提交生成rasa的yml文件的代码
liu
2 years ago
parent
77ba20f827
commit
8edb5cab16
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version: "3.1"
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intents:
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- self_introduction
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- goodbye
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- greet
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- ask_bushufu
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responses:
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utter_self_introduction:
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- text: "再见"
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utter_goodbye:
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- text: "你好医生"
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utter_greet:
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- text: "你好"
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utter_ask_bushufu:
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- text: "我最近感觉心跳特别快，喘不上气。"
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utter_tool_tool_shizhen:
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- text: "---tool---1"
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utter_tool_tool_huxi:
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- text: "---tool---10"
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actions:
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- utter_self_introduction
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- utter_goodbye
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- utter_greet
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- utter_ask_bushufu
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- utter_tool_tool_shizhen
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- utter_tool_tool_huxi
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session_config:
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session_expiration_time: 60
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carry_over_slots_to_new_session: true
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version: "3.1"
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nlu:
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- intent: greet
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examples: |
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- 你好
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- 你好啊
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- 你好你好
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- intent: goodbye
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examples: |
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- 再见
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- 拜拜
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- intent: self_introduction
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examples: |
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- 我是张医生
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- intent: ask_bushufu
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examples: |
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- 今天您有什么不舒服？哪里不舒服？
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- intent: tool_tool_shizhen
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examples: |
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- 1
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- 22
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- 333
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- intent: tool_tool_huxi
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examples: |
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- 1
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- 22
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- 333
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version: "3.1"
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rules:
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- rule: 自我介绍
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steps:
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- intent: self_introduction
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- action: utter_self_introduction
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- rule: 再见
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steps:
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- intent: goodbye
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- action: utter_goodbye
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- rule: 问候
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steps:
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- intent: greet
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- action: utter_greet
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- rule: 问不舒服
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steps:
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- intent: ask_bushufu
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- action: utter_ask_bushufu
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- rule: 视诊
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steps:
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- intent: tool_tool_shizhen
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- action: utter_tool_tool_shizhen
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- rule: 呼吸
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steps:
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- intent: tool_tool_huxi
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- action: utter_tool_tool_huxi
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package com.supervision.handler;
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import com.baomidou.mybatisplus.extension.handlers.JacksonTypeHandler;
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import com.fasterxml.jackson.core.type.TypeReference;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import java.io.IOException;
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import java.util.List;
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public class StringListTypeHandler extends JacksonTypeHandler {
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private static final ObjectMapper objectMapper = new ObjectMapper();
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public StringListTypeHandler(Class<Object> type) {
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super(type);
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}
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@Override
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protected Object parse(String json) {
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try {
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return objectMapper.readValue(json, new TypeReference<List<String>>() {});
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} catch (IOException e) {
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throw new RuntimeException(e);
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}
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}
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}
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package com.supervision.controller;
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import com.supervision.service.RasaService;
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import lombok.RequiredArgsConstructor;
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import org.springframework.web.bind.annotation.GetMapping;
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import org.springframework.web.bind.annotation.RequestMapping;
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import org.springframework.web.bind.annotation.RestController;
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@RestController
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@RequestMapping("rasa")
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@RequiredArgsConstructor
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public class RasaController {
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private final RasaService rasaService;
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@GetMapping("generateRasaYml")
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public void generateRasaYml(String diseaseId){
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rasaService.generateRasaYml(diseaseId);
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}
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}
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package com.supervision.controller;
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import com.supervision.model.ConfigPhysicalTool;
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import com.supervision.service.ConfigPhysicalToolService;
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import lombok.RequiredArgsConstructor;
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import org.springframework.web.bind.annotation.GetMapping;
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import org.springframework.web.bind.annotation.RequestMapping;
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import org.springframework.web.bind.annotation.RestController;
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import java.util.List;
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@RestController
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@RequestMapping("test")
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@RequiredArgsConstructor
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public class TestController {
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private final ConfigPhysicalToolService configPhysicalToolService;
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@GetMapping("testExpireTime")
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public String testExpireTime() {
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return "OK";
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}
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@GetMapping("testQueryJSON")
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public List<ConfigPhysicalTool> testQueryJSON(){
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return configPhysicalToolService.list();
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}
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}
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package com.supervision.pojo.rasa;
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import lombok.Data;
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@Data
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public class RasaReqDTO {
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private String sender;
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private String message;
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}
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package com.supervision.pojo.rasa;
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import lombok.Data;
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@Data
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public class RasaResDTO {
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private String recipient_id;
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private String text;
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}
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package com.supervision.pojo.rasa.train.intent;
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import lombok.Data;
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import java.util.LinkedHashMap;
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import java.util.List;
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@Data
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public class DomainYmlTemplate {
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private List<String> intents;
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private LinkedHashMap<String,List<String>> responses;
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private List<String> actions;
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private SessionConfig session_config = new SessionConfig();
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@Data
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public static class SessionConfig{
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private final int session_expiration_time = 60;
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private final Boolean carry_over_slots_to_new_session = true;
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}
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}
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package com.supervision.pojo.rasa.train.intent;
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import lombok.AllArgsConstructor;
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import lombok.Data;
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import lombok.NoArgsConstructor;
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@Data
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@AllArgsConstructor
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@NoArgsConstructor
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public class Intent {
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private String id;
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private String code;
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private String desc;
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}
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package com.supervision.pojo.rasa.train.intent;
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import lombok.Data;
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import java.util.List;
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@Data
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public class NluTemplate {
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}
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package com.supervision.pojo.rasa.train.intent;
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import lombok.Data;
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import org.yaml.snakeyaml.nodes.Tag;
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import java.util.ArrayList;
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import java.util.LinkedHashMap;
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import java.util.List;
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@Data
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public class NluYmlTemplate {
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private List<Nlu> nlu;
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@Data
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public static class Nlu{
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private String intent;
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private List<String> examples;
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}
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}
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package com.supervision.pojo.rasa.train.intent;
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import cn.hutool.core.map.MapUtil;
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import lombok.AllArgsConstructor;
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import lombok.Data;
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import lombok.NoArgsConstructor;
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import java.util.*;
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@Data
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public class RuleYmlTemplate {
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private List<Rule> rules;
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@Data
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public static class Rule {
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private String rule;
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private List<Step> steps;
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public Rule() {
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}
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public Rule(String rule, String intent, String action) {
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this.rule = rule;
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steps = new ArrayList<>();
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Step step = new Step(intent, action);
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steps.add(step);
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}
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}
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@Data
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@AllArgsConstructor
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@NoArgsConstructor
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public static class Step {
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private String intent;
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private String action;
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}
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}
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package com.supervision.service;
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public interface RasaService {
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void generateRasaYml(String diseaseId);
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}
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package com.supervision.service.impl;
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import cn.hutool.core.collection.CollUtil;
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import cn.hutool.core.map.MapUtil;
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import cn.hutool.core.util.StrUtil;
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import cn.hutool.json.JSONUtil;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import com.fasterxml.jackson.dataformat.yaml.YAMLFactory;
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import com.fasterxml.jackson.dataformat.yaml.YAMLGenerator;
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import com.supervision.model.*;
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import com.supervision.pojo.rasa.train.intent.*;
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import com.supervision.service.*;
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import freemarker.template.Configuration;
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import freemarker.template.Template;
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import freemarker.template.TemplateException;
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import lombok.RequiredArgsConstructor;
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import lombok.extern.slf4j.Slf4j;
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import org.springframework.stereotype.Service;
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import java.io.File;
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import java.io.IOException;
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import java.io.PrintWriter;
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import java.util.*;
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import java.util.stream.Collectors;
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@Slf4j
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@Service
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@RequiredArgsConstructor
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public class RasaServiceImpl implements RasaService {
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private final AskIntentService askIntentService;
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private final AskQuestionService askQuestionService;
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private final AskDefaultIntentService askDefaultIntentService;
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private final AskDefaultQuestionService askDefaultQuestionService;
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private final AskDefaultAnswerService askDefaultAnswerService;
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private final AskAnswerService askAnswerService;
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private final ConfigPhysicalToolService configPhysicalToolService;
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@Override
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public void generateRasaYml(String diseaseId) {
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Map<String, Intent> defaultIntentCodeAndIdMap = new HashMap<>();
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Map<String, Intent> questionCodeAndIdMap = new HashMap<>();
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Map<String, ConfigPhysicalTool> toolCodeIdMap = new HashMap<>();
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List<RuleYmlTemplate.Rule> ruleList = new ArrayList<>();
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try {
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generateNlu(diseaseId, defaultIntentCodeAndIdMap, questionCodeAndIdMap, toolCodeIdMap);
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} catch (Exception e) {
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e.printStackTrace();
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}
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generateDomain(defaultIntentCodeAndIdMap, questionCodeAndIdMap, toolCodeIdMap, ruleList);
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generateRule(ruleList);
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}
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private void generateNlu(String diseaseId, Map<String, Intent> defaultIntentCodeAndIdMap,
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Map<String, Intent> intentCodeAndIdMap,
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Map<String, ConfigPhysicalTool> toolCodeIdMap) throws IOException, TemplateException {
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// 首先生成根据意图查找到nlu文件
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List<NluYmlTemplate.Nlu> nluList = new ArrayList<>();
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// 默认意图
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List<AskDefaultIntent> defaultIntentList = askDefaultIntentService.list();
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// 根据默认意图找到所有的问题
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if (CollUtil.isNotEmpty(defaultIntentList)) {
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Set<String> defaultIntentIdSet = defaultIntentList.stream().map(AskDefaultIntent::getId).collect(Collectors.toSet());
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// 去默认问题表找问题
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List<AskDefaultQuestion> questionList = askDefaultQuestionService.lambdaQuery().in(AskDefaultQuestion::getDefaultIntentId, defaultIntentIdSet).list();
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Map<String, List<AskDefaultQuestion>> defaultQuestionByDefaultIntentId = questionList.stream().collect(Collectors.groupingBy(AskDefaultQuestion::getDefaultIntentId));
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// 生成nlu的节点
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for (AskDefaultIntent askDefaultIntent : defaultIntentList) {
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List<AskDefaultQuestion> questions = defaultQuestionByDefaultIntentId.get(askDefaultIntent.getId());
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if (CollUtil.isNotEmpty(questions)) {
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// 开始生成
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NluYmlTemplate.Nlu nlu = new NluYmlTemplate.Nlu();
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nlu.setIntent(askDefaultIntent.getCode());
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// 注意,这里的格式应该是 "- 你好\n- 你好啊\n- 你好你好" 这种的格式,所以我们要拼接
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nlu.setExamples(questions.stream().map(AskDefaultQuestion::getQuestion).collect(Collectors.toList()));
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nluList.add(nlu);
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// 添加到map中,key为意图编码,value为意图ID
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defaultIntentCodeAndIdMap.put(askDefaultIntent.getCode(), new Intent(askDefaultIntent.getId(), askDefaultIntent.getCode(), askDefaultIntent.getDescription()));
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}
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}
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}
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// 然后处理该疾病对应的意图
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List<AskIntent> askIntentList = askIntentService.lambdaQuery().eq(AskIntent::getDiseaseId, diseaseId).list();
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// 根据默认意图找到所有的问题
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if (CollUtil.isNotEmpty(askIntentList)) {
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Set<String> askIntentListSet = askIntentList.stream().map(AskIntent::getId).collect(Collectors.toSet());
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// 去默认问题表找问题
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List<AskQuestion> questionList = askQuestionService.lambdaQuery().in(AskQuestion::getIntentId, askIntentListSet).list();
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Map<String, List<AskQuestion>> questionByDefaultIntentId = questionList.stream().collect(Collectors.groupingBy(AskQuestion::getIntentId));
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// 生成nlu的节点
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for (AskIntent askIntent : askIntentList) {
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List<AskQuestion> questions = questionByDefaultIntentId.get(askIntent.getId());
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if (CollUtil.isNotEmpty(questions)) {
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// 开始生成
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NluYmlTemplate.Nlu nlu = new NluYmlTemplate.Nlu();
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nlu.setIntent(askIntent.getCode());
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nlu.setExamples(questions.stream().map(AskQuestion::getQuestion).collect(Collectors.toList()));
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nluList.add(nlu);
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// 添加到map中,key为意图编码,value为意图ID
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intentCodeAndIdMap.put(askIntent.getCode(), new Intent(askIntent.getId(), askIntent.getCode(), askIntent.getDescription()));
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}
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}
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}
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// 这里处理呼出的问题(code和问题不能为空)
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List<ConfigPhysicalTool> physicalToolList = configPhysicalToolService.lambdaQuery()
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.isNotNull(ConfigPhysicalTool::getCode)
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.isNotNull(ConfigPhysicalTool::getCallOutQuestion).list();
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for (ConfigPhysicalTool tool : physicalToolList) {
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// 把呼出的问题全部加进去
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NluYmlTemplate.Nlu nlu = new NluYmlTemplate.Nlu();
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String toolIntent = "tool_" + tool.getCode();
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nlu.setIntent(toolIntent);
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nlu.setExamples(tool.getCallOutQuestion());
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nluList.add(nlu);
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// 生成tool的map,key是code,value是工具对应的ID
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toolCodeIdMap.put(toolIntent, tool);
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}
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// 生成后生成yml对象
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// createYmlFile(nluYml, "nlu.yml");
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// 加载模板配置
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NluYmlTemplate nluYmlTemplate = new NluYmlTemplate();
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nluYmlTemplate.setNlu(nluList);
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createYmlFile(NluYmlTemplate.class, "nlu.ftl", nluYmlTemplate, "nlu.yml");
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}
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public void generateDomain(Map<String, Intent> defaultQuestionCodeAndIdMap,
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Map<String, Intent> questionCodeAndIdMap, Map<String, ConfigPhysicalTool> toolCodeIdMap,
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List<RuleYmlTemplate.Rule> ruleList) {
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LinkedHashMap<String, List<String>> responses = new LinkedHashMap<>();
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// 首先根据默认意图找到所有的意图ID
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Collection<Intent> defaultIntentIdColl = defaultQuestionCodeAndIdMap.values();
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// 找到默认意图对应的回复
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if (CollUtil.isNotEmpty(defaultIntentIdColl)) {
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Set<String> defaultIntentIdSet = defaultIntentIdColl.stream().map(Intent::getId).collect(Collectors.toSet());
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List<AskDefaultAnswer> defaultAnswerList = askDefaultAnswerService.lambdaQuery().in(AskDefaultAnswer::getDefaultIntentId, defaultIntentIdSet).list();
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Map<String, String> answerMap = defaultAnswerList.stream().collect(Collectors.toMap(AskDefaultAnswer::getId, AskDefaultAnswer::getAnswer, (k1, k2) -> k1));
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for (Map.Entry<String, Intent> entry : defaultQuestionCodeAndIdMap.entrySet()) {
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String defaultIntentCode = entry.getKey();
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Intent defaultIntent = entry.getValue();
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String answer = answerMap.get(defaultIntent.getId());
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String utter = "utter_" + defaultIntentCode;
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responses.put(utter, CollUtil.newArrayList(answer));
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ruleList.add(new RuleYmlTemplate.Rule(defaultIntent.getDesc(), defaultIntent.getCode(), utter));
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}
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}
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// 然后疾病意图对应的回复
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Collection<Intent> intentIdColl = questionCodeAndIdMap.values();
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if (CollUtil.isNotEmpty(intentIdColl)) {
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Set<String> intentIdSet = intentIdColl.stream().map(Intent::getId).collect(Collectors.toSet());
|
||||
List<AskAnswer> answerList = askAnswerService.lambdaQuery().in(AskAnswer::getIntentId, intentIdSet).list();
|
||||
Map<String, String> answerMap = answerList.stream().collect(Collectors.toMap(AskAnswer::getId, AskAnswer::getAnswer, (k1, k2) -> k1));
|
||||
for (Map.Entry<String, Intent> entry : questionCodeAndIdMap.entrySet()) {
|
||||
String intentCode = entry.getKey();
|
||||
Intent intent = entry.getValue();
|
||||
String answer = answerMap.get(intent.getId());
|
||||
String utter = "utter_" + intentCode;
|
||||
responses.put(utter, CollUtil.newArrayList(answer));
|
||||
ruleList.add(new RuleYmlTemplate.Rule(intent.getDesc(), intent.getCode(), utter));
|
||||
}
|
||||
}
|
||||
// 生成呼出tool对应的回复
|
||||
for (Map.Entry<String, ConfigPhysicalTool> entry : toolCodeIdMap.entrySet()) {
|
||||
String intentCode = entry.getKey();
|
||||
ConfigPhysicalTool tool = entry.getValue();
|
||||
String utter = "utter_" + intentCode;
|
||||
String answer = "---tool---" + tool.getId() ;
|
||||
responses.put(utter, CollUtil.newArrayList(JSONUtil.toJsonStr(answer)));
|
||||
ruleList.add(new RuleYmlTemplate.Rule(tool.getToolName(), intentCode, utter));
|
||||
}
|
||||
|
||||
|
||||
DomainYmlTemplate domainYmlTemplate = new DomainYmlTemplate();
|
||||
// 意图
|
||||
List<String> intentList = new ArrayList<>();
|
||||
intentList.addAll(defaultQuestionCodeAndIdMap.keySet());
|
||||
intentList.addAll(questionCodeAndIdMap.keySet());
|
||||
domainYmlTemplate.setIntents(intentList);
|
||||
// 回复
|
||||
domainYmlTemplate.setResponses(responses);
|
||||
// action
|
||||
List<String> actionList = new ArrayList<>(responses.keySet());
|
||||
domainYmlTemplate.setActions(actionList);
|
||||
// 生成yml文件
|
||||
createYmlFile(DomainYmlTemplate.class, "domain.ftl", domainYmlTemplate, "domain.yml");
|
||||
}
|
||||
|
||||
/**
|
||||
* 生成rule
|
||||
*/
|
||||
public void generateRule(List<RuleYmlTemplate.Rule> ruleList) {
|
||||
RuleYmlTemplate ruleYmlTemplate = new RuleYmlTemplate();
|
||||
ruleYmlTemplate.setRules(ruleList);
|
||||
// 生成yml文件
|
||||
createYmlFile(RuleYmlTemplate.class, "rules.ftl", ruleYmlTemplate, "rules.yml");
|
||||
}
|
||||
|
||||
private void createYmlFile(Class<?> clazz, String ftlName, Object data, String ymlName) {
|
||||
try {
|
||||
// 这个版本和maven依赖的版本一致
|
||||
Configuration configuration = new Configuration(Configuration.VERSION_2_3_31);
|
||||
configuration.setClassForTemplateLoading(clazz, "/templates"); // 模板文件的所在目录
|
||||
// 获取模板
|
||||
Template template = configuration.getTemplate(ftlName);
|
||||
// 创建输出文件
|
||||
PrintWriter out = new PrintWriter(ymlName);
|
||||
// 填充并生成输出
|
||||
template.process(data, out);
|
||||
|
||||
// 关闭资源
|
||||
out.close();
|
||||
} catch (Exception e) {
|
||||
log.error("导出模板失败", e);
|
||||
}
|
||||
|
||||
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,23 @@
|
||||
version: "3.1"
|
||||
|
||||
intents:
|
||||
<#list intents as intent>
|
||||
- ${intent}
|
||||
</#list>
|
||||
|
||||
responses:
|
||||
<#list responses?keys as response>
|
||||
${response}:
|
||||
<#list responses[response] as item>
|
||||
- text: "${item}"
|
||||
</#list>
|
||||
</#list>
|
||||
|
||||
actions:
|
||||
<#list actions as action>
|
||||
- ${action}
|
||||
</#list>
|
||||
|
||||
session_config:
|
||||
session_expiration_time: 60
|
||||
carry_over_slots_to_new_session: true
|
||||
@ -0,0 +1,10 @@
|
||||
version: "3.1"
|
||||
|
||||
nlu:
|
||||
<#list nlu as item>
|
||||
- intent: ${item.intent}
|
||||
examples: |
|
||||
<#list item.examples as example>
|
||||
- ${example}
|
||||
</#list>
|
||||
</#list>
|
||||
@ -0,0 +1,12 @@
|
||||
version: "3.1"
|
||||
|
||||
rules:
|
||||
|
||||
<#list rules as item>
|
||||
- rule: ${item.rule}
|
||||
steps:
|
||||
<#list item.steps as ss>
|
||||
- intent: ${ss.intent}
|
||||
- action: ${ss.action}
|
||||
</#list>
|
||||
</#list>
|
||||
Loading…
Reference in New Issue