diff --git a/go.work.sum b/go.work.sum index cb8a699..a692708 100644 --- a/go.work.sum +++ b/go.work.sum @@ -45,69 +45,35 @@ github.com/blevesearch/zapx/v15 v15.3.13 h1:6EkfaZiPlAxqXz0neniq35my6S48QI94W/wy 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/gopkg v0.1.3/go.mod h1:576VvJ+eJgyCzdjS+c4+77QF3p7ubbtiKARP3TxducM= github.com/bytedance/sonic v1.12.2/go.mod h1:B8Gt/XvtZ3Fqj+iSKMypzymZxw/FVwgIGKzMzT9r/rk= -github.com/bytedance/sonic v1.15.0/go.mod h1:tFkWrPz0/CUCLEF4ri4UkHekCIcdnkqXw9VduqpJh0k= 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= -github.com/bytedance/sonic/loader v0.5.0/go.mod h1:AR4NYCk5DdzZizZ5djGqQ92eEhCCcdf5x77udYiSJRo= -github.com/cloudwego/base64x v0.1.6/go.mod h1:OFcloc187FXDaYHvrNIjxSe8ncn0OOM8gEHfghB2IPU= -github.com/cockroachdb/errors v1.9.1 h1:yFVvsI0VxmRShfawbt/laCIDy/mtTqqnvoNgiy5bEV8= -github.com/cockroachdb/errors v1.9.1/go.mod h1:2sxOtL2WIc096WSZqZ5h8fa17rdDq9HZOZLBCor4mBk= -github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f h1:6jduT9Hfc0njg5jJ1DdKCFPdMBrp/mdZfCpa5h+WM74= -github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f/go.mod h1:Vz9DsVWQQhf3vs21MhPMZpMGSht7O/2vFW2xusFUVOs= -github.com/cockroachdb/redact v1.1.3 h1:AKZds10rFSIj7qADf0g46UixK8NNLwWTNdCIGS5wfSQ= -github.com/cockroachdb/redact v1.1.3/go.mod h1:BVNblN9mBWFyMyqK1k3AAiSxhvhfK2oOZZ2lK+dpvRg= github.com/couchbase/ghistogram v0.1.0 h1:b95QcQTCzjTUocDXp/uMgSNQi8oj1tGwnJ4bODWZnps= github.com/couchbase/ghistogram v0.1.0/go.mod h1:s1Jhy76zqfEecpNWJfWUiKZookAFaiGOEoyzgHt9i7k= 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/getsentry/sentry-go v0.12.0 h1:era7g0re5iY13bHSdN/xMkyV+5zZppjRVQhZrXCaEIk= -github.com/getsentry/sentry-go v0.12.0/go.mod h1:NSap0JBYWzHND8oMbyi0+XZhUalc1TBdRL1M71JZW2c= -github.com/go-faker/faker/v4 v4.1.0 h1:ffuWmpDrducIUOO0QSKSF5Q2dxAht+dhsT9FvVHhPEI= -github.com/go-faker/faker/v4 v4.1.0/go.mod h1:uuNc0PSRxF8nMgjGrrrU4Nw5cF30Jc6Kd0/FUTTYbhg= -github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q= -github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q= 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/protobuf v1.5.2 h1:ROPKBNFfQgOUMifHyP+KYbvpjbdoFNs+aK7DXlji0Tw= -github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY= 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/grpc-ecosystem/go-grpc-middleware v1.3.0 h1:+9834+KizmvFV7pXQGSXQTsaWhq2GjuNUt0aUU0YBYw= -github.com/grpc-ecosystem/go-grpc-middleware v1.3.0/go.mod h1:z0ButlSOZa5vEBq9m2m2hlwIgKw+rp3sdCBRoJY+30Y= github.com/inconshreveable/mousetrap v1.1.0 h1:wN+x4NVGpMsO7ErUn/mUI3vEoE6Jt13X2s0bqwp9tc8= github.com/inconshreveable/mousetrap v1.1.0/go.mod h1:vpF70FUmC8bwa3OWnCshd2FqLfsEA9PFc4w1p2J65bw= -github.com/klauspost/cpuid/v2 v2.2.9/go.mod h1:rqkxqrZ1EhYM9G+hXH7YdowN5R5RGN6NK4QwQ3WMXF8= github.com/knz/go-libedit v1.10.1 h1:0pHpWtx9vcvC0xGZqEQlQdfSQs7WRlAjuPvk3fOZDCo= github.com/kr/pty v1.1.1 h1:VkoXIwSboBpnk99O/KFauAEILuNHv5DVFKZMBN/gUgw= -github.com/milvus-io/milvus-proto/go-api/v2 v2.4.3 h1:KUSaWVePVlHMIluAXf2qmNffI1CMlGFLLiP+4iy9014= -github.com/milvus-io/milvus-proto/go-api/v2 v2.4.3/go.mod h1:1OIl0v5PQeNxIJhCvY+K55CBUOYDZevw9g9380u1Wek= -github.com/milvus-io/milvus-sdk-go/v2 v2.4.1 h1:KhqjmaJE4mSxj1a88XtkGaqgH4duGiHs1sjnvSXkwE0= -github.com/milvus-io/milvus-sdk-go/v2 v2.4.1/go.mod h1:7SJxshlnVhNLksS73tLPtHYY9DiX7lyL43Rv41HCPCw= 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/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4= -github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0= -github.com/rogpeppe/go-internal v1.8.1 h1:geMPLpDpQOgVyCg5z5GoRwLHepNdb71NXb67XFkP+Eg= -github.com/rogpeppe/go-internal v1.8.1/go.mod h1:JeRgkft04UBgHMgCIwADu4Pn6Mtm5d4nPKWu0nJ5d+o= +github.com/pelletier/go-toml v1.2.0 h1:T5zMGML61Wp+FlcbWjRDT7yAxhJNAiPPLOFECq181zc= github.com/spf13/cobra v1.7.0 h1:hyqWnYt1ZQShIddO5kBpj3vu05/++x6tJ6dg8EC572I= github.com/spf13/cobra v1.7.0/go.mod h1:uLxZILRyS/50WlhOIKD7W6V5bgeIt+4sICxh6uRMrb0= github.com/spf13/pflag v1.0.5 h1:iy+VFUOCP1a+8yFto/drg2CJ5u0yRoB7fZw3DKv/JXA= github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An2Bg= github.com/stretchr/objx v0.5.2 h1:xuMeJ0Sdp5ZMRXx/aWO6RZxdr3beISkG5/G/aIRr3pY= -github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY= -github.com/tidwall/gjson v1.14.4 h1:uo0p8EbA09J7RQaflQ1aBRffTR7xedD2bcIVSYxLnkM= -github.com/tidwall/gjson v1.14.4/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk= -github.com/tidwall/match v1.1.1 h1:+Ho715JplO36QYgwN9PGYNhgZvoUSc9X2c80KVTi+GA= -github.com/tidwall/match v1.1.1/go.mod h1:eRSPERbgtNPcGhD8UCthc6PmLEQXEWd3PRB5JTxsfmM= -github.com/tidwall/pretty v1.2.0 h1:RWIZEg2iJ8/g6fDDYzMpobmaoGh5OLl4AXtGUGPcqCs= -github.com/tidwall/pretty v1.2.0/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU= +github.com/ugorji/go v1.1.7 h1:/68gy2h+1mWMrwZFeD1kQialdSzAb432dtpeJ42ovdo= 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= @@ -116,11 +82,9 @@ 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/arch v0.11.0/go.mod h1:FEVrYAQjsQXMVJ1nsMoVVXPZg6p2JE2mx8psSWTDQys= golang.org/x/crypto v0.23.0/go.mod h1:CKFgDieR+mRhux2Lsu27y0fO304Db0wZe70UKqHu0v8= golang.org/x/mod v0.17.0 h1:zY54UmvipHiNd+pm+m0x9KhZ9hl1/7QNMyxXbc6ICqA= golang.org/x/mod v0.17.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c= -golang.org/x/net v0.21.0/go.mod h1:bIjVDfnllIU7BJ2DNgfnXvpSvtn8VRwhlsaeUTyUS44= golang.org/x/sync v0.8.0 h1:3NFvSEYkUoMifnESzZl15y791HH1qU2xm6eCJU5ZPXQ= golang.org/x/sync v0.8.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk= golang.org/x/sys v0.20.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= @@ -132,16 +96,9 @@ golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY= golang.org/x/term v0.24.0 h1:Mh5cbb+Zk2hqqXNO7S1iTjEphVL+jb8ZWaqh/g+JWkM= golang.org/x/term v0.24.0/go.mod h1:lOBK/LVxemqiMij05LGJ0tzNr8xlmwBRJ81PX6wVLH8= golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM= -golang.org/x/term v0.28.0/go.mod h1:Sw/lC2IAUZ92udQNf3WodGtn4k/XoLyZoh8v/8uiwek= golang.org/x/text v0.15.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU= golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d h1:vU5i/LfpvrRCpgM/VPfJLg5KjxD3E+hfT1SH+d9zLwg= golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk= -google.golang.org/genproto v0.0.0-20220503193339-ba3ae3f07e29 h1:DJUvgAPiJWeMBiT+RzBVcJGQN7bAEWS5UEoMshES9xs= -google.golang.org/genproto v0.0.0-20220503193339-ba3ae3f07e29/go.mod h1:RAyBrSAP7Fh3Nc84ghnVLDPuV51xc9agzmm4Ph6i0Q4= -google.golang.org/grpc v1.48.0 h1:rQOsyJ/8+ufEDJd/Gdsz7HG220Mh9HAhFHRGnIjda0w= -google.golang.org/grpc v1.48.0/go.mod h1:vN9eftEi1UMyUsIF80+uQXhHjbXYbm0uXoFCACuMGWk= -google.golang.org/grpc/examples v0.0.0-20220617181431-3e7b97febc7f h1:rqzndB2lIQGivcXdTuY3Y9NBvr70X+y77woofSRluec= -google.golang.org/grpc/examples v0.0.0-20220617181431-3e7b97febc7f/go.mod h1:gxndsbNG1n4TZcHGgsYEfVGnTxqfEdfiDv6/DADXX9o= gopkg.in/errgo.v2 v2.1.0 h1:0vLT13EuvQ0hNvakwLuFZ/jYrLp5F3kcWHXdRggjCE8= nullprogram.com/x/optparse v1.0.0 h1:xGFgVi5ZaWOnYdac2foDT3vg0ZZC9ErXFV57mr4OHrI= rsc.io/pdf v0.1.1 h1:k1MczvYDUvJBe93bYd7wrZLLUEcLZAuF824/I4e5Xr4= diff --git a/scripts/mock_embeddings.py b/scripts/mock_embeddings.py new file mode 100644 index 0000000..12fd7bb --- /dev/null +++ b/scripts/mock_embeddings.py @@ -0,0 +1,65 @@ +#!/usr/bin/env python3 +"""最小 OpenAI 兼容 embeddings mock —— 无真实 embedding key 时验证 RAG 链路。 +确定性"词法向量"：把文本的字 + 字bigram 哈希进固定维向量并归一化， +词面重叠越多余弦越高（足以演示"查询召回相关文档"）。真实语义需插真实 embedding API。 + GET /models → 200 + POST /embeddings → {data:[{embedding:[...]}]} +用法: python3 scripts/mock_embeddings.py 11888 +""" +import hashlib +import json +import math +import sys +from http.server import BaseHTTPRequestHandler, HTTPServer + +DIM = 256 + + +def embed(text: str): + vec = [0.0] * DIM + t = text.strip() + toks = list(t) + [t[i:i + 2] for i in range(len(t) - 1)] # 字 + 字bigram + for tok in toks: + h = int(hashlib.md5(tok.encode("utf-8")).hexdigest(), 16) + vec[h % DIM] += 1.0 + norm = math.sqrt(sum(x * x for x in vec)) or 1.0 + return [x / norm for x in vec] + + +class H(BaseHTTPRequestHandler): + def log_message(self, *a): + pass + + def do_GET(self): + if self.path.endswith("/models"): + body = json.dumps({"object": "list", "data": [{"id": "mock-embed"}]}).encode() + self.send_response(200) + self.send_header("Content-Type", "application/json") + self.send_header("Content-Length", str(len(body))) + self.end_headers() + self.wfile.write(body) + else: + self.send_response(404) + self.end_headers() + + def do_POST(self): + n = int(self.headers.get("Content-Length", 0)) + req = json.loads(self.rfile.read(n) or b"{}") + inp = req.get("input", []) + if isinstance(inp, str): + inp = [inp] + data = [{"object": "embedding", "index": i, "embedding": embed(t)} for i, t in enumerate(inp)] + body = json.dumps({"object": "list", "data": data, "model": req.get("model", "mock-embed")}).encode() + sys.stderr.write(f"[mock-embed] /embeddings n={len(inp)} dim={DIM}\n") + sys.stderr.flush() + self.send_response(200) + self.send_header("Content-Type", "application/json") + self.send_header("Content-Length", str(len(body))) + self.end_headers() + self.wfile.write(body) + + +if __name__ == "__main__": + port = int(sys.argv[1]) if len(sys.argv) > 1 else 11888 + print(f"[mock-embed] listening on :{port} (dim={DIM})") + HTTPServer(("127.0.0.1", port), H).serve_forever() diff --git a/sundynix-gateway/internal/handler/kb.go b/sundynix-gateway/internal/handler/kb.go new file mode 100644 index 0000000..10869c8 --- /dev/null +++ b/sundynix-gateway/internal/handler/kb.go @@ -0,0 +1,33 @@ +package handler + +import ( + "net/http" + + "github.com/gin-gonic/gin" + + "github.com/sundynix/sundynix-shared/contract" +) + +// KbIngest: POST /api/v1/kb/ingest —— 把文本入库到知识库（→ mcp-go kb_ingest → 切块/embedding/Milvus）。 +// 供知识库管理页/脚本调用。 +func (h *Handler) KbIngest(c *gin.Context) { + var body struct { + KB string `json:"kb"` + Text string `json:"text"` + } + if err := c.ShouldBindJSON(&body); err != nil || body.Text == "" { + c.JSON(http.StatusBadRequest, gin.H{"error": "text required"}) + return + } + res, err := h.bus.CallTool(c.Request.Context(), contract.ToolSubjectGo("kb_ingest"), + &contract.ToolCall{Tool: "kb_ingest", Args: map[string]any{"kb": body.KB, "text": body.Text}}) + if err != nil { + c.JSON(http.StatusBadGateway, gin.H{"error": err.Error()}) + return + } + if !res.OK { + c.JSON(http.StatusUnprocessableEntity, gin.H{"error": res.Error}) + return + } + c.JSON(http.StatusOK, gin.H{"status": "ok", "message": res.Content}) +} diff --git a/sundynix-gateway/internal/router/router.go b/sundynix-gateway/internal/router/router.go index fa2d329..e9d16ab 100644 --- a/sundynix-gateway/internal/router/router.go +++ b/sundynix-gateway/internal/router/router.go @@ -23,6 +23,7 @@ func New(db *store.Postgres, cache *store.Redis, bus *nats.Bus) *gin.Engine { api.POST("/tasks", h.SubmitTask) // 1. 解析 DSL 并 Publish 到 NATS api.GET("/tasks/:id/stream", h.StreamTask) // 4. SSE/WS 回流 Token Stream api.PUT("/memory", h.SetMemory) // 偏好记忆登记（→ mcp-go memory_upsert） + api.POST("/kb/ingest", h.KbIngest) // 知识库入库（→ mcp-go kb_ingest，RAG） api.GET("/billing", h.Billing) // 运维控制面：LLM 模型配置（独立运维控制台调用）。 diff --git a/sundynix-mcp-go/cmd/server/main.go b/sundynix-mcp-go/cmd/server/main.go index 63eca57..f7d80f1 100644 --- a/sundynix-mcp-go/cmd/server/main.go +++ b/sundynix-mcp-go/cmd/server/main.go @@ -13,6 +13,7 @@ import ( "github.com/sundynix/sundynix-mcp-go/internal/history" "github.com/sundynix/sundynix-mcp-go/internal/mcp" "github.com/sundynix/sundynix-mcp-go/internal/memory" + "github.com/sundynix/sundynix-mcp-go/internal/rag" "github.com/sundynix/sundynix-mcp-go/internal/search" ) @@ -20,6 +21,10 @@ func main() { natsURL := envOr("NATS_URL", "nats://localhost:4222") pgDSN := envOr("POSTGRES_DSN", "postgres://sundynix:sundynix@localhost:5432/sundynix?sslmode=disable") redisAddr := envOr("REDIS_ADDR", "localhost:6379") + milvusAddr := envOr("MILVUS_ADDR", "localhost:19530") + embBase := envOr("EMBED_BASE_URL", "") // OpenAI 兼容 embeddings 端点（空=向量检索降级） + embKey := envOr("EMBED_API_KEY", "") + embModel := envOr("EMBED_MODEL", "") b, err := sharedbus.Connect(natsURL) if err != nil { @@ -33,11 +38,14 @@ func main() { defer mem.Close() hist := history.Open(redisAddr) // 会话短期历史：Redis（连不上则降级） defer hist.Close() - gw := mcp.NewGateway(b, engine, mem, hist) ctx, stop := signal.NotifyContext(context.Background(), syscall.SIGINT, syscall.SIGTERM) defer stop() + ragEngine := rag.Open(ctx, milvusAddr, embBase, embKey, embModel) // RAG 核心链：embedding + Milvus + defer ragEngine.Close() + gw := mcp.NewGateway(b, engine, mem, hist, ragEngine) + log.Println("[mcp_go] serving MCP over sundynix.tools.go.* (Ctrl-C to quit)") if err := gw.Serve(ctx); err != nil && err != context.Canceled { log.Fatalf("[mcp_go] exit: %v", err) diff --git a/sundynix-mcp-go/go.mod b/sundynix-mcp-go/go.mod index 74bd705..99e1bba 100644 --- a/sundynix-mcp-go/go.mod +++ b/sundynix-mcp-go/go.mod @@ -3,6 +3,7 @@ module github.com/sundynix/sundynix-mcp-go go 1.24 require ( + github.com/milvus-io/milvus-sdk-go/v2 v2.4.1 github.com/redis/go-redis/v9 v9.20.0 github.com/sundynix/sundynix-shared v0.0.0 gorm.io/driver/postgres v1.6.0 @@ -11,6 +12,13 @@ require ( require ( github.com/cespare/xxhash/v2 v2.3.0 // indirect + github.com/cockroachdb/errors v1.9.1 // indirect + github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f // indirect + github.com/cockroachdb/redact v1.1.3 // indirect + github.com/getsentry/sentry-go v0.12.0 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/protobuf v1.5.2 // indirect + github.com/grpc-ecosystem/go-grpc-middleware v1.3.0 // indirect github.com/jackc/pgpassfile v1.0.0 // indirect github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect github.com/jackc/pgx/v5 v5.6.0 // indirect @@ -18,14 +26,26 @@ require ( github.com/jinzhu/inflection v1.0.0 // indirect github.com/jinzhu/now v1.1.5 // indirect github.com/klauspost/compress v1.17.9 // indirect + github.com/kr/pretty v0.3.0 // indirect + github.com/kr/text v0.2.0 // indirect + github.com/milvus-io/milvus-proto/go-api/v2 v2.4.3 // indirect github.com/nats-io/nats.go v1.37.0 // indirect github.com/nats-io/nkeys v0.4.7 // indirect github.com/nats-io/nuid v1.0.1 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/rogpeppe/go-internal v1.8.1 // indirect + github.com/tidwall/gjson v1.14.4 // indirect + github.com/tidwall/match v1.1.1 // indirect + github.com/tidwall/pretty v1.2.0 // indirect go.uber.org/atomic v1.11.0 // indirect golang.org/x/crypto v0.31.0 // indirect + golang.org/x/net v0.21.0 // indirect golang.org/x/sync v0.10.0 // indirect golang.org/x/sys v0.30.0 // indirect golang.org/x/text v0.21.0 // indirect + google.golang.org/genproto v0.0.0-20220503193339-ba3ae3f07e29 // indirect + google.golang.org/grpc v1.48.0 // indirect + google.golang.org/protobuf v1.30.0 // indirect ) replace github.com/sundynix/sundynix-shared => ../sundynix-shared diff --git a/sundynix-mcp-go/go.sum b/sundynix-mcp-go/go.sum index bef4478..ef3f8b9 100644 --- a/sundynix-mcp-go/go.sum +++ b/sundynix-mcp-go/go.sum @@ -1,12 +1,131 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +github.com/AndreasBriese/bbloom v0.0.0-20190306092124-e2d15f34fcf9/go.mod h1:bOvUY6CB00SOBii9/FifXqc0awNKxLFCL/+pkDPuyl8= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/CloudyKit/fastprinter v0.0.0-20200109182630-33d98a066a53/go.mod h1:+3IMCy2vIlbG1XG/0ggNQv0SvxCAIpPM5b1nCz56Xno= +github.com/CloudyKit/jet/v3 v3.0.0/go.mod h1:HKQPgSJmdK8hdoAbKUUWajkHyHo4RaU5rMdUywE7VMo= +github.com/Joker/hpp v1.0.0/go.mod h1:8x5n+M1Hp5hC0g8okX3sR3vFQwynaX/UgSOM9MeBKzY= +github.com/Shopify/goreferrer v0.0.0-20181106222321-ec9c9a553398/go.mod 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h1:vUw0mrGgrTK+uPHEhAdV4sfFELrByKVGnaVRkXDhtWo= gorm.io/gorm v1.31.1 h1:7CA8FTFz/gRfgqgpeKIBcervUn3xSyPUmr6B2WXJ7kg= gorm.io/gorm v1.31.1/go.mod h1:XyQVbO2k6YkOis7C2437jSit3SsDK72s7n7rsSHd+Gs= +honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= +honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= diff --git a/sundynix-mcp-go/internal/mcp/gateway.go b/sundynix-mcp-go/internal/mcp/gateway.go index 9335854..867852d 100644 --- a/sundynix-mcp-go/internal/mcp/gateway.go +++ b/sundynix-mcp-go/internal/mcp/gateway.go @@ -6,12 +6,14 @@ import ( "encoding/json" "fmt" "log" + "strings" sharedbus "github.com/sundynix/sundynix-shared/bus" "github.com/sundynix/sundynix-shared/contract" "github.com/sundynix/sundynix-mcp-go/internal/history" "github.com/sundynix/sundynix-mcp-go/internal/memory" + "github.com/sundynix/sundynix-mcp-go/internal/rag" "github.com/sundynix/sundynix-mcp-go/internal/search" ) @@ -21,10 +23,11 @@ type Gateway struct { search *search.Hybrid memory *memory.Store history *history.Store + rag *rag.Engine } -func NewGateway(b *sharedbus.Bus, s *search.Hybrid, m *memory.Store, h *history.Store) *Gateway { - return &Gateway{bus: b, search: s, memory: m, history: h} +func NewGateway(b *sharedbus.Bus, s *search.Hybrid, m *memory.Store, h *history.Store, r *rag.Engine) *Gateway { + return &Gateway{bus: b, search: s, memory: m, history: h, rag: r} } // Serve 以队列组通配订阅 sundynix.tools.go.>，按工具名分发并阻塞。 @@ -34,7 +37,7 @@ func (g *Gateway) Serve(ctx context.Context) error { return err } defer func() { _ = unsub() }() - log.Printf("[mcp_go] tools ready on %s (queue=%s): wiki_search, memory_get, memory_upsert, history_get, history_append, echo", + log.Printf("[mcp_go] tools ready on %s (queue=%s): wiki_search, kb_ingest, memory_get, memory_upsert, history_get, history_append, echo", contract.SubjectToolsGoAll, contract.QueueToolsGo) <-ctx.Done() return ctx.Err() @@ -46,6 +49,8 @@ func (g *Gateway) dispatch(ctx context.Context, call *contract.ToolCall) *contra switch call.Tool { case "wiki_search": return g.wikiSearch(ctx, call) + case "kb_ingest": + return g.kbIngest(ctx, call) case "memory_get": return g.memoryGet(ctx, call) case "memory_upsert": @@ -110,24 +115,40 @@ func (g *Gateway) memoryUpsert(ctx context.Context, call *contract.ToolCall) *co return &contract.ToolResult{OK: true, Content: fmt.Sprintf("已记住 %s 的「%s」", uid, key)} } -// wikiSearch 调 Hybrid 混合检索引擎。引擎目前为桩（返回空）， -// 这里仍把调用链路做真：真实接入 Bleve/Milvus/Neo4j 后无需改动协议。 +// wikiSearch 经 RAG 引擎做向量检索（embedding + Milvus）。 +// RAG 未就绪时降级返回空命中（不阻断图执行）。 func (g *Gateway) wikiSearch(ctx context.Context, call *contract.ToolCall) *contract.ToolResult { q, _ := call.Args["q"].(string) - results, err := g.search.Query(ctx, q, 5) + kb, _ := call.Args["kb"].(string) + topK := 5 + if v, ok := call.Args["topK"].(float64); ok && v > 0 { + topK = int(v) + } + if !g.rag.Ready() { + return &contract.ToolResult{OK: true, Content: "[wiki_search] RAG 未配置（需 embedding + Milvus），无召回"} + } + hits, err := g.rag.Search(ctx, kb, q, topK) if err != nil { return &contract.ToolResult{OK: false, Error: "wiki_search: " + err.Error()} } - return &contract.ToolResult{ - OK: true, - Content: fmt.Sprintf("[wiki_search] 命中 %d 条（Bleve+Milvus+Neo4j 混合检索桩）查询=%q", len(results), preview(q)), + var b strings.Builder + fmt.Fprintf(&b, "[wiki_search] 命中 %d 条（Milvus 向量检索）：\n", len(hits)) + for i, h := range hits { + fmt.Fprintf(&b, "%d. (%.3f) %s\n", i+1, h.Score, h.Text) } + return &contract.ToolResult{OK: true, Content: strings.TrimRight(b.String(), "\n")} } -func preview(s string) string { - r := []rune(s) - if len(r) > 40 { - return string(r[:40]) + "…" +// kbIngest 把文本入库（切块→embedding→Milvus）。 +func (g *Gateway) kbIngest(ctx context.Context, call *contract.ToolCall) *contract.ToolResult { + kb, _ := call.Args["kb"].(string) + text, _ := call.Args["text"].(string) + if text == "" { + return &contract.ToolResult{OK: false, Error: "kb_ingest: text 必填"} } - return s + n, err := g.rag.Ingest(ctx, kb, text) + if err != nil { + return &contract.ToolResult{OK: false, Error: "kb_ingest: " + err.Error()} + } + return &contract.ToolResult{OK: true, Content: fmt.Sprintf("已入库 %d 块到知识库 %q", n, kb)} } diff --git a/sundynix-mcp-go/internal/rag/embed.go b/sundynix-mcp-go/internal/rag/embed.go new file mode 100644 index 0000000..ebbf64f --- /dev/null +++ b/sundynix-mcp-go/internal/rag/embed.go @@ -0,0 +1,72 @@ +package rag + +import ( + "bytes" + "context" + "encoding/json" + "fmt" + "net/http" + "time" +) + +// embedClient 是 OpenAI 兼容的 embeddings 客户端（provider 抽象）。 +// 开发期指向第三方在线 API 或本地 mock；生产期换自部署/在线 embedding 模型。 +type embedClient struct { + baseURL string + apiKey string + model string + hc *http.Client +} + +func newEmbedClient(baseURL, apiKey, model string) *embedClient { + return &embedClient{ + baseURL: baseURL, + apiKey: apiKey, + model: model, + hc: &http.Client{Timeout: 30 * time.Second}, + } +} + +func (e *embedClient) ready() bool { return e != nil && e.baseURL != "" && e.model != "" } + +// Embed 把若干文本向量化（OpenAI 兼容 /embeddings）。 +func (e *embedClient) Embed(ctx context.Context, texts []string) ([][]float32, error) { + if !e.ready() { + return nil, fmt.Errorf("embedding not configured") + } + body, _ := json.Marshal(map[string]any{"model": e.model, "input": texts}) + req, err := http.NewRequestWithContext(ctx, http.MethodPost, e.baseURL+"/embeddings", bytes.NewReader(body)) + if err != nil { + return nil, err + } + req.Header.Set("Content-Type", "application/json") + if e.apiKey != "" { + req.Header.Set("Authorization", "Bearer "+e.apiKey) + } + resp, err := e.hc.Do(req) + if err != nil { + return nil, fmt.Errorf("embed request: %w", err) + } + defer resp.Body.Close() + if resp.StatusCode >= 400 { + buf := new(bytes.Buffer) + _, _ = buf.ReadFrom(resp.Body) + return nil, fmt.Errorf("embed http %d: %s", resp.StatusCode, buf.String()) + } + var out struct { + Data []struct { + Embedding []float32 `json:"embedding"` + Index int `json:"index"` + } `json:"data"` + } + if err := json.NewDecoder(resp.Body).Decode(&out); err != nil { + return nil, fmt.Errorf("embed decode: %w", err) + } + vecs := make([][]float32, len(out.Data)) + for _, d := range out.Data { + if d.Index >= 0 && d.Index < len(vecs) { + vecs[d.Index] = d.Embedding + } + } + return vecs, nil +} diff --git a/sundynix-mcp-go/internal/rag/milvus.go b/sundynix-mcp-go/internal/rag/milvus.go new file mode 100644 index 0000000..3ca1a1f --- /dev/null +++ b/sundynix-mcp-go/internal/rag/milvus.go @@ -0,0 +1,133 @@ +package rag + +import ( + "context" + "fmt" + "sync" + + "github.com/milvus-io/milvus-sdk-go/v2/client" + "github.com/milvus-io/milvus-sdk-go/v2/entity" +) + +const collection = "sundynix_wiki" // Wiki/知识库向量集合 + +// milvusStore 封装 Milvus 连接与集合管理（集合按首次写入的向量维度懒建）。 +type milvusStore struct { + cli client.Client + mu sync.Mutex + dim int // 已建集合的维度（0=未建） + ok bool // 集合是否就绪 +} + +func openMilvus(ctx context.Context, addr string) (*milvusStore, error) { + cli, err := client.NewClient(ctx, client.Config{Address: addr}) + if err != nil { + return nil, err + } + return &milvusStore{cli: cli}, nil +} + +func (m *milvusStore) close() { + if m != nil && m.cli != nil { + _ = m.cli.Close() + } +} + +// ensure 幂等地按维度 dim 建集合 + 向量索引 + 加载（首次写入时调用）。 +func (m *milvusStore) ensure(ctx context.Context, dim int) error { + m.mu.Lock() + defer m.mu.Unlock() + if m.ok && m.dim == dim { + return nil + } + has, err := m.cli.HasCollection(ctx, collection) + if err != nil { + return err + } + if !has { + schema := entity.NewSchema().WithName(collection).WithDescription("sundynix wiki vectors"). + WithField(entity.NewField().WithName("id").WithDataType(entity.FieldTypeInt64).WithIsPrimaryKey(true).WithIsAutoID(true)). + WithField(entity.NewField().WithName("kb").WithDataType(entity.FieldTypeVarChar).WithMaxLength(64)). + WithField(entity.NewField().WithName("text").WithDataType(entity.FieldTypeVarChar).WithMaxLength(8192)). + WithField(entity.NewField().WithName("vector").WithDataType(entity.FieldTypeFloatVector).WithDim(int64(dim))) + if err := m.cli.CreateCollection(ctx, schema, 1); err != nil { + return fmt.Errorf("create collection: %w", err) + } + idx, _ := entity.NewIndexAUTOINDEX(entity.COSINE) + if err := m.cli.CreateIndex(ctx, collection, "vector", idx, false); err != nil { + return fmt.Errorf("create index: %w", err) + } + } + if err := m.cli.LoadCollection(ctx, collection, false); err != nil { + return fmt.Errorf("load collection: %w", err) + } + m.dim, m.ok = dim, true + return nil +} + +// insert 写入若干 (kb, text, vector)。 +func (m *milvusStore) insert(ctx context.Context, kb string, texts []string, vecs [][]float32) error { + if len(vecs) == 0 { + return nil + } + if err := m.ensure(ctx, len(vecs[0])); err != nil { + return err + } + kbs := make([]string, len(texts)) + for i := range kbs { + kbs[i] = kb + } + _, err := m.cli.Insert(ctx, collection, "", + entity.NewColumnVarChar("kb", kbs), + entity.NewColumnVarChar("text", texts), + entity.NewColumnFloatVector("vector", len(vecs[0]), vecs), + ) + if err != nil { + return fmt.Errorf("insert: %w", err) + } + return m.cli.Flush(ctx, collection, false) +} + +// Hit 是一条检索结果。 +type Hit struct { + Text string + Score float32 +} + +// search 用查询向量做 topK 向量检索（可按 kb 过滤）。 +func (m *milvusStore) search(ctx context.Context, kb string, qvec []float32, topK int) ([]Hit, error) { + if !m.ok { + // 集合未建（还没入过库）→ 尝试确保（按查询维度），无则空结果。 + if err := m.ensure(ctx, len(qvec)); err != nil { + return nil, nil + } + } + expr := "" + if kb != "" { + expr = fmt.Sprintf("kb == \"%s\"", kb) + } + sp, _ := entity.NewIndexAUTOINDEXSearchParam(1) + results, err := m.cli.Search(ctx, collection, nil, expr, []string{"text"}, + []entity.Vector{entity.FloatVector(qvec)}, "vector", entity.COSINE, topK, sp) + if err != nil { + return nil, fmt.Errorf("search: %w", err) + } + var hits []Hit + for _, r := range results { + textCol := r.Fields.GetColumn("text") + for i := 0; i < r.ResultCount; i++ { + text := "" + if textCol != nil { + if s, err := textCol.GetAsString(i); err == nil { + text = s + } + } + var score float32 + if i < len(r.Scores) { + score = r.Scores[i] + } + hits = append(hits, Hit{Text: text, Score: score}) + } + } + return hits, nil +} diff --git a/sundynix-mcp-go/internal/rag/rag.go b/sundynix-mcp-go/internal/rag/rag.go new file mode 100644 index 0000000..9758d49 --- /dev/null +++ b/sundynix-mcp-go/internal/rag/rag.go @@ -0,0 +1,97 @@ +// Package rag 实现 RAG 核心链：embedding(provider 抽象) + Milvus 向量库 + 入库/检索。 +// 是 LLM Wiki 混合检索的向量路；Bleve/Neo4j 融合为后续扩展。 +package rag + +import ( + "context" + "errors" + "log" + "strings" +) + +// Engine 聚合 embedding 与 Milvus，对外提供入库/检索。 +type Engine struct { + emb *embedClient + mv *milvusStore +} + +// Open 建立 RAG 引擎。embedding 未配 / Milvus 连不上 → 降级（检索返回空，不阻断工具服务）。 +func Open(ctx context.Context, milvusAddr, embBase, embKey, embModel string) *Engine { + e := &Engine{} + if embBase != "" && embModel != "" { + e.emb = newEmbedClient(embBase, embKey, embModel) + log.Printf("[rag] embedding: %s model=%s", embBase, embModel) + } else { + log.Println("[rag] embedding 未配置，向量检索降级") + } + if milvusAddr != "" { + mv, err := openMilvus(ctx, milvusAddr) + if err != nil { + log.Printf("[rag] Milvus 不可用，向量检索降级: %v", err) + } else { + e.mv = mv + log.Printf("[rag] Milvus connected %s", milvusAddr) + } + } + return e +} + +// Ready 报告 RAG 是否可用（embedding + Milvus 均就绪）。 +func (e *Engine) Ready() bool { return e.emb.ready() && e.mv != nil } + +// Ingest 把一段文本切块 → 向量化 → 写入 Milvus，返回块数。 +func (e *Engine) Ingest(ctx context.Context, kb, text string) (int, error) { + if !e.Ready() { + return 0, errors.New("rag 未配置（需 embedding + Milvus）") + } + chunks := chunk(text) + if len(chunks) == 0 { + return 0, nil + } + vecs, err := e.emb.Embed(ctx, chunks) + if err != nil { + return 0, err + } + if err := e.mv.insert(ctx, kb, chunks, vecs); err != nil { + return 0, err + } + return len(chunks), nil +} + +// Search 向量化查询 → Milvus topK 检索。降级时返回空。 +func (e *Engine) Search(ctx context.Context, kb, query string, topK int) ([]Hit, error) { + if !e.Ready() { + return nil, nil + } + if topK <= 0 { + topK = 5 + } + vecs, err := e.emb.Embed(ctx, []string{query}) + if err != nil || len(vecs) == 0 { + return nil, err + } + return e.mv.search(ctx, kb, vecs[0], topK) +} + +func (e *Engine) Close() { + if e.mv != nil { + e.mv.close() + } +} + +// chunk 朴素切块：按行切，去空白；过长再按长度切。真实系统应做版面/语义切块。 +func chunk(text string) []string { + var out []string + for _, line := range strings.Split(text, "\n") { + s := strings.TrimSpace(line) + if s == "" { + continue + } + for len(s) > 2000 { + out = append(out, s[:2000]) + s = s[2000:] + } + out = append(out, s) + } + return out +}