package com.zy.ai.service; import com.alibaba.fastjson.JSON; import com.zy.ai.entity.ChatCompletionRequest; import com.zy.ai.entity.WcsDiagnosisRequest; import com.zy.common.utils.RedisUtil; import com.zy.core.enums.RedisKeyType; import org.springframework.web.servlet.mvc.method.annotation.SseEmitter; import lombok.RequiredArgsConstructor; import org.springframework.stereotype.Service; import java.util.ArrayList; import java.util.List; import java.util.Map; @Service @RequiredArgsConstructor public class WcsDiagnosisService { private final LlmChatService llmChatService; private final RedisUtil redisUtil; private static final long CHAT_TTL_SECONDS = 7L * 24 * 3600; /** * 针对“系统不执行任务 / 不知道哪个设备没在运行”的通用 AI 诊断 */ public String diagnose(WcsDiagnosisRequest request) { List messages = new ArrayList<>(); // 1. system:定义专家身份 + 输出结构 ChatCompletionRequest.Message system = new ChatCompletionRequest.Message(); system.setRole("system"); system.setContent( "你是一名资深 WCS(仓储控制系统)与自动化立库专家,熟悉:堆垛机、输送线、提升机、穿梭车等设备的任务分配和运行逻辑," + "也熟悉常见的系统卡死、任务不执行、设备空闲但无任务等问题模式。\n\n" + "你将收到以下几类数据:\n" + "1)任务信息(tasks):当前待执行/在执行/挂起任务\n" + "2)设备实时数据(deviceRealtimeData):每台设备当前状态、是否在线、当前任务号等\n" + "3)设备配置信息(deviceConfigs):设备是否启用、服务区域、允许的任务类型等\n" + "4)系统日志(logs):按时间顺序的日志文本\n" + "5)额外上下文(extraContext):如仓库代码、WCS 版本等\n\n" + "你的目标是:帮助现场运维人员分析,为什么系统当前不执行任务,或者任务执行效率异常,指出可能是哪些设备导致的问题。\n\n" + "请按以下结构输出诊断结果(使用简体中文):\n" + "1. 问题概述(1-3 句话,概括当前系统状态)\n" + "2. 可疑设备列表(列出 1-N 个设备编号,并说明每个设备为什么可疑,例如:配置禁用/长时间空闲/状态异常/任务分配不到它等)\n" + "3. 可能原因(从任务分配、设备状态、配置错误、接口/通信异常等角度,列出 3-7 条)\n" + "4. 建议排查步骤(步骤 1、2、3...,每步要尽量具体、可操作,例如:在某页面查看某字段、检查某个开关、对比某个状态位等)\n" + "5. 风险评估(说明当前问题对业务影响程度:高/中/低,以及是否需要立即人工干预)\n" + "6. WCS 逻辑优化建议(如果从日志/数据看出可能的系统逻辑缺陷,请给出简要建议,例如增加某个防呆校验、告警、监控等)\n" ); messages.add(system); ChatCompletionRequest.Message user = new ChatCompletionRequest.Message(); user.setRole("user"); user.setContent(buildDiagnosisUserContent(request)); messages.add(user); // 调用大模型 return llmChatService.chat(messages, 0.2, 2048); } public void diagnoseStream(WcsDiagnosisRequest request, SseEmitter emitter) { List messages = new ArrayList<>(); ChatCompletionRequest.Message system = new ChatCompletionRequest.Message(); system.setRole("system"); system.setContent( "你是一名资深 WCS(仓储控制系统)与自动化立库专家,熟悉:堆垛机、输送线、提升机、穿梭车等设备的任务分配和运行逻辑,也熟悉常见的系统卡死、任务不执行、设备空闲但无任务等问题模式。\n\n" + "你将收到以下几类数据:\n" + "1)任务信息(tasks):当前待执行/在执行/挂起任务\n" + "2)设备实时数据(deviceRealtimeData):每台设备当前状态、是否在线、当前任务号等\n" + "3)设备配置信息(deviceConfigs):设备是否启用、服务区域、允许的任务类型等\n" + "4)系统日志(logs):按时间顺序的日志文本\n" + "5)额外上下文(extraContext):如仓库代码、WCS 版本等\n\n" + "你的目标是:帮助现场运维人员分析,为什么系统当前不执行任务,或者任务执行效率异常,指出可能是哪些设备导致的问题。\n\n" + "请按以下结构输出诊断结果(使用简体中文):\n" + "1. 问题概述(1-3 句话,概括当前系统状态)\n" + "2. 可疑设备列表(列出 1-N 个设备编号,并说明每个设备为什么可疑,例如:配置禁用/长时间空闲/状态异常/任务分配不到它等)\n" + "3. 可能原因(从任务分配、设备状态、配置错误、接口/通信异常等角度,列出 3-7 条)\n" + "4. 建议排查步骤(步骤 1、2、3...,每步要尽量具体、可操作,例如:在某页面查看某字段、检查某个开关、对比某个状态位等)\n" + "5. 风险评估(说明当前问题对业务影响程度:高/中/低,以及是否需要立即人工干预)\n" + "6. WCS 逻辑优化建议(如果从日志/数据看出可能的系统逻辑缺陷,请给出简要建议,例如增加某个防呆校验、告警、监控等)\n" ); messages.add(system); ChatCompletionRequest.Message user = new ChatCompletionRequest.Message(); user.setRole("user"); user.setContent(buildDiagnosisUserContent(request)); messages.add(user); llmChatService.chatStream(messages, 0.2, 2048, s -> { try { // SSE 协议不允许原样携带换行,先转为 \n 传输,前端再还原 String safe = s == null ? "" : s.replace("\r", "").replace("\n", "\\n"); if (!safe.isEmpty()) { emitter.send(SseEmitter.event().data(safe)); } } catch (Exception ignore) {} }, () -> { try { emitter.complete(); } catch (Exception ignore) {} }, e -> { try { emitter.completeWithError(e); } catch (Exception ignore) {} }); } public void askStream(WcsDiagnosisRequest request, String prompt, String chatId, boolean reset, SseEmitter emitter) { List base = new ArrayList<>(); ChatCompletionRequest.Message system = new ChatCompletionRequest.Message(); system.setRole("system"); system.setContent( "你是一名资深 WCS(仓储控制系统)与自动化立库专家,熟悉:堆垛机、输送线、提升机、穿梭车等设备的任务分配和运行逻辑,也熟悉常见的系统卡死、任务不执行、设备空闲但无任务等问题模式。\n\n" + "在回答用户问题时,需要结合下面给出的系统当前上下文信息(任务、设备实时状态、设备配置、系统日志等),以简洁、明确的中文作答,并在需要时给出可执行的排查建议。" ); base.add(system); List history = null; String historyKey = null; String metaKey = null; if (chatId != null && !chatId.isEmpty()) { historyKey = RedisKeyType.AI_CHAT_HISTORY.key + chatId; metaKey = RedisKeyType.AI_CHAT_META.key + chatId; if (reset) { redisUtil.del(historyKey, metaKey); } List stored = redisUtil.lGet(historyKey, 0, -1); if (stored != null && !stored.isEmpty()) { history = new ArrayList<>(stored.size()); for (Object o : stored) { ChatCompletionRequest.Message m = convertToMessage(o); if (m != null) history.add(m); } if (!history.isEmpty()) base.addAll(history); } else { history = new ArrayList<>(); } } ChatCompletionRequest.Message contextMsg = new ChatCompletionRequest.Message(); contextMsg.setRole("user"); contextMsg.setContent(buildAskUserContent(request)); base.add(contextMsg); ChatCompletionRequest.Message questionMsg = new ChatCompletionRequest.Message(); questionMsg.setRole("user"); questionMsg.setContent("【用户提问】\n" + (prompt == null ? "" : prompt)); base.add(questionMsg); StringBuilder assistantBuffer = new StringBuilder(); final String finalChatId = chatId; final String finalHistoryKey = historyKey; final String finalMetaKey = metaKey; final String finalPrompt = prompt; llmChatService.chatStream(base, 0.2, 2048, s -> { try { String safe = s == null ? "" : s.replace("\r", "").replace("\n", "\\n"); if (!safe.isEmpty()) { emitter.send(SseEmitter.event().data(safe)); assistantBuffer.append(s); } } catch (Exception ignore) {} }, () -> { try { if (finalChatId != null && !finalChatId.isEmpty()) { ChatCompletionRequest.Message q = new ChatCompletionRequest.Message(); q.setRole("user"); q.setContent(finalPrompt == null ? "" : finalPrompt); ChatCompletionRequest.Message a = new ChatCompletionRequest.Message(); a.setRole("assistant"); a.setContent(assistantBuffer.toString()); redisUtil.lSet(finalHistoryKey, q); redisUtil.lSet(finalHistoryKey, a); redisUtil.expire(finalHistoryKey, CHAT_TTL_SECONDS); Map old = redisUtil.hmget(finalMetaKey); 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 meta = new java.util.HashMap<>(); meta.put("chatId", finalChatId); meta.put("title", buildTitleFromPrompt(finalPrompt)); meta.put("createdAt", createdAt); meta.put("updatedAt", System.currentTimeMillis()); redisUtil.hmset(finalMetaKey, meta, CHAT_TTL_SECONDS); } emitter.complete(); } catch (Exception ignore) {} }, e -> { try { emitter.completeWithError(e); } catch (Exception ignore) {} }); } public List> listChats() { java.util.Set keys = redisUtil.scanKeys(RedisKeyType.AI_CHAT_META.key, 1000); List> resp = new ArrayList<>(); if (keys != null) { for (String key : keys) { Map m = redisUtil.hmget(key); if (m != null && !m.isEmpty()) { java.util.HashMap item = new java.util.HashMap<>(); for (Map.Entry e : m.entrySet()) { item.put(String.valueOf(e.getKey()), e.getValue()); } String chatId = String.valueOf(item.get("chatId")); String historyKey = RedisKeyType.AI_CHAT_HISTORY.key + chatId; item.put("size", redisUtil.lGetListSize(historyKey)); resp.add(item); } } } return resp; } public boolean deleteChat(String chatId) { if (chatId == null || chatId.isEmpty()) return false; String historyKey = RedisKeyType.AI_CHAT_HISTORY.key + chatId; String metaKey = RedisKeyType.AI_CHAT_META.key + chatId; redisUtil.del(historyKey, metaKey); return true; } public List getChatHistory(String chatId) { if (chatId == null || chatId.isEmpty()) return java.util.Collections.emptyList(); String historyKey = RedisKeyType.AI_CHAT_HISTORY.key + chatId; List stored = redisUtil.lGet(historyKey, 0, -1); List result = new ArrayList<>(); if (stored != null) { for (Object o : stored) { ChatCompletionRequest.Message m = convertToMessage(o); if (m != null) result.add(m); } } return result; } private ChatCompletionRequest.Message convertToMessage(Object o) { if (o instanceof ChatCompletionRequest.Message) { return (ChatCompletionRequest.Message) o; } if (o instanceof Map) { Map map = (Map) o; ChatCompletionRequest.Message m = new ChatCompletionRequest.Message(); Object role = map.get("role"); Object content = map.get("content"); m.setRole(role == null ? null : String.valueOf(role)); m.setContent(content == null ? null : String.valueOf(content)); return m; } return null; } private String buildTitleFromPrompt(String prompt) { if (prompt == null || prompt.isEmpty()) return "未命名会话"; String p = prompt.replaceAll("\n", " ").trim(); return p.length() > 20 ? p.substring(0, 20) : p; } private String buildDiagnosisUserContent(WcsDiagnosisRequest request) { StringBuilder sb = new StringBuilder(); if (request.getAlarmMessage() != null && !request.getAlarmMessage().isEmpty()) { sb.append("【问题描述】\n"); sb.append(request.getAlarmMessage()).append("\n\n"); } sb.append("【设备信息】\n"); sb.append("关注设备(如果有指定): ") .append(request.getCraneNo() != null ? request.getCraneNo() : "未指定,需整体分析") .append("\n\n"); Object pseudo = redisUtil.get(com.zy.core.enums.RedisKeyType.MAIN_PROCESS_PSEUDOCODE.key); if (pseudo != null) { sb.append("【主流程伪代码 mainProcessPseudo】\n"); sb.append(String.valueOf(pseudo)).append("\n\n"); } if (request.getExtraContext() != null && !request.getExtraContext().isEmpty()) { sb.append("【额外上下文 extraContext】\n"); sb.append(JSON.toJSONString(request.getExtraContext(), true)).append("\n\n"); } if (request.getTasks() != null && !request.getTasks().isEmpty()) { sb.append("【任务信息 tasks】\n"); sb.append("下面是当前相关任务列表的 JSON 数据:\n"); sb.append(JSON.toJSONString(request.getTasks(), true)).append("\n\n"); } else { sb.append("【任务信息 tasks】\n"); sb.append("当前未提供任务信息。\n\n"); } if (request.getDeviceRealtimeData() != null && !request.getDeviceRealtimeData().isEmpty()) { sb.append("【设备实时数据 deviceRealtimeData】\n"); sb.append("下面是各设备当前实时状态的 JSON 数据:\n"); sb.append(JSON.toJSONString(request.getDeviceRealtimeData(), true)).append("\n\n"); } else { sb.append("【设备实时数据 deviceRealtimeData】\n"); sb.append("当前未提供设备实时数据。\n\n"); } if (request.getDeviceConfigs() != null && !request.getDeviceConfigs().isEmpty()) { sb.append("【设备配置信息 deviceConfigs】\n"); sb.append("下面是各设备配置的 JSON 数据:\n"); sb.append(JSON.toJSONString(request.getDeviceConfigs(), true)).append("\n\n"); } else { sb.append("【设备配置信息 deviceConfigs】\n"); sb.append("当前未提供设备配置信息。\n\n"); } sb.append("【系统日志 logs(按时间顺序)】\n"); if (request.getLogs() != null && !request.getLogs().isEmpty()) { for (String logLine : request.getLogs()) { sb.append(logLine).append("\n"); } } else { sb.append("当前未提供日志信息。\n"); } sb.append("\n请根据以上所有信息,结合你的经验进行分析诊断。"); return sb.toString(); } private String buildAskUserContent(WcsDiagnosisRequest request) { StringBuilder sb = new StringBuilder(); if (request.getExtraContext() != null && !request.getExtraContext().isEmpty()) { sb.append("【额外上下文 extraContext】\n"); sb.append(JSON.toJSONString(request.getExtraContext(), true)).append("\n\n"); } if (request.getTasks() != null && !request.getTasks().isEmpty()) { sb.append("【任务信息 tasks】\n"); sb.append("下面是当前相关任务列表的 JSON 数据:\n"); sb.append(JSON.toJSONString(request.getTasks(), true)).append("\n\n"); } if (request.getDeviceRealtimeData() != null && !request.getDeviceRealtimeData().isEmpty()) { sb.append("【设备实时数据 deviceRealtimeData】\n"); sb.append("下面是各设备当前实时状态的 JSON 数据:\n"); sb.append(JSON.toJSONString(request.getDeviceRealtimeData(), true)).append("\n\n"); } if (request.getDeviceConfigs() != null && !request.getDeviceConfigs().isEmpty()) { sb.append("【设备配置信息 deviceConfigs】\n"); sb.append("下面是各设备配置的 JSON 数据:\n"); sb.append(JSON.toJSONString(request.getDeviceConfigs(), true)).append("\n\n"); } sb.append("【系统日志 logs(按时间顺序)】\n"); if (request.getLogs() != null && !request.getLogs().isEmpty()) { for (String logLine : request.getLogs()) { sb.append(logLine).append("\n"); } } return sb.toString(); } }