From 88ba6f5abfa1105c375b9b34e7b146f809411706 Mon Sep 17 00:00:00 2001 From: Eli Bendersky Date: Tue, 27 Aug 2024 07:23:38 -0700 Subject: [PATCH] ragserver: add ragserver-genkit variant Change-Id: I9e34c00ea00a01190e898c4de236061da1e1f55e Reviewed-on: https://go-review.googlesource.com/c/example/+/608737 Auto-Submit: Eli Bendersky TryBot-Bypass: Eli Bendersky Reviewed-by: Jonathan Amsterdam Reviewed-by: Eli Bendersky Reviewed-by: Ian Lance Taylor --- ragserver/README.md | 4 +- ragserver/ragserver-genkit/go.mod | 72 ++++++ ragserver/ragserver-genkit/go.sum | 346 +++++++++++++++++++++++++++++ ragserver/ragserver-genkit/json.go | 41 ++++ ragserver/ragserver-genkit/main.go | 183 +++++++++++++++ ragserver/tests/query.sh | 2 +- 6 files changed, 646 insertions(+), 2 deletions(-) create mode 100644 ragserver/ragserver-genkit/go.mod create mode 100644 ragserver/ragserver-genkit/go.sum create mode 100644 ragserver/ragserver-genkit/json.go create mode 100644 ragserver/ragserver-genkit/main.go diff --git a/ragserver/README.md b/ragserver/README.md index a5b209ee..41c4d01f 100644 --- a/ragserver/README.md +++ b/ragserver/README.md @@ -23,7 +23,7 @@ Weaviate has the be installed locally; the easiest way to do so is by using /add/: POST {"documents": [{"text": "..."}, {"text": "..."}, ...]} response: OK (no body) -/query/: GET {"content": "..."} +/query/: POST {"content": "..."} response: model response as a string ``` @@ -33,6 +33,8 @@ Weaviate has the be installed locally; the easiest way to do so is by using 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. +* `ragserver-genkit`: uses [Genkit Go](https://firebase.google.com/docs/genkit-go/get-started-go) + to interact with Weaviate and Google's LLM and embedding models. ## Usage diff --git a/ragserver/ragserver-genkit/go.mod b/ragserver/ragserver-genkit/go.mod new file mode 100644 index 00000000..53b3d59e --- /dev/null +++ b/ragserver/ragserver-genkit/go.mod @@ -0,0 +1,72 @@ +module golang.org/x/example/ragserver/ragserver-genkit + +go 1.23.0 + +require github.com/firebase/genkit/go v0.1.1 + +require ( + cloud.google.com/go v0.115.0 // indirect + cloud.google.com/go/ai v0.8.1-0.20240711230438-265963bd5b91 // indirect + cloud.google.com/go/auth v0.7.0 // indirect + cloud.google.com/go/auth/oauth2adapt v0.2.2 // indirect + cloud.google.com/go/compute/metadata v0.4.0 // indirect + cloud.google.com/go/longrunning v0.5.9 // 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/bahlo/generic-list-go v0.2.0 // indirect + github.com/buger/jsonparser v1.1.1 // 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 v0.19.5 // 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 v0.23.0 // indirect + github.com/go-openapi/swag v0.22.3 // 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 v0.16.1-0.20240711222609-09946422abc6 // 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 v2.12.5 // indirect + github.com/invopop/jsonschema v0.12.0 // 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/weaviate/weaviate v1.26.0-rc.1 // indirect + github.com/weaviate/weaviate-go-client/v4 v4.15.0 // indirect + github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect + github.com/xeipuuv/gojsonpointer v0.0.0-20190905194746-02993c407bfb // indirect + github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect + github.com/xeipuuv/gojsonschema v1.2.0 // 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/sdk v1.26.0 // indirect + go.opentelemetry.io/otel/trace v1.26.0 // indirect + golang.org/x/crypto v0.25.0 // indirect + golang.org/x/exp v0.0.0-20240318143956-a85f2c67cd81 // indirect + golang.org/x/net v0.27.0 // indirect + golang.org/x/oauth2 v0.21.0 // indirect + golang.org/x/sync v0.7.0 // indirect + golang.org/x/sys v0.22.0 // indirect + golang.org/x/text v0.16.0 // indirect + golang.org/x/time v0.5.0 // indirect + google.golang.org/api v0.188.0 // indirect + google.golang.org/genproto/googleapis/api v0.0.0-20240701130421-f6361c86f094 // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20240708141625-4ad9e859172b // indirect + google.golang.org/grpc v1.65.0 // indirect + google.golang.org/protobuf v1.34.2 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect +) diff --git a/ragserver/ragserver-genkit/go.sum b/ragserver/ragserver-genkit/go.sum new file mode 100644 index 00000000..65e37686 --- 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v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= +gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= +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/ragserver/ragserver-genkit/json.go b/ragserver/ragserver-genkit/json.go new file mode 100644 index 00000000..e19a6894 --- /dev/null +++ b/ragserver/ragserver-genkit/json.go @@ -0,0 +1,41 @@ +// 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(req *http.Request, target any) 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() + return dec.Decode(target) +} + +// renderJSON renders 'v' as JSON and writes it as a response into w. +func renderJSON(w http.ResponseWriter, v any) { + 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-genkit/main.go b/ragserver/ragserver-genkit/main.go new file mode 100644 index 00000000..fdddb634 --- /dev/null +++ b/ragserver/ragserver-genkit/main.go @@ -0,0 +1,183 @@ +// 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 the Genkit package. See the accompanying README file for +// additional details. +package main + +import ( + "cmp" + "context" + "fmt" + "log" + "net/http" + "os" + "strings" + + "github.com/firebase/genkit/go/ai" + "github.com/firebase/genkit/go/plugins/googleai" + "github.com/firebase/genkit/go/plugins/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() + err := googleai.Init(ctx, &googleai.Config{ + APIKey: os.Getenv("GEMINI_API_KEY"), + }) + if err != nil { + log.Fatal(err) + } + + wvConfig := &weaviate.ClientConfig{ + Scheme: "http", + Addr: "localhost:" + cmp.Or(os.Getenv("WVPORT"), "9035"), + } + _, err = weaviate.Init(ctx, wvConfig) + if err != nil { + log.Fatal(err) + } + + classConfig := &weaviate.ClassConfig{ + Class: "Document", + Embedder: googleai.Embedder(embeddingModelName), + } + indexer, retriever, err := weaviate.DefineIndexerAndRetriever(ctx, *classConfig) + if err != nil { + log.Fatal(err) + } + + model := googleai.Model(generativeModelName) + if model == nil { + log.Fatal("unable to set up gemini-1.5-flash model") + } + + server := &ragServer{ + ctx: ctx, + indexer: indexer, + retriever: retriever, + model: model, + } + + mux := http.NewServeMux() + mux.HandleFunc("POST /add/", server.addDocumentsHandler) + mux.HandleFunc("POST /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 + indexer ai.Indexer + retriever ai.Retriever + model ai.Model +} + +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(req, ar) + if err != nil { + http.Error(w, err.Error(), http.StatusBadRequest) + return + } + + // Convert request documents into Weaviate documents used for embedding. + var wvDocs []*ai.Document + for _, doc := range ar.Documents { + wvDocs = append(wvDocs, ai.DocumentFromText(doc.Text, nil)) + } + + // Index the requested documents. + err = ai.Index(rs.ctx, rs.indexer, ai.WithIndexerDocs(wvDocs...)) + if err != nil { + http.Error(w, fmt.Errorf("indexing: %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(req, qr) + if err != nil { + http.Error(w, err.Error(), http.StatusBadRequest) + return + } + + // Find the most similar documents using the retriever. + resp, err := ai.Retrieve(rs.ctx, + rs.retriever, + ai.WithRetrieverDoc(ai.DocumentFromText(qr.Content, nil)), + ai.WithRetrieverOpts(&weaviate.RetrieverOptions{ + Count: 3, + })) + if err != nil { + http.Error(w, fmt.Errorf("retrieval: %w", err).Error(), http.StatusInternalServerError) + return + } + + var docsContents []string + for _, d := range resp.Documents { + docsContents = append(docsContents, d.Content[0].Text) + } + + // Creata a RAG query for the LLM with the most relevant documents as + // context. + ragQuery := fmt.Sprintf(ragTemplateStr, qr.Content, strings.Join(docsContents, "\n")) + genResp, err := ai.Generate(rs.ctx, rs.model, ai.WithTextPrompt(ragQuery)) + if err != nil { + log.Printf("calling generative model: %v", err.Error()) + http.Error(w, "generative model error", http.StatusInternalServerError) + return + } + + if len(genResp.Candidates) != 1 { + log.Printf("got %v candidates, expected 1", len(genResp.Candidates)) + http.Error(w, "generative model error", http.StatusInternalServerError) + return + } + + renderJSON(w, genResp.Text()) +} + +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 +` diff --git a/ragserver/tests/query.sh b/ragserver/tests/query.sh index 9013eb9c..3a0c53cd 100755 --- a/ragserver/tests/query.sh +++ b/ragserver/tests/query.sh @@ -18,7 +18,7 @@ PAYLOAD=$(echo "{\"content\": \"$QUERY_CONTENT\"}") # Send the request echo "$PAYLOAD" | tr -d "\n" | curl \ - -X GET \ + -X POST \ -H 'Content-Type: application/json' \ -d @- \ http://localhost:9020/query/ | sed 's/\\n/\n/g'