├── README.md ├── bert_base ├── __init__.py ├── bert │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── create_pretraining_data.py │ ├── extract_features.py │ ├── modeling.py │ ├── modeling_test.py │ ├── multilingual.md │ ├── optimization.py │ ├── optimization_test.py │ ├── requirements.txt │ ├── run_classifier.py │ ├── run_pretraining.py │ ├── run_squad.py │ ├── sample_text.txt │ ├── tokenization.py │ └── tokenization_test.py ├── client │ └── __init__.py ├── runs │ └── __init__.py ├── server │ ├── __init__.py │ ├── graph.py │ ├── helper.py │ ├── http.py │ ├── simple_flask_http_service.py │ └── zmq_decor.py └── train │ ├── __init__.py │ ├── bert_lstm_ner.py │ ├── conlleval.pl │ ├── conlleval.py │ ├── lstm_crf_layer.py │ ├── models.py │ ├── tf_metrics.py │ └── train_helper.py ├── client_test.py ├── data_process.py ├── pictures ├── 03E18A6A9C16082CF22A9E8837F7E35F.png ├── ner_help.png ├── picture1.png ├── picture2.png ├── predict.png ├── server_help.png ├── 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