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nlu of classifiers detection、name entity recognition、classification of chinese text

Project description

一、Chatbot_NLU

Chatbot_NLU 是一个基于 RASA 的自定义中文语言理解组件,他可以替换掉RASA中本身的nlu模块,可以使nlu的准确率有较大提升,目前 引入了 bert ,后续将引入 xlnet

同时,RASA 的自定义组件可以参考 Custom NLU Components

目前 Chatbot_NLU 支持的功能有:

1、bert vector

2、bert intent

3、bert slot

二、安装使用

1、安装

pip install chatbot_nlu

2、使用

Chatbot_NLU 的使用是在 config.yml 文件中修改配置,常见的使用方法请参考:

language: "zh"

pipeline:
- name: "JiebaTokenizer"
- name: "chatbot_nlu.extractors.crf_entity_extractor.CRFEntityExtractor"

# ner
- name: "chatbot_nlu.extractors.jieba_pseg_extractor.JiebaPsegExtractor"
  part_of_speech: ["nr"]

- name: "chatbot_nlu.extractors.bilstm_crf_entity_extractor.BilstmCRFEntityExtractor"


# Word Embedding
- name: "chatbot_nlu.featurizers.bert_vectors_featurizer.BertVectorsFeaturizer"
  ip: "172.18.103.43"
  port: 5555
  port_out: 5556
  show_server_config: True
  timeout: 10000
  check_version: False

三、Update News

  • 2020.1.7 接入钉钉群,支持主动推送消息、outgoing交互
  • 2020.1.9 接入微信

四、Resources

Project details


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