From 4898d942bd6e3c1119493cf0314b15f2bd54daf3 Mon Sep 17 00:00:00 2001
From: Junjie <fallin.jie@qq.com>
Date: 星期六, 03 一月 2026 22:06:22 +0800
Subject: [PATCH] #mcp
---
src/main/java/com/zy/ai/service/WcsDiagnosisService.java | 395 ++++++++++++++++++++++++++++++++++++++++++++++++++-----
1 files changed, 354 insertions(+), 41 deletions(-)
diff --git a/src/main/java/com/zy/ai/service/WcsDiagnosisService.java b/src/main/java/com/zy/ai/service/WcsDiagnosisService.java
index 1272f6a..189e57d 100644
--- a/src/main/java/com/zy/ai/service/WcsDiagnosisService.java
+++ b/src/main/java/com/zy/ai/service/WcsDiagnosisService.java
@@ -1,15 +1,20 @@
package com.zy.ai.service;
import com.alibaba.fastjson.JSON;
+import com.alibaba.fastjson.JSONObject;
import com.zy.ai.entity.ChatCompletionRequest;
+import com.zy.ai.entity.ChatCompletionResponse;
import com.zy.ai.entity.WcsDiagnosisRequest;
+import com.zy.ai.mcp.controller.McpController;
import com.zy.ai.utils.AiPromptUtils;
import com.zy.ai.utils.AiUtils;
import com.zy.common.utils.RedisUtil;
import com.zy.core.enums.RedisKeyType;
import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Value;
import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
import org.springframework.stereotype.Service;
import java.util.ArrayList;
@@ -18,10 +23,13 @@
@Service
@RequiredArgsConstructor
+@Slf4j
public class WcsDiagnosisService {
private static final long CHAT_TTL_SECONDS = 7L * 24 * 3600;
+ @Value("${llm.platform}")
+ private String platform;
@Autowired
private LlmChatService llmChatService;
@Autowired
@@ -30,31 +38,27 @@
private AiPromptUtils aiPromptUtils;
@Autowired
private AiUtils aiUtils;
-
- /**
- * 閽堝鈥滅郴缁熶笉鎵ц浠诲姟 / 涓嶇煡閬撳摢涓澶囨病鍦ㄨ繍琛屸�濈殑閫氱敤 AI 璇婃柇
- */
- public String diagnose(WcsDiagnosisRequest request) {
- List<ChatCompletionRequest.Message> messages = new ArrayList<>();
-
- // 1. system锛氬畾涔変笓瀹惰韩浠� + 杈撳嚭缁撴瀯
- ChatCompletionRequest.Message system = new ChatCompletionRequest.Message();
- system.setRole("system");
- system.setContent(aiPromptUtils.getAiDiagnosePrompt());
- messages.add(system);
-
- ChatCompletionRequest.Message user = new ChatCompletionRequest.Message();
- user.setRole("user");
- user.setContent(aiUtils.buildDiagnosisUserContent(request));
- messages.add(user);
-
- // 璋冪敤澶фā鍨�
- return llmChatService.chat(messages, 0.2, 2048);
- }
+ @Autowired(required = false)
+ private McpController mcpController;
+ @Autowired
+ private PythonService pythonService;
public void diagnoseStream(WcsDiagnosisRequest request, SseEmitter emitter) {
List<ChatCompletionRequest.Message> messages = new ArrayList<>();
+ ChatCompletionRequest.Message mcpSystem = new ChatCompletionRequest.Message();
+ mcpSystem.setRole("system");
+ mcpSystem.setContent(aiPromptUtils.getAiDiagnosePromptMcp());
+
+ ChatCompletionRequest.Message mcpUser = new ChatCompletionRequest.Message();
+ mcpUser.setRole("user");
+ mcpUser.setContent(aiUtils.buildDiagnosisUserContentMcp(request));
+
+ if (runMcpStreamingDiagnosis(messages, mcpSystem, mcpUser, 0.3, 2048, emitter, null)) {
+ return;
+ }
+
+ messages = new ArrayList<>();
ChatCompletionRequest.Message system = new ChatCompletionRequest.Message();
system.setRole("system");
system.setContent(aiPromptUtils.getAiDiagnosePrompt());
@@ -65,7 +69,7 @@
user.setContent(aiUtils.buildDiagnosisUserContent(request));
messages.add(user);
- llmChatService.chatStream(messages, 0.2, 2048, s -> {
+ llmChatService.chatStream(messages, 0.3, 2048, s -> {
try {
String safe = s == null ? "" : s.replace("\r", "").replace("\n", "\\n");
if (!safe.isEmpty()) {
@@ -73,9 +77,16 @@
}
} catch (Exception ignore) {}
}, () -> {
- try { emitter.complete(); } catch (Exception ignore) {}
+ try {
+ log.info("AI diagnose stream stopped: normal end");
+ emitter.complete();
+ } catch (Exception ignore) {}
}, e -> {
- try { emitter.completeWithError(e); } catch (Exception ignore) {}
+ try {
+ try { emitter.send(SseEmitter.event().data("銆怉I銆戣繍琛屽凡鍋滄锛堝紓甯革級")); } catch (Exception ignore) {}
+ log.error("AI diagnose stream stopped: error", e);
+ emitter.completeWithError(e);
+ } catch (Exception ignore) {}
});
}
@@ -84,12 +95,12 @@
String chatId,
boolean reset,
SseEmitter emitter) {
- List<ChatCompletionRequest.Message> base = new ArrayList<>();
+ if (platform.equals("python")) {
+ pythonService.runPython(prompt, chatId, emitter);
+ return;
+ }
- ChatCompletionRequest.Message system = new ChatCompletionRequest.Message();
- system.setRole("system");
- system.setContent(aiPromptUtils.getWcsSensorPrompt());
- base.add(system);
+ List<ChatCompletionRequest.Message> messages = new ArrayList<>();
List<ChatCompletionRequest.Message> history = null;
String historyKey = null;
@@ -107,21 +118,11 @@
ChatCompletionRequest.Message m = convertToMessage(o);
if (m != null) history.add(m);
}
- if (!history.isEmpty()) base.addAll(history);
+ if (!history.isEmpty()) messages.addAll(history);
} else {
history = new ArrayList<>();
}
}
-
- ChatCompletionRequest.Message contextMsg = new ChatCompletionRequest.Message();
- contextMsg.setRole("user");
- contextMsg.setContent(aiUtils.buildAskUserContent(request));
- base.add(contextMsg);
-
- ChatCompletionRequest.Message questionMsg = new ChatCompletionRequest.Message();
- questionMsg.setRole("user");
- questionMsg.setContent("銆愮敤鎴锋彁闂�慭n" + (prompt == null ? "" : prompt));
- base.add(questionMsg);
StringBuilder assistantBuffer = new StringBuilder();
final String finalChatId = chatId;
@@ -129,7 +130,30 @@
final String finalMetaKey = metaKey;
final String finalPrompt = prompt;
- llmChatService.chatStream(base, 0.2, 2048, s -> {
+ ChatCompletionRequest.Message mcpSystem = new ChatCompletionRequest.Message();
+ mcpSystem.setRole("system");
+ mcpSystem.setContent(aiPromptUtils.getWcsSensorPromptMcp());
+
+ ChatCompletionRequest.Message mcpUser = new ChatCompletionRequest.Message();
+ mcpUser.setRole("user");
+ mcpUser.setContent("銆愮敤鎴锋彁闂�慭n" + (prompt == null ? "" : prompt));
+
+ if (runMcpStreamingDiagnosis(messages, mcpSystem, mcpUser, 0.3, 2048, emitter, finalChatId)) {
+ return;
+ }
+
+ messages = new ArrayList<>();
+ ChatCompletionRequest.Message system = new ChatCompletionRequest.Message();
+ system.setRole("system");
+ system.setContent(aiPromptUtils.getWcsSensorPrompt());
+ messages.add(system);
+
+ ChatCompletionRequest.Message questionMsg = new ChatCompletionRequest.Message();
+ questionMsg.setRole("user");
+ questionMsg.setContent("銆愮敤鎴锋彁闂�慭n" + (prompt == null ? "" : prompt));
+ messages.add(questionMsg);
+
+ llmChatService.chatStream(messages, 0.3, 2048, s -> {
try {
String safe = s == null ? "" : s.replace("\r", "").replace("\n", "\\n");
if (!safe.isEmpty()) {
@@ -231,5 +255,294 @@
String p = prompt.replaceAll("\n", " ").trim();
return p.length() > 20 ? p.substring(0, 20) : p;
}
+
+ private boolean runMcpStreamingDiagnosis(List<ChatCompletionRequest.Message> baseMessages,
+ ChatCompletionRequest.Message systemPrompt,
+ ChatCompletionRequest.Message userQuestion,
+ Double temperature,
+ Integer maxTokens,
+ SseEmitter emitter,
+ String chatId) {
+ try {
+ if (mcpController == null) return false;
+ List<Object> tools = buildOpenAiTools();
+ if (tools.isEmpty()) return false;
+ baseMessages.add(systemPrompt);
+ baseMessages.add(userQuestion);
+
+ List<ChatCompletionRequest.Message> messages = new ArrayList<>(baseMessages.size() + 8);
+ messages.addAll(baseMessages);
+
+ sse(emitter, "<think>\\n姝ｅ湪鍒濆鍖栬瘖鏂笌宸ュ叿鐜...\\n");
+
+ int maxRound = 10;
+ int i = 0;
+ while(true) {
+ sse(emitter, "\\n姝ｅ湪鍒嗘瀽锛堢" + (i + 1) + "杞級...\\n");
+ ChatCompletionResponse resp = llmChatService.chatCompletion(messages, temperature, maxTokens, tools);
+ if (resp == null || resp.getChoices() == null || resp.getChoices().isEmpty() || resp.getChoices().get(0).getMessage() == null) {
+ sse(emitter, "\\n鍒嗘瀽鍑洪敊锛屾鍦ㄥ洖閫�...\\n");
+ return false;
+ }
+
+ ChatCompletionRequest.Message assistant = resp.getChoices().get(0).getMessage();
+ messages.add(assistant);
+ sse(emitter, assistant.getContent());
+
+ List<ChatCompletionRequest.ToolCall> toolCalls = assistant.getTool_calls();
+ if (toolCalls == null || toolCalls.isEmpty()) {
+ break;
+ }
+
+ for (ChatCompletionRequest.ToolCall tc : toolCalls) {
+ String toolName = tc != null && tc.getFunction() != null ? tc.getFunction().getName() : null;
+ if (toolName == null || toolName.trim().isEmpty()) continue;
+ sse(emitter, "\\n鍑嗗璋冪敤宸ュ叿锛�" + toolName + "\\n");
+ JSONObject args = new JSONObject();
+ if (tc.getFunction() != null && tc.getFunction().getArguments() != null && !tc.getFunction().getArguments().trim().isEmpty()) {
+ try {
+ args = JSON.parseObject(tc.getFunction().getArguments());
+ } catch (Exception ignore) {
+ args = new JSONObject();
+ args.put("_raw", tc.getFunction().getArguments());
+ }
+ }
+ Object output;
+ try {
+ output = mcpController.callTool(toolName, args);
+ } catch (Exception e) {
+ java.util.LinkedHashMap<String, Object> err = new java.util.LinkedHashMap<String, Object>();
+ err.put("tool", toolName);
+ err.put("error", e.getMessage());
+ output = err;
+ }
+ sse(emitter, "\\n宸ュ叿杩斿洖锛屾鍦ㄧ户缁帹鐞�...\\n");
+ ChatCompletionRequest.Message toolMsg = new ChatCompletionRequest.Message();
+ toolMsg.setRole("tool");
+ toolMsg.setTool_call_id(tc == null ? null : tc.getId());
+ toolMsg.setContent(JSON.toJSONString(output));
+ messages.add(toolMsg);
+ }
+
+ if(i++ >= maxRound) break;
+ }
+
+ sse(emitter, "\\n姝ｅ湪鏍规嵁鏁版嵁杩涜鍒嗘瀽...\\n</think>\\n\\n");
+
+ ChatCompletionRequest.Message diagnosisMessage = new ChatCompletionRequest.Message();
+ diagnosisMessage.setRole("system");
+ diagnosisMessage.setContent("鏍规嵁浠ヤ笂淇℃伅杩涜鍒嗘瀽锛屽苟缁欏嚭瀹屾暣鐨勮瘖鏂粨璁恒��");
+ messages.add(diagnosisMessage);
+
+ StringBuilder assistantBuffer = new StringBuilder();
+ llmChatService.chatStreamWithTools(messages, temperature, maxTokens, tools, s -> {
+ try {
+ String safe = s == null ? "" : s.replace("\r", "").replace("\n", "\\n");
+ if (!safe.isEmpty()) {
+ sse(emitter, safe);
+ assistantBuffer.append(safe);
+ }
+ } catch (Exception ignore) {}
+ }, () -> {
+ try {
+ sse(emitter, "\\n\\n銆怉I銆戣繍琛屽凡鍋滄锛堟甯哥粨鏉燂級\\n\\n");
+ log.info("AI MCP diagnose stopped: final end");
+ emitter.complete();
+
+ if (chatId != null) {
+ String historyKey = RedisKeyType.AI_CHAT_HISTORY.key + chatId;
+ String metaKey = RedisKeyType.AI_CHAT_META.key + chatId;
+
+ ChatCompletionRequest.Message a = new ChatCompletionRequest.Message();
+ a.setRole("assistant");
+ a.setContent(assistantBuffer.toString());
+ redisUtil.lSet(historyKey, userQuestion);
+ redisUtil.lSet(historyKey, a);
+ redisUtil.expire(historyKey, CHAT_TTL_SECONDS);
+ Map<Object, Object> old = redisUtil.hmget(metaKey);
+ Long createdAt = old != null && old.get("createdAt") != null ?
+ (old.get("createdAt") instanceof Number ? ((Number) old.get("createdAt")).longValue() : Long.valueOf(String.valueOf(old.get("createdAt"))))
+ : System.currentTimeMillis();
+ Map<String, Object> meta = new java.util.HashMap<>();
+ meta.put("chatId", chatId);
+ meta.put("title", buildTitleFromPrompt(userQuestion.getContent()));
+ meta.put("createdAt", createdAt);
+ meta.put("updatedAt", System.currentTimeMillis());
+ redisUtil.hmset(metaKey, meta, CHAT_TTL_SECONDS);
+ }
+ } catch (Exception ignore) {}
+ }, e -> {
+ sse(emitter, "\\n\\n銆怉I銆戝垎鏋愬嚭閿欙紝姝ｅ湪鍥為��...\\n\\n");
+ });
+ return true;
+ } catch (Exception e) {
+ try {
+ sse(emitter, "\\n\\n銆怉I銆戣繍琛屽凡鍋滄锛堝紓甯革級\\n\\n");
+ log.error("AI MCP diagnose stopped: error", e);
+ emitter.completeWithError(e);
+ } catch (Exception ignore) {}
+ return true;
+ }
+ }
+
+ private void sse(SseEmitter emitter, String data) {
+ if (data == null) return;
+ try {
+ emitter.send(SseEmitter.event().data(data));
+ } catch (Exception e) {
+ log.warn("SSE send failed", e);
+ }
+ }
+
+ private List<Object> buildOpenAiTools() {
+ if (mcpController == null) return java.util.Collections.emptyList();
+ List<Map<String, Object>> mcpTools = mcpController.listTools();
+ if (mcpTools == null || mcpTools.isEmpty()) return java.util.Collections.emptyList();
+
+ List<Object> tools = new ArrayList<>();
+ for (Map<String, Object> t : mcpTools) {
+ if (t == null) continue;
+ Object name = t.get("name");
+ if (name == null) continue;
+ Object inputSchema = t.get("inputSchema");
+ java.util.LinkedHashMap<String, Object> function = new java.util.LinkedHashMap<String, Object>();
+ function.put("name", String.valueOf(name));
+ Object desc = t.get("description");
+ if (desc != null) function.put("description", String.valueOf(desc));
+ function.put("parameters", inputSchema == null ? new java.util.LinkedHashMap<String, Object>() : inputSchema);
+
+ java.util.LinkedHashMap<String, Object> tool = new java.util.LinkedHashMap<String, Object>();
+ tool.put("type", "function");
+ tool.put("function", function);
+ tools.add(tool);
+ }
+ return tools;
+ }
+
+ private void sendLargeText(SseEmitter emitter, String text) {
+ if (text == null) return;
+ String safe = text.replace("\r", "").replace("\n", "\\n");
+ int chunkSize = 256;
+ int i = 0;
+ while (i < safe.length()) {
+ int end = Math.min(i + chunkSize, safe.length());
+ String part = safe.substring(i, end);
+ if (!part.isEmpty()) {
+ try { emitter.send(SseEmitter.event().data(part)); } catch (Exception ignore) {}
+ }
+ i = end;
+ }
+ }
+
+ private static final java.util.regex.Pattern DSML_INVOKE_PATTERN =
+ java.util.regex.Pattern.compile("<\\uFF5CDSML\\uFF5Cinvoke\\s+name=\\\"([^\\\"]+)\\\"[^>]*>([\\s\\S]*?)</\\uFF5CDSML\\uFF5Cinvoke>", java.util.regex.Pattern.MULTILINE);
+ private static final java.util.regex.Pattern JSON_OBJECT_PATTERN =
+ java.util.regex.Pattern.compile("\\{[\\s\\S]*\\}");
+ private static final java.util.regex.Pattern DSML_PARAM_PATTERN =
+ java.util.regex.Pattern.compile("<\\uFF5CDSML\\uFF5Cparameter\\s+name=\\\"([^\\\"]+)\\\"\\s*([^>]*)>([\\s\\S]*?)</\\uFF5CDSML\\uFF5Cparameter>", java.util.regex.Pattern.MULTILINE);
+
+ private java.util.List<DsmlInvocation> parseDsmlInvocations(String content) {
+ java.util.List<DsmlInvocation> list = new java.util.ArrayList<>();
+ if (content == null || content.isEmpty()) return list;
+ java.util.regex.Matcher m = DSML_INVOKE_PATTERN.matcher(content);
+ while (m.find()) {
+ String name = m.group(1);
+ String inner = m.group(2);
+ com.alibaba.fastjson.JSONObject args = null;
+ if (inner != null) {
+ java.util.regex.Matcher jm = JSON_OBJECT_PATTERN.matcher(inner);
+ if (jm.find()) {
+ String json = jm.group();
+ try { args = com.alibaba.fastjson.JSON.parseObject(json); } catch (Exception ignore) {}
+ }
+ java.util.regex.Matcher pm = DSML_PARAM_PATTERN.matcher(inner);
+ while (pm.find()) {
+ if (args == null) args = new com.alibaba.fastjson.JSONObject();
+ String pName = pm.group(1);
+ String attr = pm.group(2);
+ String valText = pm.group(3);
+ boolean isString = attr != null && attr.toLowerCase().contains("string=\"true\"");
+ String t = valText == null ? "" : valText.trim();
+ if (isString) {
+ args.put(pName, t);
+ } else {
+ if ("true".equalsIgnoreCase(t) || "false".equalsIgnoreCase(t)) {
+ args.put(pName, Boolean.valueOf(t));
+ } else {
+ try {
+ if (t.contains(".")) {
+ args.put(pName, Double.valueOf(t));
+ } else {
+ args.put(pName, Long.valueOf(t));
+ }
+ } catch (Exception ex) {
+ args.put(pName, t);
+ }
+ }
+ }
+ }
+ }
+ DsmlInvocation inv = new DsmlInvocation();
+ inv.name = name;
+ inv.arguments = args;
+ list.add(inv);
+ }
+ return list;
+ }
+
+ private static class DsmlInvocation {
+ String name;
+ com.alibaba.fastjson.JSONObject arguments;
+ }
+
+ private List<DsmlInvocation> buildDefaultStatusInvocations() {
+ List<DsmlInvocation> list = new ArrayList<>();
+ DsmlInvocation crn = new DsmlInvocation();
+ crn.name = "device.get_crn_status";
+ com.alibaba.fastjson.JSONObject a1 = new com.alibaba.fastjson.JSONObject();
+ a1.put("limit", 20);
+ crn.arguments = a1;
+ list.add(crn);
+
+ DsmlInvocation st = new DsmlInvocation();
+ st.name = "device.get_station_status";
+ com.alibaba.fastjson.JSONObject a2 = new com.alibaba.fastjson.JSONObject();
+ a2.put("limit", 20);
+ st.arguments = a2;
+ list.add(st);
+
+ DsmlInvocation rgv = new DsmlInvocation();
+ rgv.name = "device.get_rgv_status";
+ com.alibaba.fastjson.JSONObject a3 = new com.alibaba.fastjson.JSONObject();
+ a3.put("limit", 20);
+ rgv.arguments = a3;
+ list.add(rgv);
+
+ return list;
+ }
+
+ private void ensureStatusCoverage(List<DsmlInvocation> invs) {
+ if (invs == null) return;
+ java.util.Set<String> names = new java.util.HashSet<String>();
+ for (DsmlInvocation d : invs) {
+ if (d != null && d.name != null) names.add(d.name);
+ }
+ if (!names.contains("device.get_crn_status") || !names.contains("device.get_station_status") || !names.contains("device.get_rgv_status")) {
+ List<DsmlInvocation> defaults = buildDefaultStatusInvocations();
+ for (DsmlInvocation d : defaults) {
+ if (!names.contains(d.name)) invs.add(d);
+ }
+ }
+ }
+
+ private boolean isConclusionText(String content) {
+ if (content == null) return false;
+ String c = content;
+ int len = c.length();
+ boolean longEnough = len >= 200;
+ boolean hasAllSections = c.contains("闂姒傝堪") && c.contains("鍙枒璁惧鍒楄〃") && c.contains("鍙兘鍘熷洜") && c.contains("寤鸿鎺掓煡姝ラ") && c.contains("椋庨櫓璇勪及");
+ boolean hasExplicitConclusion = (c.contains("缁撹") || c.contains("璇婃柇缁撴灉")) && longEnough;
+ return hasAllSections || hasExplicitConclusion;
+ }
}
--
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