From ecd3c3e2e9329535f28a530a3fdaa62ef720916d Mon Sep 17 00:00:00 2001 From: Eric Schmidt Date: Mon, 25 Nov 2024 23:41:39 +0000 Subject: [PATCH] feat: created predict endpoint --- Dockerfile | 4 +- docs/server.md | 25 ++++++ server/{ => ai}/vertex.go | 101 +++++++++++++++++----- server/{ => ai}/vertex_test.go | 4 +- server/db.go | 12 +-- server/{ => generated}/conversation.pb.go | 2 +- server/go.mod | 2 +- server/main | Bin 0 -> 45704256 bytes server/main.go | 61 +++++++++---- services/evaluations/evaluations.py | 4 +- services/evaluations/herodotus_model.py | 19 ++++ 11 files changed, 184 insertions(+), 50 deletions(-) rename server/{ => ai}/vertex.go (73%) rename server/{ => ai}/vertex_test.go (92%) rename server/{ => generated}/conversation.pb.go (99%) create mode 100755 server/main create mode 100644 services/evaluations/herodotus_model.py diff --git a/Dockerfile b/Dockerfile index 931af1e..f179bbe 100644 --- a/Dockerfile +++ b/Dockerfile @@ -16,7 +16,9 @@ COPY site/css ./site/css COPY site/html ./site/html COPY prompts ./server/templates COPY server/favicon.ico ./server/favicon.ico -COPY server/* ./server +COPY server/generated ./server/generated +COPY server/ai ./server/ai +COPY server/*.go ./server COPY server/go.mod server/go.sum ./server/ WORKDIR /server diff --git a/docs/server.md b/docs/server.md index 08a5a67..e0077df 100644 --- a/docs/server.md +++ b/docs/server.md @@ -46,3 +46,28 @@ $ docker tag myherodotus us-west1-docker.pkg.dev/${PROJECT_ID}/my-herodotus/base $ docker push us-west1-docker.pkg.dev/${PROJECT_ID}/my-herodotus/base-image:${SEMVER} ``` +## Get predictions directly from API + +The MyHerodotus app exposes an API endpoint, `/predict`, that allows callers to send +raw prediction requests to the AI system. + +The following code sample demonstrates how to get a simple prediction from the `predict` +endpoint using `curl`. This assumes that the MyHerodotus app is running locally and +listeningon port `:8080`. + +```sh +curl --header "Content-Type: application/json" \ + --request POST \ + --data '{"message":"I want to go to Greece","model":"gemini"}' \ + http://localhost:8080/predict +``` + +The following code sample demonstrates how to get a simple prediction from the `predict` +endpoint of the deployed Herodotus app using `curl`. + +```sh +curl --header "Content-Type: application/json" \ + --request POST \ + --data '{"message":"I want to go to Greece","model":"gemini"}' \ + https://myherodotus-1025771077852.us-west1.run.app/predict +``` diff --git a/server/vertex.go b/server/ai/vertex.go similarity index 73% rename from server/vertex.go rename to server/ai/vertex.go index 5154017..dd89a91 100644 --- a/server/vertex.go +++ b/server/ai/vertex.go @@ -1,4 +1,4 @@ -package main +package ai import ( "bytes" @@ -17,6 +17,8 @@ import ( "cloud.google.com/go/vertexai/genai" "google.golang.org/api/option" "google.golang.org/protobuf/types/known/structpb" + + "github.com/telpirion/MyHerodotus/generated" ) const ( @@ -29,7 +31,30 @@ const ( MaxGemmaTokens int32 = 2048 ) -var cachedContext string = "" +var ( + cachedContext = "" + convoContext = "" +) + +type Modality int + +const ( + Gemini Modality = iota + GeminiTuned + Gemma + AgentAssisted + EmbeddingsAssisted +) + +var ( + modalitiesMap = map[string]Modality{ + "gemini": Gemini, + "gemini-tuned": GeminiTuned, + "gemma": Gemma, + "agent-assisted": AgentAssisted, + "embeddings-assisted": EmbeddingsAssisted, + } +) type MinCacheNotReachedError struct { ConversationCount int @@ -45,8 +70,29 @@ type promptInput struct { History string } -// getTokenCount uses the Gemini tokenizer to count the tokens in some text. -func getTokenCount(text string) (int32, error) { +func Predict(query, modality, projectID string) (response string, templateName string, err error) { + + switch modalitiesMap[strings.ToLower(modality)] { + case Gemini: + response, err = textPredictGemini(query, projectID, Gemini) + case Gemma: + response, err = textPredictGemma(query, projectID) + case GeminiTuned: + response, err = textPredictGemini(query, projectID, GeminiTuned) + default: + response, err = textPredictGemini(query, projectID, Gemini) + } + + if err != nil { + return "", "", nil + } + + cachedContext += fmt.Sprintf("### Human: %s\n### Assistant: %s\n", query, response) + return response, templateName, nil +} + +// GetTokenCount uses the Gemini tokenizer to count the tokens in some text. +func GetTokenCount(text, projectID string) (int32, error) { location := "us-west1" ctx := context.Background() client, err := genai.NewClient(ctx, projectID, location) @@ -65,9 +111,9 @@ func getTokenCount(text string) (int32, error) { return resp.TotalTokens, nil } -// setConversationContext creates string out of past conversation between user and model. +// SetConversationContext creates string out of past conversation between user and model. // This conversation history is used as grounding for the prompt template. -func setConversationContext(convoHistory []ConversationBit) error { +func SetConversationContext(convoHistory []generated.ConversationBit) error { tmp, err := template.ParseFiles(HistoryTemplate) if err != nil { return err @@ -93,7 +139,7 @@ func extractAnswer(response string) string { } // createPrompt generates a new prompt based upon the stored prompt template. -func createPrompt(message, templateName string) (string, error) { +func createPrompt(message, templateName, history string) (string, error) { tmp, err := template.ParseFiles(templateName) if err != nil { return "", nil @@ -101,7 +147,7 @@ func createPrompt(message, templateName string) (string, error) { promptInputs := promptInput{ Query: message, - History: cachedContext, + History: history, } var buf bytes.Buffer @@ -122,25 +168,33 @@ func textPredictGemma(message, projectID string) (string, error) { apiEndpoint := fmt.Sprintf("%s-aiplatform.googleapis.com:443", location) client, err := aiplatform.NewPredictionClient(ctx, option.WithEndpoint(apiEndpoint)) if err != nil { - LogError(fmt.Sprintf("unable to create prediction client: %v\n", err)) return "", err } defer client.Close() parameters := map[string]interface{}{} - prompt, err := createPrompt(message, GemmaTemplate) + prompt, err := createPrompt(message, GemmaTemplate, cachedContext) if err != nil { - LogError(fmt.Sprintf("unable to create Gemma prompt: %v\n", err)) return "", err } + tokenCount, err := GetTokenCount(prompt, projectID) + if err != nil { + return "", fmt.Errorf("error counting input tokens: %w", err) + } + if tokenCount > MaxGemmaTokens { + prompt, err = createPrompt(message, GemmaTemplate, trimContext()) + } + if err != nil { + prompt = message + } + promptValue, err := structpb.NewValue(map[string]interface{}{ "inputs": prompt, "parameters": parameters, }) if err != nil { - LogError(fmt.Sprintf("unable to create prompt value: %v\n", err)) return "", err } @@ -151,7 +205,6 @@ func textPredictGemma(message, projectID string) (string, error) { resp, err := client.Predict(ctx, req) if err != nil { - LogError(fmt.Sprintf("unable to make prediction: %v\n", err)) return "", err } @@ -163,19 +216,18 @@ func textPredictGemma(message, projectID string) (string, error) { } // textPredictGemini generates text using a Gemini 1.5 Flash model -func textPredictGemini(message, projectID, modelVersion string) (string, error) { +func textPredictGemini(message, projectID string, modality Modality) (string, error) { ctx := context.Background() location := "us-west1" client, err := genai.NewClient(ctx, projectID, location) if err != nil { - LogError(fmt.Sprintf("unable to create genai client: %v\n", err)) return "", err } defer client.Close() modelName := GeminiModel - if modelVersion == "gemini-tuned" { + if modality == GeminiTuned { endpointID := os.Getenv("TUNED_MODEL_ENDPOINT_ID") modelName = fmt.Sprintf("projects/%s/locations/%s/endpoints/%s", projectID, location, endpointID) } @@ -185,21 +237,18 @@ func textPredictGemini(message, projectID, modelVersion string) (string, error) llm.CachedContentName = convoContext } - prompt, err := createPrompt(message, GeminiTemplate) + prompt, err := createPrompt(message, GeminiTemplate, cachedContext) if err != nil { - LogError(fmt.Sprintf("unable to create Gemini prompt: %v\n", err)) return "", err } resp, err := llm.GenerateContent(ctx, genai.Text(prompt)) if err != nil { - LogError(fmt.Sprintf("unable to generate content: %v\n", err)) return "", err } candidate, err := getCandidate(resp) if err != nil { - LogError(err.Error()) return "I'm not sure how to answer that. Would you please repeat the question?", nil } return extractAnswer(candidate), nil @@ -224,7 +273,7 @@ func getCandidate(resp *genai.GenerateContentResponse) (string, error) { // storeConversationContext uploads past user conversations with the model into a Gen AI context. // This context is used when the model is answering questions from the user. -func storeConversationContext(conversationHistory []ConversationBit, projectID string) (string, error) { +func StoreConversationContext(conversationHistory []generated.ConversationBit, projectID string) (string, error) { if len(conversationHistory) < MinimumConversationNum { return "", &MinCacheNotReachedError{ConversationCount: len(conversationHistory)} } @@ -266,3 +315,13 @@ func storeConversationContext(conversationHistory []ConversationBit, projectID s return resourceName, nil } + +func trimContext() (last string) { + sep := "###" + convos := strings.Split(cachedContext, sep) + length := len(convos) + if len(convos) > 3 { + last = strings.Join(convos[length-3:length-1], sep) + } + return last +} diff --git a/server/vertex_test.go b/server/ai/vertex_test.go similarity index 92% rename from server/vertex_test.go rename to server/ai/vertex_test.go index a5286f0..d9a755b 100644 --- a/server/vertex_test.go +++ b/server/ai/vertex_test.go @@ -1,4 +1,4 @@ -package main +package ai import ( "strings" @@ -28,7 +28,7 @@ func TestSetConversationContext(t *testing.T) { BotResponse: "test bot response 2", }, } - err := setConversationContext(convoHistory) + err := SetConversationContext(convoHistory) if err != nil { t.Fatal(err) } diff --git a/server/db.go b/server/db.go index f49295f..d1c10d3 100644 --- a/server/db.go +++ b/server/db.go @@ -34,6 +34,8 @@ import ( "cloud.google.com/go/firestore" "google.golang.org/api/iterator" + + "github.com/telpirion/MyHerodotus/generated" ) const ( @@ -55,10 +57,10 @@ var CollectionName string = "HerodotusDev" */ type ConversationHistory struct { UserEmail string - Conversations []ConversationBit + Conversations []generated.ConversationBit } -func saveConversation(convo ConversationBit, userEmail, projectID string) (string, error) { +func saveConversation(convo generated.ConversationBit, userEmail, projectID string) (string, error) { ctx := context.Background() // Get CollectionName for running in staging or prod @@ -104,9 +106,9 @@ func updateConversation(documentId, userEmail, rating, projectID string) error { return nil } -func getConversation(userEmail, projectID string) ([]ConversationBit, error) { +func getConversation(userEmail, projectID string) ([]generated.ConversationBit, error) { ctx := context.Background() - conversations := []ConversationBit{} + conversations := []generated.ConversationBit{} client, err := firestore.NewClientWithDatabase(ctx, projectID, DBName) if err != nil { LogError(fmt.Sprintf("firestore.Client: %v\n", err)) @@ -126,7 +128,7 @@ func getConversation(userEmail, projectID string) ([]ConversationBit, error) { LogError(fmt.Sprintf("Firestore Iterator: %v\n", err)) return conversations, err } - var convo ConversationBit + var convo generated.ConversationBit err = doc.DataTo(&convo) if err != nil { LogError(fmt.Sprintf("Firestore document unmarshaling: %v\n", err)) diff --git a/server/conversation.pb.go b/server/generated/conversation.pb.go similarity index 99% rename from server/conversation.pb.go rename to server/generated/conversation.pb.go index 6c8827b..bfc143f 100644 --- a/server/conversation.pb.go +++ b/server/generated/conversation.pb.go @@ -4,7 +4,7 @@ // protoc (unknown) // source: conversation.proto -package main +package generated import ( protoreflect "google.golang.org/protobuf/reflect/protoreflect" diff --git a/server/go.mod b/server/go.mod index e521423..1cf1a4d 100644 --- a/server/go.mod +++ b/server/go.mod @@ -1,4 +1,4 @@ -module my-herodotus +module github.com/telpirion/MyHerodotus go 1.23.0 diff --git a/server/main b/server/main new file mode 100755 index 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