falsecudnn_deterministic: truecollect_stats: falsewrite_collected_feats: falsemax_epoch: 50patience: nullval_scheduler_criterion:- valid- accearly_stopping_criterion:- valid- loss- minbest_model_criterion:- - valid - acc - maxkeep_nbest_models: 10grad_clip: 5grad_clip_type: 2.0grad_noise: falseaccum_grad: 4no_forward_run: falseresume: truetrain_dtype: float32use_amp: falselog_interval: nullpretrain_path: []pretrain_key: []num_iters_per_epoch: nullbatch_size: 20valid_batch_size: nullbatch_bins: 4000000valid_batch_bins: nulltrain_shape_file:- exp/asr_stats_raw_sp/train/speech_shape- exp/asr_stats_raw_sp/train/text_shape.charvalid_shape_file:- exp/asr_stats_raw_sp/valid/speech_shape- exp/asr_stats_raw_sp/valid/text_shape.charbatch_type: numelvalid_batch_type: nullfold_length:- 51200- 150sort_in_batch: descendingsort_batch: descendingmultiple_iterator: falsechunk_length: 500chunk_shift_ratio: 0.5num_cache_chunks: 1024train_data_path_and_name_and_type:- - dump/raw/train_sp/wav.scp - speech - kaldi_ark- - dump/raw/train_sp/text - text - textvalid_data_path_and_name_and_type:- - dump/raw/dev/wav.scp - speech - kaldi_ark- - dump/raw/dev/text - text - textallow_variable_data_keys: falsemax_cache_size: 0.0max_cache_fd: 32valid_max_cache_size: nulloptim: adamoptim_conf: lr: 0.0005scheduler: warmuplrscheduler_conf: warmup_steps: 30000token_list:- - - "\u7684"- "\u4E00"- "\u5728"- "\u5341"- "\u4E2D"- "\u662F"- "\u4EBA"- "\u6709"- "\u4E8C"- "\u4E0A"- "\u4E86"- "\u4E0D"- "\u56FD"- "\u5E02"- "\u5927"- "\u4E1A"- 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"\u73FA"- "\u6F15"- "\u8C11"- "\u54AF"- "\u55EC"- "\u7F30"- "\u5372"- "\u58D1"- "\u9776"- "\u968D"- "\u5520"- "\u6FE1"- "\u76CE"- "\u9A8A"- "\u8171"- "\u9798"- "\u62E7"- "\u75EB"- "\u5BA6"- "\u8BF6"- "\u690B"- "\u9F3E"- "\u6E4D"- "\u6BD7"- "\u916A"- "\u8D66"- "\u7095"- "\u7118"- "\u5958"- "\u9082"- "\u9005"- "\u5984"- "\u9A90"- "\u5352"- "\u55B5"- "\u89E5"- "\u772C"- "\u7EA3"- "\u61B7"- "\u8983"- "\u5B40"- "\u828A"- "\u5B62"- "\u60F6"- "\u8FE5"- "\u7EB0"- "\u5480"- "\u9E3E"- "\u7BAB"- "\u6666"- "\u6CEF"- "\u781A"- "\u542D"- "\u7962"- "\u63E9"- "\u5228"- "\u73CF"- "\u64B8"- "\u5140"- "\u75C9"- "\u631B"- "\u80E4"- "\u5DFF"- "\u7EB6"- "\u9541"- "\u54FA"- "\u5494"- "\u5693"- "\u7A3C"- "\u7116"- "\u59A4"- "\u59A9"- "\u6F5E"- "\u96CC"- "\u683E"- "\u4F8D"- "\u7172"- "\u5ADA"- "\u7AFD"- "\u606A"- "\u9708"- "\u8D5D"- "\u83BA"- "\u7736"- "\u6853"- "\u69CE"- "\u9991"- "\u6DAE"- "\u67AD"- "\u5F87"- "\u6D35"- "\u578C"- "\u6635"- "\u8936"- "\u55BD"- "\u812F"- "\u5B71"- "\u9068"- "\u8C1A"- "\u70F7"- "\u643D"- "\u916F"- "\u67B7"- "\u6849"- "\u54A7"- "\u7ABF"- "\u62C8"- "\u6593"- "\u8DDB"- "\u8E76"- "\u761F"- "\u4FED"- "\u975B"- "\u810D"- init: nullinput_size: nullctc_conf: dropout_rate: 0.0 ctc_type: builtin reduce: truemodel_conf: ctc_weight: 0.3 lsm_weight: 0.1 length_normalized_loss: falseuse_preprocessor: truetoken_type: charbpemodel: nullnon_linguistic_symbols: nullcleaner: nullg2p: nullfrontend: defaultfrontend_conf: fs: 16kspecaug: specaugspecaug_conf: apply_time_warp: true time_warp_window: 5 time_warp_mode: bicubic apply_freq_mask: true freq_mask_width_range: - 0 - 30 num_freq_mask: 2 apply_time_mask: true time_mask_width_range: - 0 - 40 num_time_mask: 2normalize: global_mvnnormalize_conf: stats_file: exp/asr_stats_raw_sp/train/feats_stats.npzencoder: conformerencoder_conf: output_size: 256 attention_heads: 4 linear_units: 2048 num_blocks: 12 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.0 input_layer: conv2d normalize_before: true pos_enc_layer_type: rel_pos selfattention_layer_type: rel_selfattn activation_type: swish macaron_style: true use_cnn_module: true cnn_module_kernel: 15decoder: transformerdecoder_conf: attention_heads: 4 linear_units: 2048 num_blocks: 6 dropout_rate: 0.1 positional_dropout_rate: 0.1 self_attention_dropout_rate: 0.0 src_attention_dropout_rate: 0.0required:- output_dir- token_listdistributed: false

• LM config

  config: conf/train_lm_transformer.yamlprint_config: falselog_level: INFOdry_run: falseiterator_type: sequenceoutput_dir: exp/lm_train_lm_transformer_char_batch_bins2000000ngpu: 1seed: 0num_workers: 1num_att_plot: 3dist_backend: nccldist_init_method: env://dist_world_size: nulldist_rank: nulllocal_rank: 0dist_master_addr: nulldist_master_port: nulldist_launcher: nullmultiprocessing_distributed: falsecudnn_enabled: truecudnn_benchmark: falsecudnn_deterministic: truecollect_stats: falsewrite_collected_feats: falsemax_epoch: 50patience: nullval_scheduler_criterion:- valid- lossearly_stopping_criterion:- valid- loss- minbest_model_criterion:- - valid - loss - minkeep_nbest_models: 10grad_clip: 5.0grad_clip_type: 2.0grad_noise: falseaccum_grad: 1no_forward_run: falseresume: truetrain_dtype: float32use_amp: falselog_interval: nullpretrain_path: []pretrain_key: []num_iters_per_epoch: nullbatch_size: 20valid_batch_size: nullbatch_bins: 2000000valid_batch_bins: nulltrain_shape_file:- exp/lm_stats/train/text_shape.charvalid_shape_file:- exp/lm_stats/valid/text_shape.charbatch_type: numelvalid_batch_type: nullfold_length:- 150sort_in_batch: descendingsort_batch: descendingmultiple_iterator: falsechunk_length: 500chunk_shift_ratio: 0.5num_cache_chunks: 1024train_data_path_and_name_and_type:- - dump/fbank_pitch/srctexts - text - textvalid_data_path_and_name_and_type:- - dump/fbank_pitch/dev/text - text - textallow_variable_data_keys: falsemax_cache_size: 0.0valid_max_cache_size: nulloptim: adamoptim_conf: lr: 0.001scheduler: warmuplrscheduler_conf: warmup_steps: 25000token_list:- - - "\u7684"- "\u4E00"- "\u5728"- "\u5341"- "\u4E2D"- "\u662F"- "\u4EBA"- "\u6709"- "\u4E8C"- "\u4E0A"- "\u4E86"- "\u4E0D"- "\u56FD"- "\u5E02"- "\u5927"- "\u4E1A"- "\u4E3A"- "\u5E74"- "\u4E09"- "\u53D1"- "\u4E2A"- "\u5206"- "\u51FA"- "\u4F1A"- "\u516C"- "\u884C"- "\u5730"- "\u6210"- "\u8FD9"- "\u548C"- "\u5230"- "\u4E94"- "\u4EA7"- "\u65F6"- "\u5BF9"- "\u623F"- "\u767E"- "\u80FD"- "\u573A"- "\u6765"- "\u4EE5"- "\u65B0"- "\u4E4B"- "\u65E5"- "\u8005"- "\u5C06"- "\u73B0"- "\u56DB"- "\u8981"- "\u5BB6"- "\u8D44"- "\u591A"- "\u6708"- "\u4E5F"- "\u65B9"- "\u540E"- "\u673A"- "\u4E0B"- "\u524D"- "\u96F6"- "\u6BD4"- "\u4E8E"- "\u751F"- "\u70B9"- "\u5F00"- "\u52A8"- "\u9AD8"- "\u7ECF"- "\u8FDB"- "\u62A5"- "\u4F53"- "\u8D5B"- "\u5B50"- "\u4E07"- "\u8F66"- "\u7528"- "\u91D1"- "\u53F8"- "\u53EF"- "\u88AB"- "\u8FC7"- "\u624B"- "\u672C"- "\u4F5C"- "\u81EA"- "\u5168"- "\u516B"- "\u516D"- "\u6700"- "\u4EF7"- "\u76EE"- "\u7535"- "\u90E8"- "\u4EA4"- "\u4E5D"- "\u4E03"- "\u9762"- "\u6211"- "\u4F01"- "\u52A0"- "\u5C0F"- "\u5EA6"- "\u5B9E"- "\u540C"- "\u57CE"- "\u5DE5"- "\u5176"- "\u529B"- "\u5B9A"- "\u800C"- "\u5143"- "\u5408"- "\u5DF2"- "\u5185"- "\u4E0E"- "\u6CD5"- "\u8FD8"- "\u5173"- "\u7F51"- "\u5F97"- "\u4ED6"- "\u5C31"- "\u5165"- "\u540D"- "\u54C1"- "\u5973"- "\u8BB0"- "\u7406"- "\u4E8B"- "\u957F"- "\u4E24"- "\u5546"- "\u90FD"- "\u4EEC"- "\u4EAC"- "\u5E76"- "\u4F46"- "\u5E73"- "\u5236"- 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nullnon_linguistic_symbols: nullcleaner: nullg2p: nulllm: transformerlm_conf: pos_enc: null embed_unit: 128 att_unit: 512 head: 8 unit: 2048 layer: 16 dropout_rate: 0.0required:- output_dir- token_listdistributed: false

asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp_valid.acc.ave.zip

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