supporting content for ollama-and-go-for-rag

supporting-blog-content/ollama-and-go-for-rag/elasticsearch/elasticsearch.go

@@ -0,0 +1,76 @@
+package elasticsearch
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"strings"
+
+	"github.com/elastic/go-elasticsearch/v8"
+	"github.com/elastic/go-elasticsearch/v8/typedapi/types"
+)
+
+// Initializing elasticsearch client
+
+func EsClient() (*elasticsearch.TypedClient, error) {
+	var cloudID = "" // your Elastic Cloud ID Here
+	var apiKey = ""  // your Elastic ApiKey Here
+
+	es, err := elasticsearch.NewTypedClient(elasticsearch.Config{
+		CloudID: cloudID,
+		APIKey:  apiKey,
+	})
+
+	if err != nil {
+		return nil, fmt.Errorf("unable to connect: %w", err)
+	}
+	return es, nil
+}
+
+// Searching for documents and building the context
+func SemanticRetriever(client *elasticsearch.TypedClient, query string, size int) (string, error) {
+	// Perform the semantic search
+	res, err := client.Search().
+		Index("rag-ollama").
+		Query(&types.Query{
+			Semantic: &types.SemanticQuery{
+				Field: "semantic_field",
+				Query: query,
+			},
+		}).
+		Size(size).
+		Do(context.Background())
+
+	if err != nil {
+		return "", fmt.Errorf("semantic search failed: %w", err)
+	}
+
+	// Prepare to format the results
+	var output strings.Builder
+	output.WriteString("Documents found\n\n")
+
+	// Iterate through the search hits
+	for i, hit := range res.Hits.Hits {
+		// Define a struct to unmarshal each document
+		var doc struct {
+			Title   string `json:"title"`
+			Content string `json:"content"`
+		}
+
+		// Unmarshal the document source into our struct
+		if err := json.Unmarshal(hit.Source_, &doc); err != nil {
+			return "", fmt.Errorf("failed to unmarshal document %d: %w", i, err)
+		}
+
+		// Append the formatted document to our output
+		output.WriteString(fmt.Sprintf("Title\n%s\n\nContent\n%s\n", doc.Title, doc.Content))
+
+		// Add a separator between documents, except for the last one
+		if i < len(res.Hits.Hits)-1 {
+			output.WriteString("\n-----\n\n")
+		}
+	}
+
+	// Return the formatted output as a string
+	return output.String(), nil
+}

supporting-blog-content/ollama-and-go-for-rag/go.mod

@@ -0,0 +1,14 @@
+module ollama-rag
+
+go 1.23.2
+
+require (
+	github.com/elastic/elastic-transport-go/v8 v8.6.0 // indirect
+	github.com/elastic/go-elasticsearch/v8 v8.15.0 // indirect
+	github.com/go-logr/logr v1.4.1 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/parakeet-nest/parakeet v0.2.1 // indirect
+	go.opentelemetry.io/otel v1.24.0 // indirect
+	go.opentelemetry.io/otel/metric v1.24.0 // indirect
+	go.opentelemetry.io/otel/trace v1.24.0 // indirect
+)

supporting-blog-content/ollama-and-go-for-rag/go.sum

@@ -0,0 +1,17 @@
+github.com/elastic/elastic-transport-go/v8 v8.6.0 h1:Y2S/FBjx1LlCv5m6pWAF2kDJAHoSjSRSJCApolgfthA=
+github.com/elastic/elastic-transport-go/v8 v8.6.0/go.mod h1:YLHer5cj0csTzNFXoNQ8qhtGY1GTvSqPnKWKaqQE3Hk=
+github.com/elastic/go-elasticsearch/v8 v8.15.0 h1:IZyJhe7t7WI3NEFdcHnf6IJXqpRf+8S8QWLtZYYyBYk=
+github.com/elastic/go-elasticsearch/v8 v8.15.0/go.mod h1:HCON3zj4btpqs2N1jjsAy4a/fiAul+YBP00mBH4xik8=
+github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
+github.com/go-logr/logr v1.4.1 h1:pKouT5E8xu9zeFC39JXRDukb6JFQPXM5p5I91188VAQ=
+github.com/go-logr/logr v1.4.1/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
+github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
+github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
+github.com/parakeet-nest/parakeet v0.2.1 h1:JVw73nDhQUtl+FN7X4s23oqqSv6Wg/+KEaQhhpxzRGg=
+github.com/parakeet-nest/parakeet v0.2.1/go.mod h1:8M3ApjoLs/+tFuAqCxE2g9iSAODDT3OoW/Z6c5z++gw=
+go.opentelemetry.io/otel v1.24.0 h1:0LAOdjNmQeSTzGBzduGe/rU4tZhMwL5rWgtp9Ku5Jfo=
+go.opentelemetry.io/otel v1.24.0/go.mod h1:W7b9Ozg4nkF5tWI5zsXkaKKDjdVjpD4oAt9Qi/MArHo=
+go.opentelemetry.io/otel/metric v1.24.0 h1:6EhoGWWK28x1fbpA4tYTOWBkPefTDQnb8WSGXlc88kI=
+go.opentelemetry.io/otel/metric v1.24.0/go.mod h1:VYhLe1rFfxuTXLgj4CBiyz+9WYBA8pNGJgDcSFRKBco=
+go.opentelemetry.io/otel/trace v1.24.0 h1:CsKnnL4dUAr/0llH9FKuc698G04IrpWV0MQA/Y1YELI=
+go.opentelemetry.io/otel/trace v1.24.0/go.mod h1:HPc3Xr/cOApsBI154IU0OI0HJexz+aw5uPdbs3UCjNU=

supporting-blog-content/ollama-and-go-for-rag/main.go

@@ -0,0 +1,60 @@
+package main
+
+import (
+	"fmt"
+	"log"
+	"ollama-rag/elasticsearch"
+
+	"github.com/parakeet-nest/parakeet/completion"
+	"github.com/parakeet-nest/parakeet/enums/option"
+	"github.com/parakeet-nest/parakeet/llm"
+)
+
+func main() {
+
+	ollamaUrl := "http://localhost:11434"
+	chatModel := "llama3.2:latest"
+	question := `Summarize document: JAK Inhibitors vs. Monoclonal Antibodies in Rheumatoid Arthritis Treatment`
+	size := 3
+
+	esClient, err := elasticsearch.EsClient()
+
+	if err != nil {
+		log.Fatalln("😡:", err)
+	}
+
+	// Retrieve documents from semantic query to build context
+	documentsContent, nil := elasticsearch.SemanticRetriever(esClient, question, size)
+
+	systemContent := `You are a helpful medical assistant. Only answer the questions based on found documents.
+	Add references to the base document titles and be succint in your answers.`
+
+	options := llm.SetOptions(map[string]interface{}{
+		option.Temperature: 0.0,
+	})
+
+	queryChat := llm.Query{
+		Model: chatModel,
+		Messages: []llm.Message{
+			{Role: "system", Content: systemContent},
+			{Role: "system", Content: documentsContent},
+			{Role: "user", Content: question},
+		},
+		Options: options,
+	}
+
+	fmt.Println()
+	fmt.Println("🤖 answer:")
+
+	// Answer the question
+	_, err = completion.ChatStream(ollamaUrl, queryChat,
+		func(answer llm.Answer) error {
+			fmt.Print(answer.Message.Content)
+			return nil
+		})
+	if err != nil {
+		log.Fatal("😡:", err)
+	}
+
+	fmt.Println()
+}