Code Monkey home page Code Monkey logo

returnvisitrobot's Introduction

保险回访外呼机器人

这是一个用于保险回访的外呼机器人,本项目中只保留核心的文本机器人的部分。 核心功能流程如下:

本项目基于rasa重写了基于有限状态机的对话响应策略,对想要搭建文本机器人的朋友,应该有一定参考意义。

使用指南

配置,可修改confg.yml文件中的pipeline,pipeline的具体配置方法可以参考Rasa官网https://rasa.com/docs/rasa/model-configuration

下面给出两个自定义组件的配置示例

基于记忆性对话响应策略

policies:
  - name: policy.memoization.MemoizationPolicy
  - name: TEDPolicy
    max_history: 20
    epochs: 15
    batch_size: 50
  - name: RulePolicy
    core_fallback_threshold: 0.3
    enable_fallback_prediction: True
    core_fallback_action_name: "action_default_fallback"

或者基于有限状态机(FSM)

policies:
  - name: policy.fsm_policy.FsmPolicy
  - name: TEDPolicy
    max_history: 20
    epochs: 15
    batch_size: 50
  - name: RulePolicy
    core_fallback_threshold: 0.3
    enable_fallback_prediction: True
    core_fallback_action_name: "action_default_fallback"

训练

python main.py train

运行

#开启动作响应服务器,默认5055端口
python main.py run actions
#开启对话shell,如果使用pycharm注意勾选emulate terminal
python main.py shell
#第一句请输入内置意图:开始
Your input:开始

Prerequisites 项目环境依赖

six~=1.16.0
rasa~=3.1.0
zlib~=1.2.12
tqdm~=4.64.0

安装

pip install -r requirements.txt

部署方法,可通过rest 方式调用会话响应

rasa run -m xx.tar.gz(模型文件) -p 8787(端口号)

returnvisitrobot's People

Contributors

ulov888 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.