ragserver: add ragserver-langchaingo variant Change-Id: I76c6fc25ee8cf6a8c97ed23502b116aa3d3a6041 Reviewed-on: https://go-review.googlesource.com/c/example/+/608735 Reviewed-by: Ian Lance Taylor <iant@google.com> TryBot-Bypass: Eli Bendersky <eliben@google.com> Reviewed-by: Eli Bendersky <eliben@google.com> Auto-Submit: Eli Bendersky <eliben@google.com>
diff --git a/ragserver/README.md b/ragserver/README.md index 2ccfdc0..a5b209e 100644 --- a/ragserver/README.md +++ b/ragserver/README.md
@@ -31,6 +31,8 @@ * `ragserver`: uses the Google AI Go SDK directly for LLM calls and embeddings, and the Weaviate Go client library directly for interacting with Weaviate. +* `ragserver-langchaingo`: uses [LangChain for Go](https://github.com/tmc/langchaingo) + to interact with Weaviate and Google's LLM and embedding models. ## Usage
diff --git a/ragserver/ragserver-langchaingo/go.mod b/ragserver/ragserver-langchaingo/go.mod new file mode 100644 index 0000000..e17ac4d --- /dev/null +++ b/ragserver/ragserver-langchaingo/go.mod
@@ -0,0 +1,70 @@ +module golang.org/x/example/ragserver/ragserver-langchaingo + +go 1.23.0 + +require github.com/tmc/langchaingo v0.1.12 + +require ( + cloud.google.com/go v0.113.0 // indirect + cloud.google.com/go/ai v0.6.0 // indirect + cloud.google.com/go/aiplatform v1.67.0 // indirect + cloud.google.com/go/auth v0.4.1 // indirect + cloud.google.com/go/auth/oauth2adapt v0.2.2 // indirect + cloud.google.com/go/compute/metadata v0.3.0 // indirect + cloud.google.com/go/iam v1.1.7 // indirect + cloud.google.com/go/longrunning v0.5.7 // indirect + cloud.google.com/go/vertexai v0.10.0 // indirect + github.com/PuerkitoBio/purell v1.1.1 // indirect + github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 // indirect + github.com/asaskevich/govalidator v0.0.0-20230301143203-a9d515a09cc2 // indirect + github.com/dlclark/regexp2 v1.10.0 // indirect + github.com/felixge/httpsnoop v1.0.4 // indirect + github.com/go-logr/logr v1.4.1 // indirect + github.com/go-logr/stdr v1.2.2 // indirect + github.com/go-openapi/analysis v0.21.2 // indirect + github.com/go-openapi/errors v0.22.0 // indirect + github.com/go-openapi/jsonpointer v0.19.6 // indirect + github.com/go-openapi/jsonreference v0.19.6 // indirect + github.com/go-openapi/loads v0.21.1 // indirect + github.com/go-openapi/spec v0.20.4 // indirect + github.com/go-openapi/strfmt v0.21.3 // indirect + github.com/go-openapi/swag v0.22.4 // indirect + github.com/go-openapi/validate v0.21.0 // indirect + github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect + github.com/golang/protobuf v1.5.4 // indirect + github.com/google/generative-ai-go v0.14.0 // indirect + github.com/google/s2a-go v0.1.7 // indirect + github.com/google/uuid v1.6.0 // indirect + github.com/googleapis/enterprise-certificate-proxy v0.3.2 // indirect + github.com/googleapis/gax-go/v2 v2.12.4 // indirect + github.com/josharian/intern v1.0.0 // indirect + github.com/mailru/easyjson v0.7.7 // indirect + github.com/mitchellh/mapstructure v1.5.0 // indirect + github.com/oklog/ulid v1.3.1 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/pkoukk/tiktoken-go v0.1.6 // indirect + github.com/weaviate/weaviate v1.24.1 // indirect + github.com/weaviate/weaviate-go-client/v4 v4.13.1 // indirect + go.mongodb.org/mongo-driver v1.14.0 // indirect + go.opencensus.io v0.24.0 // indirect + go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.51.0 // indirect + go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.51.0 // indirect + go.opentelemetry.io/otel v1.26.0 // indirect + go.opentelemetry.io/otel/metric v1.26.0 // indirect + go.opentelemetry.io/otel/trace v1.26.0 // indirect + golang.org/x/crypto v0.23.0 // indirect + golang.org/x/exp v0.0.0-20230713183714-613f0c0eb8a1 // indirect + golang.org/x/net v0.25.0 // indirect + golang.org/x/oauth2 v0.20.0 // indirect + golang.org/x/sync v0.7.0 // indirect + golang.org/x/sys v0.20.0 // indirect + golang.org/x/text v0.15.0 // indirect + golang.org/x/time v0.5.0 // indirect + google.golang.org/api v0.180.0 // indirect + google.golang.org/genproto v0.0.0-20240401170217-c3f982113cda // indirect + google.golang.org/genproto/googleapis/api v0.0.0-20240513163218-0867130af1f8 // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20240509183442-62759503f434 // indirect + google.golang.org/grpc v1.64.0 // indirect + google.golang.org/protobuf v1.34.1 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect +)
diff --git a/ragserver/ragserver-langchaingo/go.sum b/ragserver/ragserver-langchaingo/go.sum new file mode 100644 index 0000000..fe63ea8 --- /dev/null +++ b/ragserver/ragserver-langchaingo/go.sum
@@ -0,0 +1,465 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.113.0 h1:g3C70mn3lWfckKBiCVsAshabrDg01pQ0pnX1MNtnMkA= +cloud.google.com/go v0.113.0/go.mod h1:glEqlogERKYeePz6ZdkcLJ28Q2I6aERgDDErBg9GzO8= +cloud.google.com/go/ai v0.6.0 h1:QWjb2UoaM15e51IMeLuIUFyWxooKOKDb66Mk47zZ2/g= +cloud.google.com/go/ai v0.6.0/go.mod h1:6/mrRq6aJdK7MZH76ZvcMpESiAiha5aRvurmroiOrgI= +cloud.google.com/go/aiplatform v1.67.0 h1:YWeqD4BjYwrmY4fa+isGcw0P81lJ3dKVxbWxdBchoiU= +cloud.google.com/go/aiplatform v1.67.0/go.mod h1:s/sJ6btBEr6bKnrNWdK9ZgHCvwbZNdP90b3DDtxxw+Y= +cloud.google.com/go/auth v0.4.1 h1:Z7YNIhlWRtrnKlZke7z3GMqzvuYzdc2z98F9D1NV5Hg= +cloud.google.com/go/auth v0.4.1/go.mod h1:QVBuVEKpCn4Zp58hzRGvL0tjRGU0YqdRTdCHM1IHnro= +cloud.google.com/go/auth/oauth2adapt v0.2.2 h1:+TTV8aXpjeChS9M+aTtN/TjdQnzJvmzKFt//oWu7HX4= +cloud.google.com/go/auth/oauth2adapt v0.2.2/go.mod h1:wcYjgpZI9+Yu7LyYBg4pqSiaRkfEK3GQcpb7C/uyF1Q= 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diff --git a/ragserver/ragserver-langchaingo/json.go b/ragserver/ragserver-langchaingo/json.go new file mode 100644 index 0000000..c0bb7ce --- /dev/null +++ b/ragserver/ragserver-langchaingo/json.go
@@ -0,0 +1,44 @@ +// Copyright 2024 The Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +package main + +import ( + "encoding/json" + "fmt" + "mime" + "net/http" +) + +// readRequestJSON expects req to have a JSON content type with a body that +// contains a JSON-encoded value complying with the underlying type of target. +// It populates target, or returns an error. +func readRequestJSON(target any, req *http.Request) error { + contentType := req.Header.Get("Content-Type") + mediaType, _, err := mime.ParseMediaType(contentType) + if err != nil { + return err + } + if mediaType != "application/json" { + return fmt.Errorf("expect application/json Content-Type, got %s", mediaType) + } + + dec := json.NewDecoder(req.Body) + dec.DisallowUnknownFields() + if err := dec.Decode(target); err != nil { + return err + } + return nil +} + +// renderJSON renders 'v' as JSON and writes it as a response into w. +func renderJSON(w http.ResponseWriter, v interface{}) { + js, err := json.Marshal(v) + if err != nil { + http.Error(w, err.Error(), http.StatusInternalServerError) + return + } + w.Header().Set("Content-Type", "application/json") + w.Write(js) +}
diff --git a/ragserver/ragserver-langchaingo/main.go b/ragserver/ragserver-langchaingo/main.go new file mode 100644 index 0000000..86aad2c --- /dev/null +++ b/ragserver/ragserver-langchaingo/main.go
@@ -0,0 +1,160 @@ +// Copyright 2024 The Go Authors. All rights reserved. +// Use of this source code is governed by a BSD-style +// license that can be found in the LICENSE file. + +// Command ragserver is an HTTP server that implements RAG (Retrieval +// Augmented Generation) using the Gemini model and Weaviate, which +// are accessed using LangChainGo. See the accompanying README file for +// additional details. +package main + +import ( + "cmp" + "context" + "fmt" + "log" + "net/http" + "os" + "strings" + + "github.com/tmc/langchaingo/embeddings" + "github.com/tmc/langchaingo/llms" + "github.com/tmc/langchaingo/llms/googleai" + "github.com/tmc/langchaingo/schema" + "github.com/tmc/langchaingo/vectorstores/weaviate" +) + +const generativeModelName = "gemini-1.5-flash" +const embeddingModelName = "text-embedding-004" + +// This is a standard Go HTTP server. Server state is in the ragServer struct. +// The `main` function connects to the required services (Weaviate and Google +// AI), initializes the server state and registers HTTP handlers. +func main() { + ctx := context.Background() + apiKey := os.Getenv("GEMINI_API_KEY") + geminiClient, err := googleai.New(ctx, + googleai.WithAPIKey(apiKey), + googleai.WithDefaultEmbeddingModel(embeddingModelName)) + if err != nil { + log.Fatal(err) + } + + emb, err := embeddings.NewEmbedder(geminiClient) + if err != nil { + log.Fatal(err) + } + + wvStore, err := weaviate.New( + weaviate.WithEmbedder(emb), + weaviate.WithScheme("http"), + weaviate.WithHost("localhost:"+cmp.Or(os.Getenv("WVPORT"), "9035")), + weaviate.WithIndexName("Document"), + ) + + server := &ragServer{ + ctx: ctx, + wvStore: wvStore, + geminiClient: geminiClient, + } + + mux := http.NewServeMux() + mux.HandleFunc("POST /add/", server.addDocumentsHandler) + mux.HandleFunc("GET /query/", server.queryHandler) + + port := cmp.Or(os.Getenv("SERVERPORT"), "9020") + address := "localhost:" + port + log.Println("listening on", address) + log.Fatal(http.ListenAndServe(address, mux)) +} + +type ragServer struct { + ctx context.Context + wvStore weaviate.Store + geminiClient *googleai.GoogleAI +} + +func (rs *ragServer) addDocumentsHandler(w http.ResponseWriter, req *http.Request) { + // Parse HTTP request from JSON. + type document struct { + Text string + } + type addRequest struct { + Documents []document + } + ar := &addRequest{} + + err := readRequestJSON(ar, req) + if err != nil { + http.Error(w, err.Error(), http.StatusBadRequest) + return + } + + // Store documents and their embeddings in weaviate + var wvDocs []schema.Document + for _, doc := range ar.Documents { + wvDocs = append(wvDocs, schema.Document{PageContent: doc.Text}) + } + _, err = rs.wvStore.AddDocuments(rs.ctx, wvDocs) + if err != nil { + http.Error(w, err.Error(), http.StatusInternalServerError) + return + } +} + +func (rs *ragServer) queryHandler(w http.ResponseWriter, req *http.Request) { + // Parse HTTP request from JSON. + type queryRequest struct { + Content string + } + qr := &queryRequest{} + err := readRequestJSON(qr, req) + if err != nil { + http.Error(w, err.Error(), http.StatusBadRequest) + return + } + + // Find the most similar documents. + docs, err := rs.wvStore.SimilaritySearch(rs.ctx, qr.Content, 3) + if err != nil { + http.Error(w, fmt.Errorf("similarity search: %w", err).Error(), http.StatusInternalServerError) + return + } + var docsContents []string + for _, doc := range docs { + docsContents = append(docsContents, doc.PageContent) + } + + // Creata a RAG query for the LLM with the most relevant documents as + // context. + ragQuery := fmt.Sprintf(ragTemplateStr, qr.Content, strings.Join(docsContents, "\n")) + respText, err := llms.GenerateFromSinglePrompt(rs.ctx, rs.geminiClient, ragQuery, llms.WithModel(generativeModelName)) + if err != nil { + log.Printf("calling generative model: %v", err.Error()) + http.Error(w, "generative model error", http.StatusInternalServerError) + return + } + + renderJSON(w, respText) +} + +const ragTemplateStr = ` +I will ask you a question and will provide some additional context information. +Assume this context information is factual and correct, as part of internal +documentation. +If the question relates to the context, answer it using the context. +If the question does not relate to the context, answer it as normal. + +For example, let's say the context has nothing in it about tropical flowers; +then if I ask you about tropical flowers, just answer what you know about them +without referring to the context. + +For example, if the context does mention minerology and I ask you about that, +provide information from the context along with general knowledge. + +Question: +%s + +Context: +%s +`