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AIRegulations-Architecture/02_详细技术架构图.html

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<title>AI+合规智能中枢 — 详细技术架构图</title>
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</head>
<body>
<div class="page">
<div class="header">
<h1>AI+合规智能中枢 — 详细技术架构图</h1>
<div class="sub">面向车企与工厂 | 全链路合规智能平台 | Detailed Architecture</div>
</div>
<div class="layout">
<!-- ════════════════════ 主区域 ════════════════════ -->
<div class="main">
<!-- 用户行 -->
<div class="user-row">
<div class="user-card"><div class="name">车企研发/法务</div><div class="role">Web门户 + API调用</div></div>
<div class="user-card"><div class="name">工厂EHS工程师</div><div class="role">移动端 + Bot通知</div></div>
<div class="user-card"><div class="name">采购/供应链</div><div class="role">PLM/ERP集成</div></div>
<div class="user-card"><div class="name">管理层/审计</div><div class="role">Dashboard + 报表</div></div>
<div class="user-card"><div class="name">外部供应商</div><div class="role">合规声明上传</div></div>
</div>
<div class="arrows"><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div></div>
<!-- API网关 -->
<div class="gw-bar">
<div class="title">API Gateway / nginx / Traefik</div>
<div class="items">TLS终止 | 限流熔断 | 路由分发 | 负载均衡 | JWT校验 | 请求日志</div>
</div>
<div class="arrows"><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div></div>
<!-- 六大核心服务 -->
<div class="services-grid" style="grid-template-columns:repeat(6,1fr);">
<!-- kbmp-service -->
<div class="box c-teal">
<div class="box-header">kbmp-service <span class="en">知识库公开接口</span></div>
<div class="box-body">
<div class="mod"><div class="mod-title">知识库CRUD</div><div class="mod-api">POST /workspace/create</div><div class="mod-desc">创建知识库空间</div></div>
<div class="mod"><div class="mod-title">文件上传</div><div class="mod-api">POST /files/upload</div><div class="mod-desc">文件登记 + 任务投递</div></div>
<div class="mod"><div class="mod-title">检索编排</div><div class="mod-api">POST /knowledge/retrieval</div><div class="mod-desc">意图识别→召回→重排→生成</div></div>
<div class="mod"><div class="mod-title">Chunk召回</div><div class="mod-api">POST /chunks/recall</div><div class="mod-desc">向量+关键词混合召回</div></div>
<div class="mod"><div class="mod-title">任务投递</div><div class="mod-desc">解析/索引任务→消息队列</div></div>
<div class="mod"><div class="mod-title">Worker入口</div><div class="mod-desc">worker启动/心跳/状态上报</div></div>
</div>
</div>
<!-- mcp-server -->
<div class="box c-purple">
<div class="box-header">mcp-server <span class="en">文档解析服务</span></div>
<div class="box-body">
<div class="mod"><div class="mod-title">阿里云解析</div><div class="mod-api">POST /parse-document</div><div class="mod-desc">云端高精度解析</div></div>
<div class="mod"><div class="mod-title">MinerU解析</div><div class="mod-api">POST /mineru-parse</div><div class="mod-desc">本地多模态解析引擎</div></div>
<div class="mod"><div class="mod-title">OCR引擎</div><div class="mod-desc">版面感知 109语言支持</div></div>
<div class="mod"><div class="mod-title">Markdown生成</div><div class="mod-desc">结构化文本输出</div></div>
<div class="mod"><div class="mod-title">表格/图片提取</div><div class="mod-desc">PDF/Word/Excel多格式</div></div>
<div class="mod"><div class="mod-title">解析回退策略</div><div class="mod-desc">阿里云→MinerU→本地Fallback</div></div>
</div>
</div>
<!-- 合规业务后端 -->
<div class="box c-green">
<div class="box-header">合规业务后端 <span class="en">法规 + 审查 + 推送</span></div>
<div class="box-body">
<div class="mod"><div class="mod-title">法规下载</div><div class="mod-api">POST /compliance/regulations/download</div><div class="mod-desc">从互联网下载法规文档</div></div>
<div class="mod"><div class="mod-title">法规更新/同步</div><div class="mod-api">POST /compliance/regulations/update</div><div class="mod-desc">版本管理+增量索引同步</div></div>
<div class="mod"><div class="mod-title">权限分级管理</div><div class="mod-api">POST /compliance/access-control</div><div class="mod-desc">研发/生产/采购/法务四角色</div></div>
<div class="mod"><div class="mod-title">智能合规审查</div><div class="mod-api">POST /compliance/check</div><div class="mod-desc">条款级比对+风险评分</div></div>
<div class="mod"><div class="mod-title">合规结果查询</div><div class="mod-api">GET /compliance/query</div><div class="mod-desc">审查结果+风险项+整改建议</div></div>
<div class="mod"><div class="mod-title">事件订阅推送</div><div class="mod-api">POST /compliance/subscribe</div><div class="mod-desc">Webhook+多渠道推送</div></div>
</div>
</div>
<!-- 法规感知引擎 (新增) -->
<div class="box c-red">
<div class="box-header">法规感知引擎 <span class="en">Regulation Awareness Engine</span></div>
<div class="box-body">
<div class="mod"><div class="mod-title">法规源监控</div><div class="mod-desc">定时爬取国标网/工信部/UN-ECE<br>EUR-Lex/碳交易/行业通报</div></div>
<div class="mod"><div class="mod-title">智能变更感知</div><div class="mod-desc">NLP比对新旧版本Diff<br>自动识别新增/修订/废止条款</div></div>
<div class="mod"><div class="mod-title">自动解析入库</div><div class="mod-desc">触发MinerU解析→条款分块<br>→BGE-M3嵌入→Milvus+PG写入</div></div>
<div class="mod"><div class="mod-title">知识图谱同步</div><div class="mod-desc">Neo4j关系更新<br>条款义务映射+影响范围分析</div></div>
<div class="mod"><div class="mod-title">差距分析</div><div class="mod-desc">AI对比企业制度与新法差距<br>自动生成变更影响评估</div></div>
<div class="mod"><div class="mod-title">变更推送 &amp; 整改触发</div><div class="mod-desc">按角色/域精准推送摘要<br>自动创建整改任务→闭环跟踪</div></div>
</div>
</div>
<!-- AI推理引擎 -->
<div class="box c-blue">
<div class="box-header">AI推理引擎 <span class="en">RAG + LLM + 图谱</span></div>
<div class="box-body">
<div class="mod"><div class="mod-title">混合检索</div><div class="mod-desc">BM25关键词 + BGE-M3向量<br>本地+网络双路召回</div></div>
<div class="mod"><div class="mod-title">BGE-M3嵌入</div><div class="mod-desc">中英双语 8192 tokens<br>Dense+Sparse+Multi-vec</div></div>
<div class="mod"><div class="mod-title">Reranker精排</div><div class="mod-desc">Cross-Encoder语义精排<br>Top-K结果重排序</div></div>
<div class="mod"><div class="mod-title">LLM生成</div><div class="mod-desc">DeepSeek/Qwen2.5<br>引文锚定+置信度评分</div></div>
<div class="mod"><div class="mod-title">知识图谱</div><div class="mod-desc">Neo4j法规实体关系图<br>多跳推理+条款关联</div></div>
<div class="mod"><div class="mod-title">NLP分析</div><div class="mod-desc">实体识别/文档分类<br>隐患实体抽取</div></div>
</div>
</div>
<!-- Worker集群 -->
<div class="box c-orange">
<div class="box-header">Worker集群 <span class="en">异步任务执行</span></div>
<div class="box-body">
<div class="mod"><div class="mod-title">解析Worker</div><div class="mod-desc">消费解析任务→调用mcp-server</div></div>
<div class="mod"><div class="mod-title">向量化Worker</div><div class="mod-desc">文本清洗→切分→嵌入→入库</div></div>
<div class="mod"><div class="mod-title">合规Worker</div><div class="mod-desc">比对法规→风险评分→报告</div></div>
<div class="mod"><div class="mod-title">感知Worker</div><div class="mod-desc">法规变更检测→增量重索引</div></div>
<div class="mod"><div class="mod-title">推送Worker</div><div class="mod-desc">消息分发→Email/Bot/站内</div></div>
<div class="mod"><div class="mod-title">调度框架</div><div class="mod-desc">Celery + Cron定时<br>失败重试+死信队列</div></div>
</div>
</div>
</div>
<div class="conn-label">服务 ↔ 中间件 双向通信</div>
<div class="arrows"><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div></div>
<!-- 数据存储与中间件 -->
<div class="mid-grid">
<div class="mid-card" style="border-color:#148F77;background:#E0F7F3;"><div class="name" style="color:#0E6655">Milvus</div><div class="desc">向量数据库<br>Dense+Sparse+Hybrid</div></div>
<div class="mid-card" style="border-color:#000E5E;background:#D3E7F3;"><div class="name" style="color:#000E5E">PostgreSQL</div><div class="desc">关系数据库<br>元数据/权限/任务</div></div>
<div class="mid-card" style="border-color:#F26B43;background:#FEF0EB;"><div class="name" style="color:#D4532B">S3 / MinIO</div><div class="desc">对象存储<br>原始文件/解析产物</div></div>
<div class="mid-card" style="border-color:#7D3CB5;background:#F0E6F6;"><div class="name" style="color:#5B2C8B">Neo4j</div><div class="desc">图数据库<br>法规实体关系图谱</div></div>
<div class="mid-card" style="border-color:#E20074;background:#FDF2F7;"><div class="name" style="color:#B0005A">RabbitMQ</div><div class="desc">消息队列<br>异步任务分发</div></div>
<div class="mid-card" style="border-color:#32B9AF;background:#E0F7F5;"><div class="name" style="color:#1A8A82">Redis 7.x</div><div class="desc">缓存/会话<br>热数据/分布式锁</div></div>
</div>
<div class="conn-label">中间件 ↔ AI模型 调用链路</div>
<div class="arrows"><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div></div>
<!-- AI模型层 -->
<div class="ai-grid">
<div class="box c-teal">
<div class="box-header">嵌入模型</div>
<div class="box-body">
<div class="mod"><div class="mod-title">BGE-M3 (主模型)</div><div class="mod-desc">中英双语 100+语言</div></div>
<div class="mod"><div class="mod-title">bge-large-zh-v1.5</div><div class="mod-desc">中文专项嵌入</div></div>
<div class="mod"><div class="mod-title">多语言E5</div><div class="mod-desc">跨语言检索备选</div></div>
<div class="mod"><div class="mod-title">8192 token上下文</div><div class="mod-desc">长文档向量化支持</div></div>
</div>
</div>
<div class="box c-purple">
<div class="box-header">LLM大模型</div>
<div class="box-body">
<div class="mod"><div class="mod-title">DeepSeek-V3 / R1</div><div class="mod-desc">推理能力强, 国产开源</div></div>
<div class="mod"><div class="mod-title">Qwen2.5-72B</div><div class="mod-desc">中英双语, 合规场景优化</div></div>
<div class="mod"><div class="mod-title">本地私有化部署</div><div class="mod-desc">vLLM/TGI推理加速</div></div>
<div class="mod"><div class="mod-title">引文锚定生成</div><div class="mod-desc">输出含原文出处+页码</div></div>
</div>
</div>
<div class="box c-orange">
<div class="box-header">文档解析模型</div>
<div class="box-body">
<div class="mod"><div class="mod-title">MinerU (多模态)</div><div class="mod-desc">版面感知PDF解析</div></div>
<div class="mod"><div class="mod-title">阿里云文档解析</div><div class="mod-desc">云端高精度解析</div></div>
<div class="mod"><div class="mod-title">版面感知OCR</div><div class="mod-desc">109语言扫描件识别</div></div>
<div class="mod"><div class="mod-title">表格/图片识别</div><div class="mod-desc">复杂版面结构提取</div></div>
</div>
</div>
<div class="box c-blue">
<div class="box-header">专项模型</div>
<div class="box-body">
<div class="mod"><div class="mod-title">Cross-Encoder</div><div class="mod-desc">Reranker语义精排</div></div>
<div class="mod"><div class="mod-title">NLP实体抽取</div><div class="mod-desc">法规条款/隐患实体</div></div>
<div class="mod"><div class="mod-title">SIF风险评分</div><div class="mod-desc">高严重性事件潜力预测</div></div>
<div class="mod"><div class="mod-title">合规分类器</div><div class="mod-desc">法规域/文档类型分类</div></div>
</div>
</div>
</div>
<div class="conn-label">AI模型 ← 法规数据源 学习与检索</div>
<div class="arrows"><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div><div class="arr"></div></div>
<!-- 法规数据源 -->
<div class="src-grid">
<div class="mid-card" style="border-color:#E20074;background:#FDF2F7;"><div class="name" style="color:#B0005A">车辆安全法规</div><div class="desc">GB 7258 · GB 18384<br>UN-ECE R155/156</div></div>
<div class="mid-card" style="border-color:#7D3CB5;background:#F0E6F6;"><div class="name" style="color:#5B2C8B">数据安全法规</div><div class="desc">PIPL · DSL · GDPR<br>GB/T 35273</div></div>
<div class="mid-card" style="border-color:#148F77;background:#E0F7F3;"><div class="name" style="color:#0E6655">工厂EHS法规</div><div class="desc">GB 6441 · AQ/T系列<br>ISO 45001 · IATF 16949</div></div>
<div class="mid-card" style="border-color:#32B9AF;background:#E0F7F5;"><div class="name" style="color:#1A8A82">碳排放法规</div><div class="desc">NEV积分 · CCER<br>CBAM碳边境税</div></div>
<div class="mid-card" style="border-color:#F26B43;background:#FEF0EB;"><div class="name" style="color:#D4532B">企业内部文档</div><div class="desc">Confluence · SharePoint<br>历史报告 · 审计记录</div></div>
<div class="mid-card" style="border-color:#000E5E;background:#D3E7F3;"><div class="name" style="color:#000E5E">行业案例库</div><div class="desc">处罚案例 · 事故通报<br>整改最佳实践</div></div>
</div>
<!-- 数据流 -->
<div class="flow-section">
<div class="flow-title">核心数据流 (Data Flows)</div>
<div class="flow-item"><div class="flow-num" style="background:#E20074;">1</div><b style="color:#E20074;">法规感知闭环:</b>&nbsp; 定时爬取法规源 → NLP变更感知(Diff) → 自动解析入库(MinerU+嵌入) → Milvus+PostgreSQL+Neo4j同步 → 差距分析 → 按角色推送 → 触发整改 ↺ 持续监控</div>
<div class="flow-item"><div class="flow-num">2</div><b>上传→解析→入库:</b>&nbsp; 用户上传 → API Gateway → kbmp-service → 队列 → Worker → mcp-server解析 → 文本切分 → BGE-M3嵌入 → Milvus+PostgreSQL写入</div>
<div class="flow-item"><div class="flow-num">3</div><b>检索→问答:</b>&nbsp; 用户提问 → 意图识别 → BM25+向量双路召回 → Cross-Encoder精排 → LLM生成(引文锚定) → 返回结果</div>
<div class="flow-item"><div class="flow-num">4</div><b>合规审查:</b>&nbsp; 文件上传 → OCR解析 → 条款级分块 → 法规域匹配 → 语义比对 → 风险评分 → 整改建议 → 报告生成</div>
<div class="flow-item"><div class="flow-num">5</div><b>EHS隐患:</b>&nbsp; 巡检文本NLP → 隐患实体抽取 → SIF风险评分 → 四维根因分析 → 整改工单 → 验收关闭 → 模型优化</div>
</div>
</div><!-- /main -->
<!-- ════════════════════ 右侧栏 ════════════════════ -->
<div class="sidebar">
<!-- 安全 -->
<div class="side-box c-gray">
<div class="side-header" style="background:linear-gradient(135deg,#000E5E,#1A2B6B);">🔐 安全与治理</div>
<div class="side-body">
<div class="side-item">Token鉴权 (JWT/OAuth2)</div>
<div class="side-item">RBAC角色权限矩阵</div>
<div class="side-item">知识库分区隔离</div>
<div class="side-item">敏感数据脱敏</div>
<div class="side-item">全链路审计日志</div>
<div class="side-item">PIPL/DSL数据主权</div>
<div class="side-item">私有化部署 (数据不出厂)</div>
<div class="side-item">WAF & DDoS防护</div>
<div class="side-item">TLS端到端加密</div>
</div>
</div>
<!-- 运维 -->
<div class="side-box c-blue">
<div class="side-header" style="background:linear-gradient(135deg,#1A8A82,#32B9AF);">📊 运维观测</div>
<div class="side-body">
<div class="side-item">Prometheus指标采集</div>
<div class="side-item">Grafana可视化面板</div>
<div class="side-item">Loki/ELK日志聚合</div>
<div class="side-item">分布式链路追踪</div>
<div class="side-item">告警规则引擎</div>
<div class="side-item">SLA可用性监控</div>
<div class="side-item">性能基线管理</div>
<div class="side-item">容量规划报表</div>
</div>
</div>
<!-- 基础设施 -->
<div class="side-box c-dark">
<div class="side-header">🏗️ 基础设施</div>
<div class="side-body">
<div class="side-item">Kubernetes容器编排</div>
<div class="side-item">Docker容器运行时</div>
<div class="side-item">GPU集群 (A100/H100)</div>
<div class="side-item">vLLM/TGI推理加速</div>
<div class="side-item">CI/CD流水线</div>
<div class="side-item">Nginx/Traefik网关</div>
<div class="side-item">VPN & 网络隔离</div>
<div class="side-item">数据备份 & 灾备</div>
</div>
</div>
<!-- 开源技术栈 -->
<div class="side-box" style="border-color:#000E5E;">
<div class="side-header" style="background:linear-gradient(135deg,#000E5E,#1A2B6B);">🔧 核心开源技术栈</div>
<div class="side-body">
<div class="side-item"><b>LangChain</b> RAG编排框架</div>
<div class="side-item"><b>LlamaIndex</b> 数据索引引擎</div>
<div class="side-item"><b>RAGFlow</b> 文档理解</div>
<div class="side-item"><b>BGE-M3</b> 多语言嵌入</div>
<div class="side-item"><b>MinerU</b> 文档解析OCR</div>
<div class="side-item"><b>Milvus</b> 向量数据库</div>
<div class="side-item"><b>Neo4j</b> 知识图谱</div>
<div class="side-item"><b>FastAPI</b> API框架</div>
<div class="side-item"><b>Celery</b> 异步任务队列</div>
<div class="side-item"><b>DeepSeek</b> 推理LLM</div>
<div class="side-item"><b>Qwen2.5</b> 双语LLM</div>
<div class="side-item"><b>PyMuPDF</b> PDF处理</div>
</div>
</div>
<!-- 合规闭环 -->
<div class="side-box" style="border-color:#E20074;">
<div class="side-header" style="background:linear-gradient(135deg,#B0005A,#E20074);">📡 法规感知自动更新闭环</div>
<div class="side-body">
<div class="side-item"><b>① 法规源监控</b></div>
<div class="side-item" style="padding-left:24px;">定时爬取国标网·工信部·UN-ECE</div>
<div class="side-item"><b>② 智能变更感知</b></div>
<div class="side-item" style="padding-left:24px;">NLP Diff · 新增/修订/废止识别</div>
<div class="side-item"><b>③ 自动解析入库</b></div>
<div class="side-item" style="padding-left:24px;">解析→分块→嵌入→Milvus+PG</div>
<div class="side-item"><b>④ 知识图谱同步</b></div>
<div class="side-item" style="padding-left:24px;">Neo4j关系更新·影响范围分析</div>
<div class="side-item"><b>⑤ 差距分析&推送</b></div>
<div class="side-item" style="padding-left:24px;">AI比对制度差距·按角色推送</div>
<div class="side-item"><b>⑥ 触发整改闭环 ↺</b></div>
<div class="side-item" style="padding-left:24px;">自动创建整改任务·闭环跟踪</div>
</div>
</div>
<div class="side-box" style="border-color:#F26B43;">
<div class="side-header" style="background:linear-gradient(135deg,#D4532B,#F26B43);">🔄 三类合规闭环</div>
<div class="side-body">
<div class="side-item"><b>法规变更闭环</b></div>
<div class="side-item" style="padding-left:24px;">监控→感知→更新→推送→整改→归档</div>
<div class="side-item"><b>文档审查闭环</b></div>
<div class="side-item" style="padding-left:24px;">上传→解析→比对→标注→整改→复审</div>
<div class="side-item"><b>EHS安全闭环</b></div>
<div class="side-item" style="padding-left:24px;">发现→评级→派发→跟踪→验收→优化</div>
</div>
</div>
</div><!-- /sidebar -->
</div><!-- /layout -->
<div class="footer">AI+合规智能中枢 v1.0 &nbsp;|&nbsp; T-systems AI Regulations Team &nbsp;|&nbsp; 2026.04</div>
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