feat(rag): 混合检索融合 — Milvus 向量 + Bleve 全文 + RRF + DashScope rerank

检索从向量单路升级为混合:向量(Milvus) + 全文(Bleve BM25) → RRF 融合 →
可选 rerank(DashScope gte-rerank)。

- rag/bleve.go: Bleve 全文索引(内存,随 ingest 写入;kb 过滤);ingest 同步写 Milvus+Bleve
- rag/fuse.go: RRF(Reciprocal Rank Fusion, k=60, 按文本去重)融合多路排序
- rag/rerank.go: DashScope gte-rerank 客户端(可选,env 配置,失败降级 RRF)
- rag/rag.go: Search 改混合(向量+全文→RRF→可选rerank→topK);main 读 RERANK_* env
- 验证: 全模块 build✓ + e2e PASS; live——入库写双索引;查'NATS'→全文精确命中#1+向量
  →RRF NATS 排首(向量=4 全文=1);接 DashScope gte-rerank(百炼 key 有权限)→relevance
  score 0.19 真重排;retriever 节点端到端→DeepSeek 答 Milvus
- 边界: Neo4j 图路(GraphRAG,需实体抽取)推迟;Bleve 内存索引重启重建;rerank 走 env
  (TODO 同 embedding 搬控制面 kind=rerank)

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Blizzard
2026-06-11 09:53:37 +08:00
parent 755032c1d8
commit 85a5c2c1e7
8 changed files with 311 additions and 56 deletions
+1 -47
View File
@@ -1,50 +1,11 @@
github.com/RoaringBitmap/roaring v1.9.3 h1:t4EbC5qQwnisr5PrP9nt0IRhRTb9gMUgQF4t4S2OByM=
github.com/RoaringBitmap/roaring v1.9.3/go.mod h1:6AXUsoIEzDTFFQCe1RbGA6uFONMhvejWj5rqITANK90=
github.com/bits-and-blooms/bitset v1.12.0 h1:U/q1fAF7xXRhFCrhROzIfffYnu+dlS38vCZtmFVPHmA=
github.com/bits-and-blooms/bitset v1.12.0/go.mod h1:7hO7Gc7Pp1vODcmWvKMRA9BNmbv6a/7QIWpPxHddWR8=
github.com/blevesearch/bleve/v2 v2.4.2 h1:NooYP1mb3c0StkiY9/xviiq2LGSaE8BQBCc/pirMx0U=
github.com/blevesearch/bleve_index_api v1.1.10 h1:PDLFhVjrjQWr6jCuU7TwlmByQVCSEURADHdCqVS9+g0=
github.com/blevesearch/bleve_index_api v1.1.10/go.mod h1:PbcwjIcRmjhGbkS/lJCpfgVSMROV6TRubGGAODaK1W8=
github.com/blevesearch/geo v0.1.20 h1:paaSpu2Ewh/tn5DKn/FB5SzvH0EWupxHEIwbCk/QPqM=
github.com/blevesearch/geo v0.1.20/go.mod h1:DVG2QjwHNMFmjo+ZgzrIq2sfCh6rIHzy9d9d0B59I6w=
github.com/blevesearch/go-faiss v1.0.20 h1:AIkdTQFWuZ5LQmKQSebgMR4RynGNw8ZseJXaan5kvtI=
github.com/blevesearch/go-faiss v1.0.20/go.mod h1:jrxHrbl42X/RnDPI+wBoZU8joxxuRwedrxqswQ3xfU8=
github.com/blevesearch/go-metrics v0.0.0-20201227073835-cf1acfcdf475 h1:kDy+zgJFJJoJYBvdfBSiZYBbdsUL0XcjHYWezpQBGPA=
github.com/blevesearch/go-metrics v0.0.0-20201227073835-cf1acfcdf475/go.mod h1:9eJDeqxJ3E7WnLebQUlPD7ZjSce7AnDb9vjGmMCbD0A=
github.com/blevesearch/go-porterstemmer v1.0.3 h1:GtmsqID0aZdCSNiY8SkuPJ12pD4jI+DdXTAn4YRcHCo=
github.com/blevesearch/go-porterstemmer v1.0.3/go.mod h1:angGc5Ht+k2xhJdZi511LtmxuEf0OVpvUUNrwmM1P7M=
github.com/blevesearch/goleveldb v1.0.1 h1:iAtV2Cu5s0GD1lwUiekkFHe2gTMCCNVj2foPclDLIFI=
github.com/blevesearch/goleveldb v1.0.1/go.mod h1:WrU8ltZbIp0wAoig/MHbrPCXSOLpe79nz5lv5nqfYrQ=
github.com/blevesearch/gtreap v0.1.1 h1:2JWigFrzDMR+42WGIN/V2p0cUvn4UP3C4Q5nmaZGW8Y=
github.com/blevesearch/gtreap v0.1.1/go.mod h1:QaQyDRAT51sotthUWAH4Sj08awFSSWzgYICSZ3w0tYk=
github.com/blevesearch/mmap-go v1.0.4 h1:OVhDhT5B/M1HNPpYPBKIEJaD0F3Si+CrEKULGCDPWmc=
github.com/blevesearch/mmap-go v1.0.4/go.mod h1:EWmEAOmdAS9z/pi/+Toxu99DnsbhG1TIxUoRmJw/pSs=
github.com/blevesearch/scorch_segment_api/v2 v2.2.15 h1:prV17iU/o+A8FiZi9MXmqbagd8I0bCqM7OKUYPbnb5Y=
github.com/blevesearch/scorch_segment_api/v2 v2.2.15/go.mod h1:db0cmP03bPNadXrCDuVkKLV6ywFSiRgPFT1YVrestBc=
github.com/blevesearch/segment v0.9.1 h1:+dThDy+Lvgj5JMxhmOVlgFfkUtZV2kw49xax4+jTfSU=
github.com/blevesearch/segment v0.9.1/go.mod h1:zN21iLm7+GnBHWTao9I+Au/7MBiL8pPFtJBJTsk6kQw=
github.com/blevesearch/snowball v0.6.1 h1:cDYjn/NCH+wwt2UdehaLpr2e4BwLIjN4V/TdLsL+B5A=
github.com/blevesearch/snowball v0.6.1/go.mod h1:ZF0IBg5vgpeoUhnMza2v0A/z8m1cWPlwhke08LpNusg=
github.com/blevesearch/snowballstem v0.9.0 h1:lMQ189YspGP6sXvZQ4WZ+MLawfV8wOmPoD/iWeNXm8s=
github.com/blevesearch/snowballstem v0.9.0/go.mod h1:PivSj3JMc8WuaFkTSRDW2SlrulNWPl4ABg1tC/hlgLs=
github.com/blevesearch/stempel v0.2.0 h1:CYzVPaScODMvgE9o+kf6D4RJ/VRomyi9uHF+PtB+Afc=
github.com/blevesearch/stempel v0.2.0/go.mod h1:wjeTHqQv+nQdbPuJ/YcvOjTInA2EIc6Ks1FoSUzSLvc=
github.com/blevesearch/upsidedown_store_api v1.0.2 h1:U53Q6YoWEARVLd1OYNc9kvhBMGZzVrdmaozG2MfoB+A=
github.com/blevesearch/upsidedown_store_api v1.0.2/go.mod h1:M01mh3Gpfy56Ps/UXHjEO/knbqyQ1Oamg8If49gRwrQ=
github.com/blevesearch/vellum v1.0.10 h1:HGPJDT2bTva12hrHepVT3rOyIKFFF4t7Gf6yMxyMIPI=
github.com/blevesearch/vellum v1.0.10/go.mod h1:ul1oT0FhSMDIExNjIxHqJoGpVrBpKCdgDQNxfqgJt7k=
github.com/blevesearch/zapx/v11 v11.3.10 h1:hvjgj9tZ9DeIqBCxKhi70TtSZYMdcFn7gDb71Xo/fvk=
github.com/blevesearch/zapx/v11 v11.3.10/go.mod h1:0+gW+FaE48fNxoVtMY5ugtNHHof/PxCqh7CnhYdnMzQ=
github.com/blevesearch/zapx/v12 v12.3.10 h1:yHfj3vXLSYmmsBleJFROXuO08mS3L1qDCdDK81jDl8s=
github.com/blevesearch/zapx/v12 v12.3.10/go.mod h1:0yeZg6JhaGxITlsS5co73aqPtM04+ycnI6D1v0mhbCs=
github.com/blevesearch/zapx/v13 v13.3.10 h1:0KY9tuxg06rXxOZHg3DwPJBjniSlqEgVpxIqMGahDE8=
github.com/blevesearch/zapx/v13 v13.3.10/go.mod h1:w2wjSDQ/WBVeEIvP0fvMJZAzDwqwIEzVPnCPrz93yAk=
github.com/blevesearch/zapx/v14 v14.3.10 h1:SG6xlsL+W6YjhX5N3aEiL/2tcWh3DO75Bnz77pSwwKU=
github.com/blevesearch/zapx/v14 v14.3.10/go.mod h1:qqyuR0u230jN1yMmE4FIAuCxmahRQEOehF78m6oTgns=
github.com/blevesearch/zapx/v15 v15.3.13 h1:6EkfaZiPlAxqXz0neniq35my6S48QI94W/wyhnpDHHQ=
github.com/blevesearch/zapx/v15 v15.3.13/go.mod h1:Turk/TNRKj9es7ZpKK95PS7f6D44Y7fAFy8F4LXQtGg=
github.com/blevesearch/zapx/v16 v16.1.5 h1:b0sMcarqNFxuXvjoXsF8WtwVahnxyhEvBSRJi/AUHjU=
github.com/blevesearch/zapx/v16 v16.1.5/go.mod h1:J4mSF39w1QELc11EWRSBFkPeZuO7r/NPKkHzDCoiaI8=
github.com/bytedance/sonic v1.12.2/go.mod h1:B8Gt/XvtZ3Fqj+iSKMypzymZxw/FVwgIGKzMzT9r/rk=
github.com/bytedance/sonic/loader v0.2.0/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
github.com/bytedance/sonic/loader v0.3.0/go.mod h1:N8A3vUdtUebEY2/VQC0MyhYeKUFosQU6FxH2JmUe6VI=
@@ -53,19 +14,14 @@ github.com/couchbase/ghistogram v0.1.0/go.mod h1:s1Jhy76zqfEecpNWJfWUiKZookAFaiG
github.com/couchbase/moss v0.2.0 h1:VCYrMzFwEryyhRSeI+/b3tRBSeTpi/8gn5Kf6dxqn+o=
github.com/couchbase/moss v0.2.0/go.mod h1:9MaHIaRuy9pvLPUJxB8sh8OrLfyDczECVL37grCIubs=
github.com/creack/pty v1.1.9 h1:uDmaGzcdjhF4i/plgjmEsriH11Y0o7RKapEf/LDaM3w=
github.com/golang/geo v0.0.0-20210211234256-740aa86cb551 h1:gtexQ/VGyN+VVFRXSFiguSNcXmS6rkKT+X7FdIrTtfo=
github.com/golang/geo v0.0.0-20210211234256-740aa86cb551/go.mod h1:QZ0nwyI2jOfgRAoBvP+ab5aRr7c9x7lhGEJrKvBwjWI=
github.com/golang/snappy v0.0.1 h1:Qgr9rKW7uDUkrbSmQeiDsGa8SjGyCOGtuasMWwvp2P4=
github.com/golang/snappy v0.0.1/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI=
github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
github.com/google/gofuzz v1.0.0 h1:A8PeW59pxE9IoFRqBp37U+mSNaQoZ46F1f0f863XSXw=
github.com/google/gofuzz v1.2.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
github.com/inconshreveable/mousetrap v1.1.0 h1:wN+x4NVGpMsO7ErUn/mUI3vEoE6Jt13X2s0bqwp9tc8=
github.com/inconshreveable/mousetrap v1.1.0/go.mod h1:vpF70FUmC8bwa3OWnCshd2FqLfsEA9PFc4w1p2J65bw=
github.com/knz/go-libedit v1.10.1 h1:0pHpWtx9vcvC0xGZqEQlQdfSQs7WRlAjuPvk3fOZDCo=
github.com/kr/pty v1.1.1 h1:VkoXIwSboBpnk99O/KFauAEILuNHv5DVFKZMBN/gUgw=
github.com/mschoch/smat v0.2.0 h1:8imxQsjDm8yFEAVBe7azKmKSgzSkZXDuKkSq9374khM=
github.com/mschoch/smat v0.2.0/go.mod h1:kc9mz7DoBKqDyiRL7VZN8KvXQMWeTaVnttLRXOlotKw=
github.com/neo4j/neo4j-go-driver/v5 v5.24.0 h1:7MAFoB7L6f9heQUo/tJ5EnrrpVzm9ZBHgH8ew03h6Eo=
github.com/pelletier/go-toml v1.2.0 h1:T5zMGML61Wp+FlcbWjRDT7yAxhJNAiPPLOFECq181zc=
github.com/spf13/cobra v1.7.0 h1:hyqWnYt1ZQShIddO5kBpj3vu05/++x6tJ6dg8EC572I=
@@ -78,8 +34,6 @@ github.com/x448/float16 v0.8.4 h1:qLwI1I70+NjRFUR3zs1JPUCgaCXSh3SW62uAKT1mSBM=
github.com/x448/float16 v0.8.4/go.mod h1:14CWIYCyZA/cWjXOioeEpHeN/83MdbZDRQHoFcYsOfg=
github.com/yuin/goldmark v1.4.13 h1:fVcFKWvrslecOb/tg+Cc05dkeYx540o0FuFt3nUVDoE=
github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
go.etcd.io/bbolt v1.3.7 h1:j+zJOnnEjF/kyHlDDgGnVL/AIqIJPq8UoB2GSNfkUfQ=
go.etcd.io/bbolt v1.3.7/go.mod h1:N9Mkw9X8x5fupy0IKsmuqVtoGDyxsaDlbk4Rd05IAQw=
go.uber.org/automaxprocs v1.5.3 h1:kWazyxZUrS3Gs4qUpbwo5kEIMGe/DAvi5Z4tl2NW4j8=
go.uber.org/automaxprocs v1.5.3/go.mod h1:eRbA25aqJrxAbsLO0xy5jVwPt7FQnRgjW+efnwa1WM0=
golang.org/x/crypto v0.23.0/go.mod h1:CKFgDieR+mRhux2Lsu27y0fO304Db0wZe70UKqHu0v8=