From 5a624d468c8f4eddd89c8cf9b99eb6466fa21481 Mon Sep 17 00:00:00 2001
From: Administrator <15274802129@163.com>
Date: Wed, 06 Aug 2025 17:55:18 +0800
Subject: [PATCH] feat(ai): 增加 AI 陪练报告数据解析功能 - 新增 Report、RadarData 和 Evaluation 类用于解析报告数据 - 在 AiService 接口中添加 extractReportData 方法 - 在 AiServiceImpl 中实现报告数据的提取和解析 - 更新 ApiMemberTalkVo，增加 report 字段用于存储解析后的报告数据 - 修改前端相关的回答格式和类型
---
src/main/java/cc/mrbird/febs/ai/service/impl/AiServiceImpl.java | 144 ++++++++++++++++++++++++++++++++++++++++++-----
1 files changed, 128 insertions(+), 16 deletions(-)
diff --git a/src/main/java/cc/mrbird/febs/ai/service/impl/AiServiceImpl.java b/src/main/java/cc/mrbird/febs/ai/service/impl/AiServiceImpl.java
index 0ef2ae9..3ab9f2c 100644
--- a/src/main/java/cc/mrbird/febs/ai/service/impl/AiServiceImpl.java
+++ b/src/main/java/cc/mrbird/febs/ai/service/impl/AiServiceImpl.java
@@ -1,13 +1,15 @@
package cc.mrbird.febs.ai.service.impl;
import cc.mrbird.febs.ai.entity.AiProductRole;
+import cc.mrbird.febs.ai.req.ai.AiRequest;
import cc.mrbird.febs.ai.res.ai.AiResponse;
+import cc.mrbird.febs.ai.res.ai.Report;
import cc.mrbird.febs.ai.service.AiProductRoleService;
import cc.mrbird.febs.ai.service.AiService;
-import com.volcengine.ark.runtime.model.completion.chat.ChatCompletionChoice;
-import com.volcengine.ark.runtime.model.completion.chat.ChatCompletionRequest;
-import com.volcengine.ark.runtime.model.completion.chat.ChatMessage;
-import com.volcengine.ark.runtime.model.completion.chat.ChatMessageRole;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.volcengine.ark.runtime.model.completion.chat.*;
import com.volcengine.ark.runtime.service.ArkService;
import lombok.RequiredArgsConstructor;
import lombok.extern.slf4j.Slf4j;
@@ -22,6 +24,8 @@
import java.util.ArrayList;
import java.util.List;
import java.util.concurrent.TimeUnit;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
import java.util.stream.Collectors;
/**
@@ -37,6 +41,7 @@
private static final String CODE_ERROR = "500";
private final AiProductRoleService aiProductRoleService;
+ private final ObjectMapper objectMapper;
@Value("${ai.service.ak}")
private String ak;
@@ -90,11 +95,19 @@
return buildErrorResponse(CODE_ERROR, "角色配置不完整");
}
- return question(promptTemplate, linkId, content);
+ AiRequest aiRequest = new AiRequest();
+ aiRequest.setPromptTemplate(promptTemplate);
+ aiRequest.setLinkId(linkId);
+ aiRequest.setContent(content);
+
+ return question(aiRequest);
}
@Override
- public AiResponse question(String promptTemplate, String linkId, String content) {
+ public AiResponse question(AiRequest aiRequest) {
+ String promptTemplate = aiRequest.getPromptTemplate();
+ String linkId = aiRequest.getLinkId();
+ String content = aiRequest.getContent();
if (!StringUtils.hasText(promptTemplate) || !StringUtils.hasText(linkId) || !StringUtils.hasText(content)) {
log.warn("请求参数不完整，promptTemplate: {}, linkId: {}, content: {}", promptTemplate, linkId, content);
return buildErrorResponse(CODE_ERROR, "请求参数不完整");
@@ -106,16 +119,44 @@
messages.add(systemMessage);
messages.add(userMessage);
- ChatCompletionRequest chatCompletionRequest = ChatCompletionRequest.builder()
- .model(linkId)
- .messages(messages)
- .temperature(1.0)
- .topP(0.7)
- .maxTokens(4096)
- .frequencyPenalty(0.0)
- .build();
-
+ // 生成 JSON Schema
+ String schemaJson = "{\n" +
+ " \"radar_data\": {\n" +
+ " \"problem_understanding\": \"object\",\n" +
+ " \"fluency\": \"object\",\n" +
+ " \"principle_adherence\": \"object\",\n" +
+ " \"logicality\": \"object\",\n" +
+ " \"knowledge_mastery\": \"object\"\n" +
+ " },\n" +
+ " \"evaluation\": {\n" +
+ " \"highlight\": \"object\",\n" +
+ " \"suggestion\": \"object\",\n" +
+ " \"reference_answer\": \"object\",\n" +
+ " \"key_knowledge\": \"object\"\n" +
+ " }\n" +
+ " }";
try {
+ JsonNode schemaNode = objectMapper.readTree(schemaJson);
+ // 配置响应格式
+ ChatCompletionRequest.ChatCompletionRequestResponseFormat responseFormat = new ChatCompletionRequest.ChatCompletionRequestResponseFormat(
+ "json_schema",
+ new ResponseFormatJSONSchemaJSONSchemaParam(
+ "ai_response",
+ "json数据响应",
+ schemaNode,
+ true
+ )
+ );
+ ChatCompletionRequest chatCompletionRequest = ChatCompletionRequest.builder()
+ .model(linkId)
+ .messages(messages)
+ .stream(false)
+ .responseFormat(responseFormat)
+ .temperature(1.0)
+ .topP(0.7)
+ .maxTokens(4096)
+ .frequencyPenalty(0.0)
+ .build();
List<ChatCompletionChoice> choices = service.createChatCompletion(chatCompletionRequest).getChoices();
String result = choices.stream()
.map(choice -> choice.getMessage().getContent())
@@ -123,11 +164,73 @@
.map(Object::toString)
.collect(Collectors.joining());
- return buildSuccessResponse(result);
+ Report report = this.extractReportData(result);
+ return buildSuccessResponse(report, result);
+ } catch (JsonProcessingException e) {
+ log.error("初始化AI服务失败，JSON格式化输出初始化失败", e);
+ return buildErrorResponse(CODE_ERROR, "AI服务调用失败");
} catch (Exception e) {
log.error("调用AI服务失败，modelId: {}, content: {}", linkId, content, e);
return buildErrorResponse(CODE_ERROR, "AI服务调用失败");
}
+ }
+
+ private static final Pattern JSON_PATTERN = Pattern.compile(
+ "<\\|FunctionCallBegin\\|>(.*?)<\\|FunctionCallEnd\\|>",
+ Pattern.DOTALL
+ );
+
+ @Override
+ public Report extractReportData(String modelOutput) {
+ // 提取JSON部分
+ Matcher matcher = JSON_PATTERN.matcher(modelOutput);
+ if (!matcher.find()) {
+ log.warn("未匹配到FunctionCall内容，原始输出: {}", modelOutput);
+ return null;
+ }
+
+ String jsonContent = matcher.group(1);
+ log.debug("提取到的JSON内容: {}", jsonContent);
+
+ // 解析JSON到Report对象
+ try {
+ return objectMapper.readValue(jsonContent, Report.class);
+ } catch (JsonProcessingException e) {
+ log.error("JSON解析失败，原始内容: {}", jsonContent, e);
+ // 尝试修复截断的JSON（可选）
+ Report repairedReport = tryRepairTruncatedJson(jsonContent);
+ if (repairedReport != null) {
+ log.info("成功修复截断的JSON");
+ return repairedReport;
+ }
+ return null;
+ }
+ }
+
+ /**
+ * 尝试修复截断的JSON字符串
+ * @param truncatedJson 可能被截断的JSON字符串
+ * @return 修复后的Report对象，如果无法修复则返回null
+ */
+ private Report tryRepairTruncatedJson(String truncatedJson) {
+ // 简单的修复策略：尝试添加缺失的结束括号
+ String[] repairAttempts = {
+ truncatedJson + "\"}}}",
+ truncatedJson + "}}}",
+ truncatedJson + "}}"
+ };
+
+ for (String attempt : repairAttempts) {
+ try {
+ return objectMapper.readValue(attempt, Report.class);
+ } catch (JsonProcessingException e) {
+ log.debug("修复尝试失败: {}", attempt);
+ continue;
+ }
+ }
+
+ log.warn("无法修复截断的JSON: {}", truncatedJson);
+ return null;
}
private AiResponse buildErrorResponse(String code, String description) {
@@ -144,4 +247,13 @@
response.setResContext(result);
return response;
}
+
+ private AiResponse buildSuccessResponse(Report report, String result) {
+ AiResponse response = new AiResponse();
+ response.setCode(CODE_SUCCESS);
+ response.setDescription("成功");
+ response.setResContext(result);
+ response.setReport(report);
+ return response;
+ }
}
--
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