├── .gitignore ├── LICENSE ├── README.md ├── examples ├── csj │ ├── config │ │ ├── attention │ │ │ └── en_blstm_de_lstm_kanji_subset_dot_product.yml │ │ ├── ctc │ │ │ ├── blstm_ctc_kana_fullset.yml │ │ │ ├── blstm_ctc_kana_subset.yml │ │ │ ├── blstm_ctc_kanji_fullset.yml │ │ │ └── blstm_ctc_kanji_subset.yml │ │ └── multitask_ctc │ │ │ ├── kanji_character │ │ │ ├── hierarchical_blstmctc_kanji_char_stack3.yml │ │ │ └── hierarchical_blstmctc_kanji_char_stack3_large.yml │ │ │ └── kanji_phone │ │ │ ├── hierarchical_blstmctc_kanji_phone_stack3.yml │ │ │ └── hierarchical_blstmctc_kanji_phone_stack3_large.yml │ ├── data │ │ ├── load_dataset_attention.py │ │ ├── load_dataset_ctc.py │ │ ├── load_dataset_multitask_ctc.py │ │ └── test │ │ │ ├── test_load_dataset_attention.py │ │ │ ├── test_load_dataset_ctc.py │ │ │ └── test_load_dataset_multitask_ctc.py │ ├── evaluation │ │ ├── eval_ctc.py │ │ ├── eval_julius_cer.py │ │ ├── eval_julius_fmeasure.py │ │ └── run_ctc.sh │ ├── fine_tuning │ │ ├── finetune_ctc_dialog.py │ │ └── run_finetune_ctc_dialog.sh │ ├── metrics │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── ctc.py │ │ └── mapping_files │ │ │ ├── kana.txt │ │ │ ├── kana2phone.txt │ │ │ ├── kana_divide.txt │ │ │ ├── kanji_divide_train_fullset.txt │ │ │ ├── kanji_divide_train_subset.txt │ │ │ ├── kanji_train_fullset.txt │ │ │ └── kanji_train_subset.txt │ ├── training │ │ ├── run_attention.sh │ │ ├── run_ctc.sh │ │ ├── run_multitask_ctc.sh │ │ ├── train_attention.py │ │ ├── train_ctc.py │ │ └── train_multitask_ctc.py │ └── visualization │ │ ├── core │ │ └── plot │ │ │ └── ctc.py │ │ ├── decode_ctc.py │ │ └── plot_ctc_posterior.py ├── erato │ ├── config │ │ ├── attention │ │ │ ├── en_blstm_de_lstm_insert_both_dot_product.yml │ │ │ ├── en_blstm_de_lstm_insert_left_dot_product.yml │ │ │ ├── en_blstm_de_lstm_insert_right_dot_product.yml │ │ │ └── en_blstm_de_lstm_remove_dot_product.yml │ │ └── ctc │ │ │ ├── blstm_ctc_insert_both.yml │ │ │ ├── blstm_ctc_insert_left.yml │ │ │ ├── blstm_ctc_insert_right.yml │ │ │ └── blstm_ctc_remove.yml │ ├── data │ │ ├── load_dataset_attention.py │ │ ├── load_dataset_ctc.py │ │ └── test │ │ │ ├── test_load_dataset_attention.py │ │ │ └── test_load_dataset_ctc.py │ ├── evaluation │ │ ├── eval_attention.py │ │ ├── eval_ctc.py │ │ └── eval_julius.py │ ├── metrics │ │ ├── attention.py │ │ ├── ctc.py │ │ └── mapping_files │ │ │ ├── kana_insert_both.txt │ │ │ ├── kana_insert_left.txt │ │ │ ├── kana_insert_right.txt │ │ │ └── kana_remove.txt │ ├── training │ │ ├── run_attention.sh │ │ ├── run_ctc.sh │ │ ├── train_attention.py │ │ └── train_ctc.py │ └── visualization │ │ ├── decode_attention.py │ │ ├── decode_ctc.py │ │ └── plot_ctc_posterior.py ├── librispeech │ ├── config │ │ ├── ctc │ │ │ ├── character │ │ │ │ ├── blstm_ctc_100h_char.yml │ │ │ │ ├── blstm_ctc_100h_char_faster.yml │ │ │ │ ├── blstm_ctc_460h_char.yml │ │ │ │ ├── blstm_ctc_460h_char_faster.yml │ │ │ │ ├── blstm_ctc_960h_char.yml │ │ │ │ └── blstm_ctc_960h_char_faster.yml │ │ │ ├── character_capital_divide │ │ │ │ ├── blstm_ctc_100h_char_capital.yml │ │ │ │ ├── blstm_ctc_100h_char_capital_faster.yml │ │ │ │ ├── blstm_ctc_460h_char_capital.yml │ │ │ │ ├── blstm_ctc_460h_char_capital_faster.yml │ │ │ │ ├── blstm_ctc_960h_char_capital.yml │ │ │ │ └── blstm_ctc_960h_char_capital_faster.yml │ │ │ └── word │ │ │ │ ├── blstm_ctc_100h_word_faster.yml │ │ │ │ ├── blstm_ctc_460h_word_faster.yml │ │ │ │ └── blstm_ctc_960h_word_faster.yml │ │ ├── multitask_ctc │ │ │ ├── hierarchical_blstm_ctc_train100h_word_char_faster.yml │ │ │ └── hierarchical_blstm_ctc_train960h_word_char_faster.yml │ │ └── student_ctc │ │ │ └── student_cnn_compact_xe_100h_char.yml │ ├── data │ │ ├── load_dataset_ctc.py │ │ ├── load_dataset_multitask_ctc.py │ │ ├── load_dataset_xe.py │ │ └── test │ │ │ ├── test_load_dataset_ctc.py │ │ │ ├── test_load_dataset_multitask_ctc.py │ │ │ └── test_load_dataset_xe.py │ ├── evaluation │ │ ├── eval_ctc.py │ │ ├── eval_ctc_temp.py │ │ ├── eval_ensemble2_ctc.py │ │ ├── eval_ensemble4_ctc.py │ │ ├── eval_ensemble8_ctc.py │ │ ├── eval_multitask_ctc.py │ │ ├── eval_student.py │ │ ├── run_ctc.sh │ │ ├── run_ctc_temp.sh │ │ ├── run_ensemble2_blstmctc.sh │ │ ├── run_ensemble4_blstmctc.sh │ │ ├── run_ensemble8_blstmctc.sh │ │ ├── run_multitask_ctc.sh │ │ ├── run_save.sh │ │ ├── run_student.sh │ │ └── save_ctc_prob.py │ ├── metrics │ │ ├── ctc.py │ │ └── mapping_files │ │ │ ├── character.txt │ │ │ ├── character_capital_divide_train100h.txt │ │ │ ├── character_capital_divide_train460h.txt │ │ │ ├── character_capital_divide_train960h.txt │ │ │ ├── word_freq10_train100h.txt │ │ │ ├── word_freq10_train460h.txt │ │ │ └── word_freq10_train960h.txt │ ├── training │ │ ├── run_ctc.sh │ │ ├── run_ctc_temp.sh │ │ ├── run_multitask_ctc.sh │ │ ├── run_student_cnn_xe.sh │ │ ├── train_ctc.py │ │ ├── train_ctc_temp.py │ │ ├── train_multitask_ctc.py │ │ └── train_student_cnn_xe.py │ └── visualization │ │ ├── core │ │ ├── __init__.py │ │ └── plot │ │ │ ├── __init__.py │ │ │ └── ctc.py │ │ ├── decode_ctc.py │ │ ├── decode_multitask_ctc.py │ │ └── plot_ctc_prob.py ├── svc │ ├── config │ │ ├── attention │ │ │ └── en_blstm_de_lstm_phone43_dot_product.yml │ │ └── ctc │ │ │ ├── blstm_ctc_phone3.yml │ │ │ ├── blstm_ctc_phone4.yml │ │ │ └── blstm_ctc_phone43.yml │ ├── data │ │ ├── __init__.py │ │ ├── load_dataset_attention.py │ │ ├── load_dataset_ctc.py │ │ └── test │ │ │ ├── test_load_dataset_attention.py │ │ │ └── test_load_dataset_ctc.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── eval_framewise.py │ │ ├── metric.py │ │ └── restore │ │ │ ├── __init__.py │ │ │ ├── ctc.sh │ │ │ ├── restore_ctc.py │ │ │ ├── restore_ff.py │ │ │ └── visualize_ctc.py │ ├── metrics │ │ ├── attention.py │ │ ├── ctc.py │ │ └── mapping_files │ │ │ ├── phone3.txt │ │ │ ├── phone4.txt │ │ │ └── phone43.txt │ ├── training │ │ ├── run_attention.sh │ │ ├── run_ctc.sh │ │ ├── train_attention.py │ │ └── train_ctc.py │ └── visualization │ │ ├── __init__.py │ │ ├── decode_ctc.py │ │ └── probs.py └── timit │ ├── README.md │ ├── __init__.py │ ├── config │ ├── attention │ │ ├── att_baseline.yml │ │ ├── attention_type │ │ │ ├── att_blstm_content.yml │ │ │ └── att_blstm_dot.yml │ │ ├── encoders │ │ │ ├── att_cnn_location.yml │ │ │ ├── att_dense_residual_blstm_location.yml │ │ │ ├── att_residual_blstm_location.yml │ │ │ └── att_vgg_blstm_location.yml │ │ └── regularization │ │ │ ├── att_blstm_location_logits_temp.yml │ │ │ ├── att_blstm_location_ls.yml │ │ │ ├── att_blstm_location_sharping.yml │ │ │ ├── att_blstm_location_weight_noise.yml │ │ │ └── att_lstm_location_sigmoid_smoothing.yml │ └── ctc │ │ ├── blstm_ctc_baseline.yml │ │ ├── encoders │ │ ├── cnn_ctc.yml │ │ ├── dense_residual_blstm_ctc.yml │ │ ├── residual_blstm_ctc.yml │ │ └── vgg_blstm_ctc.yml │ │ └── regularization │ │ ├── blstm_ctc_ls.yml │ │ ├── blstm_ctc_subsample.yml │ │ └── blstm_ctc_weight_noise.yml │ ├── data │ ├── __init__.py │ ├── load_dataset_attention.py │ ├── load_dataset_ctc.py │ ├── load_dataset_joint_ctc_attention.py │ ├── load_dataset_multitask_ctc.py │ └── test │ │ ├── __init__.py │ │ ├── test_load_dataset_attention.py │ │ ├── test_load_dataset_ctc.py │ │ ├── test_load_dataset_joint_ctc_attention.py │ │ └── test_load_dataset_multitask_ctc.py │ ├── evaluation │ ├── __init__.py │ ├── eval_attention.py │ ├── eval_ctc.py │ └── eval_multitask_ctc.py │ ├── metrics │ ├── __init__.py │ ├── attention.py │ ├── ctc.py │ ├── mapping.py │ └── mapping_files │ │ ├── character.txt │ │ ├── character_capital_divide.txt │ │ ├── phone2phone.txt │ │ ├── phone39.txt │ │ ├── phone48.txt │ │ └── phone61.txt │ ├── training │ ├── run_attention.sh │ ├── run_ctc.sh │ ├── train_attention.py │ ├── train_ctc.py │ ├── train_joint_ctc_attention.py │ └── train_multitask_ctc.py │ └── visualization │ ├── __init__.py │ ├── core │ └── __init__.py │ ├── decode_attention.py │ ├── decode_ctc.py │ ├── decode_multitask_ctc.py │ ├── plot_attention_weights.py │ ├── plot_ctc_prob.py │ └── plot_multitask_ctc_prob.py ├── experiments └── librispeech │ ├── evaluation │ └── save_ctc_prob.py │ └── visualization │ └── plot_ctc_prob.py ├── models ├── README.md ├── __init__.py ├── attention │ ├── ListenAttendandSpell.py │ ├── __init__.py │ ├── attention_seq2seq.py │ ├── bridge.py │ ├── decoders │ │ ├── __init__.py │ │ ├── attention_decoder.py │ │ ├── attention_layer.py │ │ ├── beam_search │ │ │ ├── beam_search_decoder.py │ │ │ ├── namedtuple.py │ │ │ └── util.py │ │ ├── beam_search_decoder_from_tensorflow.py │ │ ├── decoder_util.py │ │ └── dynamic_decoder.py │ └── joint_ctc_attention.py ├── ctc │ ├── __init__.py │ ├── bn_blstm_ctc.py │ ├── ctc.py │ ├── decoders │ │ ├── __init__.py │ │ ├── beam_search_decoder.py │ │ ├── charlm_beam_search_decoder.py │ │ └── greedy_decoder.py │ ├── multitask_ctc.py │ └── student_ctc.py ├── encoders │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── blstm.py │ │ ├── cldnn_wang.py │ │ ├── cnn_util.py │ │ ├── cnn_zhang.py │ │ ├── gru.py │ │ ├── lstm.py │ │ ├── multitask_blstm.py │ │ ├── multitask_lstm.py │ │ ├── pyramidal_blstm.py │ │ ├── rnn_util.py │ │ ├── student_cnn_compact_ctc.py │ │ ├── student_cnn_compact_xe.py │ │ ├── student_cnn_ctc.py │ │ ├── student_cnn_xe.py │ │ ├── vgg_blstm.py │ │ ├── vgg_lstm.py │ │ └── vgg_wang.py │ └── load_encoder.py ├── lm │ ├── __init__.py │ ├── base.py │ ├── char_rnnlm.py │ └── word_rnnlm.py ├── model_base.py ├── recurrent │ ├── __init__.py │ ├── initializer.py │ ├── layers │ │ ├── __init__.py │ │ ├── basic_lstm.py │ │ ├── batch_normalization.py │ │ ├── bn_basic_lstm.py │ │ ├── bn_lstm.py │ │ ├── lstm.py │ │ └── qrnn.py │ └── tests │ │ ├── test_tf_qrnn_forward.py │ │ └── test_tf_qrnn_work.py └── test │ ├── __init__.py │ ├── data.py │ ├── install_sample.sh │ ├── phone61.txt │ ├── run_attention.sh │ ├── run_ctc.sh │ ├── run_joint_ctc_attention.sh │ ├── run_multitask_ctc.sh │ ├── sample │ ├── LDC93S1.phn │ ├── LDC93S1.txt │ └── LDC93S1.wrd │ ├── test_attention.py │ ├── test_ctc.py │ ├── test_ctc_decoder.py │ ├── test_encoder.py │ ├── test_joint_ctc_attention.py │ └── test_multitask_ctc.py ├── requirements.txt └── utils ├── __init__.py ├── dataset ├── __init__.py ├── attention.py ├── base.py ├── ctc.py ├── joint_ctc_attention.py ├── multitask_ctc.py └── xe.py ├── directory.py ├── evaluation ├── __init__.py └── edit_distance.py ├── io ├── __init__.py ├── inputs │ ├── __init__.py │ ├── feature_extraction.py │ ├── frame_stacking.py │ └── splicing.py └── labels │ ├── __init__.py │ ├── character.py │ ├── phone.py │ ├── sparsetensor.py │ └── word.py ├── measure_time_func.py ├── parallel.py ├── parameter.py ├── progressbar.py └── training ├── __init__.py ├── learning_rate_controller.py ├── multi_gpu.py └── plot.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hirofumi0810/tensorflow_end2end_speech_recognition/HEAD/.gitignore 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