作者 lixiang

智能助手增加流式返回接口

... ... @@ -2,6 +2,7 @@ package org.jeecg.config.shiro;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.pool2.impl.GenericObjectPoolConfig;
import org.apache.shiro.SecurityUtils;
import org.apache.shiro.mgt.DefaultSessionStorageEvaluator;
import org.apache.shiro.mgt.DefaultSubjectDAO;
import org.apache.shiro.mgt.SecurityManager;
... ... @@ -238,7 +239,7 @@ public class ShiroConfig {
public DefaultWebSecurityManager securityManager(ShiroRealm myRealm) {
DefaultWebSecurityManager securityManager = new DefaultWebSecurityManager();
securityManager.setRealm(myRealm);
SecurityUtils.setSecurityManager(securityManager);
/*
* 关闭shiro自带的session,详情见文档
* http://shiro.apache.org/session-management.html#SessionManagement-
... ...
... ... @@ -10,6 +10,8 @@ import io.swagger.v3.oas.annotations.Operation;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.StringUtils;
import org.apache.shiro.SecurityUtils;
import org.apache.shiro.subject.Subject;
import org.apache.shiro.util.ThreadContext;
import org.jeecg.ai.handler.AIParams;
import org.jeecg.ai.handler.LLMHandler;
import org.jeecg.common.api.vo.Result;
... ... @@ -28,6 +30,12 @@ import org.springframework.stereotype.Component;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RestController;
import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
import java.io.File;
import java.io.IOException;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.*;
... ... @@ -47,6 +55,168 @@ public class ZdyRagController {
private IAiragLogService airagLogService;
// 用于异步处理的线程池
private final ExecutorService executor = Executors.newCachedThreadPool();
@Operation(summary = "sendStream")
@GetMapping("sendStream")
public SseEmitter sendStream(String questionText) throws Exception {
SseEmitter emitter = new SseEmitter(300000L);
// 创建日志对象
String modelId = "1926875898187878401";
AiragLog logRecord = new AiragLog()
.setQuestion(questionText)
.setModelId(modelId)
.setCreateTime(new Date());
executor.execute(() -> {
try {
String knowId = "1926872137990148098";
List<QuestionEmbedding> questionEmbeddings = questionEmbeddingService.similaritySearchByQuestion(questionText, 1, 0.8);
// 如果从问题库中找到匹配
if (!questionEmbeddings.isEmpty()) {
QuestionEmbedding questionEmbedding = questionEmbeddings.get(0);
Map<String, String> data = new HashMap<>();
data.put("token", questionEmbedding.getAnswer());
emitter.send(SseEmitter.event().data(new ObjectMapper().writeValueAsString(data)));
// 解析元数据
ObjectMapper objectMapper = new ObjectMapper();
Map<String, String> metadata = objectMapper.readValue(questionEmbedding.getMetadata(), Map.class);
// 准备END事件数据
Map<String, String> endData = new HashMap<>();
endData.put("event", "END");
endData.put("similarity", String.valueOf(questionEmbedding.getSimilarity()));
if (metadata != null) {
String docName = metadata.get("docName");
endData.put("fileName", docName);
String fileName = generateFilePath(questionEmbedding.getMetadata());
if (StringUtils.isNotBlank(fileName)) {
endData.put("fileBase64", FileToBase64Util.fileToBase64(uploadPath + fileName));
}
}
emitter.send(SseEmitter.event().data(objectMapper.writeValueAsString(endData)));
// 记录日志 - 从问题库匹配
logRecord.setAnswer(questionEmbedding.getAnswer())
.setAnswerType(1);
airagLogService.save(logRecord);
emitter.complete();
return;
}
// 从知识库搜索
List<Map<String, Object>> maps = embeddingHandler.searchEmbedding(knowId, questionText, 3, 0.75);
if (CollectionUtil.isEmpty(maps)) {
Map<String, String> data = new HashMap<>();
data.put("token", "该问题未记录在知识库中");
emitter.send(SseEmitter.event().data(new ObjectMapper().writeValueAsString(data)));
// 准备END事件数据
Map<String, String> endData = new HashMap<>();
endData.put("event", "END");
emitter.send(SseEmitter.event().data(new ObjectMapper().writeValueAsString(endData)));
// 记录日志 - 未命中任何知识库
logRecord.setAnswer("该问题未记录在知识库中")
.setAnswerType(3)
.setIsStorage(0);
airagLogService.save(logRecord);
emitter.complete();
return;
}
// 构建知识库内容
StringBuilder content = new StringBuilder();
for (Map<String, Object> map : maps) {
if (Double.parseDouble(map.get("score").toString()) > 0.75) {
content.append(map.get("content").toString()).append("\n");
}
}
// 获取第一个匹配的元数据用于日志和文件信息
Map<String, Object> firstMatch = maps.get(0);
String fileName = generateFileDocName(firstMatch.get("metadata").toString());
String storedFileName = generateFilePath(firstMatch.get("metadata").toString());
// 构建问题提示
String questin = "你是一个严谨的信息处理助手,请严格按照以下要求处理用户问题:" + questionText + "\n\n" +
"处理步骤和要求:\n" +
"1. 严格基于参考内容回答,禁止任何超出参考内容的推断或想象\n" +
"2. 回答结构:\n" +
" - 首先用一句话直接回答问题核心(仅限参考内容中明确包含的信息)\n" +
" - 然后列出支持该答案的具体证据(可直接引用参考内容)\n" +
"3. 禁止以下行为:\n" +
" - 添加参考内容中不存在的信息\n" +
" - 进行任何推测性陈述\n" +
" - 使用模糊或不确定的表达\n" +
" - 参考内容为空时应该拒绝回答\n" +
"参考内容(请严格限制回答范围于此):\n" + content;
List<ChatMessage> messages = new ArrayList<>();
messages.add(new UserMessage("user", questin));
StringBuilder answerBuilder = new StringBuilder();
TokenStream tokenStream = aiChatHandler.chat(modelId, messages);
tokenStream.onNext(token -> {
try {
answerBuilder.append(token);
Map<String, String> data = new HashMap<>();
data.put("token", token);
emitter.send(SseEmitter.event().data(new ObjectMapper().writeValueAsString(data)));
} catch (Exception e) {
log.error("发送token失败", e);
}
});
tokenStream.onComplete(response -> {
try {
// 准备END事件数据
Map<String, String> endData = new HashMap<>();
endData.put("event", "END");
endData.put("similarity", firstMatch.get("score").toString());
endData.put("fileName", fileName);
endData.put("fileBase64", FileToBase64Util.fileToBase64(uploadPath + storedFileName));
emitter.send(SseEmitter.event().data(new ObjectMapper().writeValueAsString(endData)));
// 记录日志 - 从知识库生成回答
logRecord.setAnswer(answerBuilder.toString())
.setAnswerType(2);
airagLogService.save(logRecord);
emitter.complete();
} catch (Exception e) {
log.error("流式响应结束时发生错误", e);
}
});
tokenStream.onError(error -> {
log.error("生成答案失败", error);
// 记录日志 - 错误情况
logRecord.setAnswer("生成答案失败: " + error.getMessage())
.setAnswerType(4);
airagLogService.save(logRecord);
emitter.completeWithError(error);
});
tokenStream.start();
} catch (Exception e) {
log.error("处理请求时发生异常", e);
// 记录日志 - 异常情况
logRecord.setAnswer("处理请求时发生异常: " + e.getMessage())
.setAnswerType(4);
airagLogService.save(logRecord);
emitter.completeWithError(e);
}
});
return emitter;
}
@Operation(summary = "send")
@GetMapping("send")
public Result<Map<String, Object>> send(String questionText) throws Exception {
... ...