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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)

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