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