feat: GraphRAG — LLM 抽三元组建 Neo4j 图谱 + 混合检索加图谱第三路

混合检索从 2 路(向量+全文)升级为 3 路(+图谱)。入库时 LLM 抽实体/关系建
Neo4j 图,检索时图谱路(实体关联三元组)融进 RRF;UI 可视化图谱。

- mcp-go rag: chat.go(OpenAI 兼容非流式 chat 客户端,抽取用) + graph.go(neo4j-go-driver
  连接 + LLM 抽三元组 + MERGE 实体/关系 + 图谱召回/全量三元组) + rag.go(Config 结构;
  graph+chat 路;Ingest 加 抽实体/写Neo4j 阶段;Search 三路 RRF 融合;SetChat 热更新)
- mcp-go: Neo4j env(默认 neo4j://localhost:7687, neo4j/sundynix);订阅 chat 控制面配置
  (复用 DeepSeek 做抽取);新工具 kb_graph(返回三元组)
- gateway: GET /api/v1/kb/graph;frontend KbView 知识图谱面板(实体—关系→实体)
- 验证: 全模块 build✓ + e2e PASS; live——入库'sundynix用Milvus...'→DeepSeek 抽 4 三元组
  →Neo4j(8 实体);检索三路融合 向量=4 全文=2 图谱=1;浏览器图谱面板渲染 4 三元组
- 边界: 实体链接用 CONTAINS 朴素匹配(可升级 LLM 查询实体抽取);全文/图谱重启随入库重建

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Blizzard
2026-06-11 11:10:22 +08:00
parent 2d5fd2fca5
commit d623b8590e
11 changed files with 399 additions and 22 deletions
+14
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@@ -105,6 +105,20 @@ export interface KbHit {
score: number;
}
export interface Triple {
s: string;
p: string;
o: string;
}
// graphKb: GET /api/v1/kb/graph —— 取某知识库的图谱三元组(→ mcp-go kb_graphNeo4j)。
export async function graphKb(kb: string): Promise<Triple[]> {
const res = await fetch(`${GATEWAY}/api/v1/kb/graph?kb=${encodeURIComponent(kb)}`);
const data = (await res.json()) as { triples?: Triple[]; error?: string };
if (!res.ok) throw new Error(data.error ?? `graph failed: ${res.status}`);
return data.triples ?? [];
}
// searchKb: POST /api/v1/kb/search,检索台查询(→ mcp-go kb_search,带分数)。
export async function searchKb(kb: string, q: string, topK = 5): Promise<KbHit[]> {
const res = await fetch(`${GATEWAY}/api/v1/kb/search`, {
+32 -2
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@@ -1,5 +1,5 @@
import { useRef, useState } from "react";
import { ingestKb, ingestFile, streamIngest, searchKb, type IngestEvent, type KbHit } from "../lib/api";
import { ingestKb, ingestFile, streamIngest, searchKb, graphKb, type IngestEvent, type KbHit, type Triple } from "../lib/api";
interface IngestLog {
t: string;
@@ -29,6 +29,15 @@ export function KbView() {
const [hits, setHits] = useState<KbHit[] | null>(null);
const [searching, setSearching] = useState(false);
const [err, setErr] = useState("");
const [graph, setGraph] = useState<Triple[] | null>(null);
const onGraph = async () => {
try {
setGraph(await graphKb(kb));
} catch (e) {
setErr((e as Error).message);
}
};
const stamp = () => new Date().toLocaleTimeString();
const ingesting = prog?.active ?? false;
@@ -234,7 +243,7 @@ export function KbView() {
</button>
</div>
{err && <p className="mt-2 text-xs text-rose-600"> {err}</p>}
<ul className="mt-3 flex-1 space-y-2 overflow-auto">
<ul className="mt-3 max-h-[40%] space-y-2 overflow-auto">
{hits === null && <li className="text-xs text-gray-400"></li>}
{hits !== null && hits.length === 0 && (
<li className="text-xs text-gray-400"> RAG </li>
@@ -250,6 +259,27 @@ export function KbView() {
</li>
))}
</ul>
{/* 知识图谱(Neo4j / GraphRAG */}
<div className="mt-3 flex items-center justify-between border-t pt-2">
<h3 className="text-xs font-semibold text-gray-600">Neo4j</h3>
<button onClick={onGraph} className="rounded border px-2 py-0.5 text-xs hover:bg-gray-50">
</button>
</div>
<ul className="mt-2 flex-1 space-y-1 overflow-auto">
{graph === null && <li className="text-[11px] text-gray-400"></li>}
{graph !== null && graph.length === 0 && (
<li className="text-[11px] text-gray-400"> chat + </li>
)}
{graph?.map((t, i) => (
<li key={i} className="flex items-center gap-1 text-[11px]">
<span className="rounded bg-amber-100 px-1.5 py-0.5 text-amber-700">{t.s}</span>
<span className="text-gray-400">{t.p}</span>
<span className="rounded bg-emerald-100 px-1.5 py-0.5 text-emerald-700">{t.o}</span>
</li>
))}
</ul>
</section>
</div>
</div>