├── .coveragerc ├── .flake8 ├── .gitignore ├── .readthedocs.yml ├── .travis.yml ├── LICENSE ├── Processing_ner.py ├── README.md ├── Test1.py ├── Test2.py ├── azure-pipelines.yml ├── docs ├── CHANGELOG.md ├── _static │ └── theme.css ├── api.rst ├── assets │ ├── multi_feature_model.png │ └── ner_f1_scores.png ├── conf.py ├── index.rst ├── md │ ├── CONTRIBUTING.md │ ├── corpus.md │ ├── customize_multi_output_model.md │ ├── deal_with_numeric_features.md │ ├── home.md │ ├── language_embedding.md │ ├── tensorflow_serving.md │ ├── text_classification_model.md │ └── text_labeling_model.md └── readme.md ├── img.png ├── kashgari ├── __init__.py ├── callbacks.py ├── callbacks_word.py ├── corpus.py ├── embeddings │ ├── __init__.py │ ├── bare_embedding.py │ ├── base_embedding.py │ ├── bert_embedding.py │ ├── gpt_2_embedding.py │ ├── numeric_feature_embedding.py │ ├── stacked_embedding.py │ └── word_embedding.py ├── layers │ ├── LSTMDecoder.py │ ├── __init__.py │ ├── att_wgt_avg_layer.py │ ├── attention_layer.py │ ├── attention_layer1.py │ ├── attention_layer3.py │ ├── bert_attention.py │ ├── bert_attention3.py │ ├── bert_attention4.py │ ├── bert_attention5.py │ ├── crf.py │ ├── kmax_pool_layer.py │ ├── non_masking_layer.py │ ├── position_attention_layer.py │ ├── position_attention_layer1.py │ └── position_layer.py ├── macros.py ├── processors │ ├── __init__.py │ ├── base_processor.py │ ├── classification_processor.py │ └── labeling_processor.py ├── tasks │ ├── __init__.py │ ├── base_model.py │ ├── classification │ │ ├── __init__.py │ │ ├── base_model.py │ │ ├── dpcnn_model.py │ │ └── models.py │ └── labeling │ │ ├── __init__.py │ │ ├── base_model.py │ │ ├── experimental.py │ │ └── models.py ├── utils.py └── version.py ├── requirements.dev.txt ├── requirements.txt ├── restore.py ├── setup.py ├── sonar-project.properties └── tests ├── __init__.py ├── classification ├── __init__.py ├── test_avcnn.py ├── test_avrnn_model.py ├── test_bi_gru.py ├── test_bi_lstm.py ├── test_cnn.py ├── test_cnn_gru.py ├── test_cnn_lstm.py ├── test_dpcnn.py ├── test_dropout_avrnn.py ├── test_dropout_bigru.py ├── test_kmax_cnn.py └── test_r_cnn.py ├── embedding ├── __init__.py ├── test_bare_embedding.py ├── test_bert_embedding.py ├── test_gpt2_embedding.py ├── test_numeric_features_embedding.py ├── test_stacked_embedding.py └── test_word_embedding.py ├── labeling ├── __init__.py ├── test_bi_gru_crf_model.py ├── test_bi_gru_model.py ├── test_blstm_attention_model.py ├── test_blstm_crf_model.py ├── test_blstm_model.py └── test_cnn_lstm_model.py ├── test_callbacks.py ├── test_corpus.py ├── test_custom_multi_output_classification.py └── test_processor.py /.coveragerc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ericperfect/Bert_Position_BiLSTM_Attention_CRF_LSTMDecoder/HEAD/.coveragerc -------------------------------------------------------------------------------- /.flake8: 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