package activity import ( "bytes" "context" "encoding/json" "fmt" "io" "net/http" "os" "time" ) // QueryGraphRAGActivity queries Memory System for semantic relations func QueryGraphRAGActivity(ctx context.Context, input GraphRAGQueryInput) (GraphRAGQueryOutput, error) { logger := newActivityLogger(ctx) output := GraphRAGQueryOutput{ WorkflowID: input.WorkflowID, Query: input.Query, Edges: []EdgeWithWording{}, Paths: []QueryPathData{}, } logger.Info("Querying GraphRAG: %s", input.Query) // Get Memory Service URL from env memoryURL := os.Getenv("MEMORY_SERVICE_URL") if memoryURL == "" { memoryURL = "http://localhost:8000" } // Build payload for Memory System payload := map[string]interface{}{ "workflow_id": input.WorkflowID, "query": input.Query, "search_type": input.SearchType, "relation_type": input.RelationType, "confidence_floor": input.ConfidenceFloor, "top_k": input.TopK, "ranking_profile": input.RankingProfile, "canvas_nodes": input.Canvas.Nodes, "canvas_edges": input.Canvas.Edges, "relations": input.Canvas.Relations, } reqBody, err := json.Marshal(payload) if err != nil { return output, fmt.Errorf("failed to marshal payload: %w", err) } // Call Memory System unified query endpoint req, err := http.NewRequestWithContext( ctx, "POST", memoryURL+"/workflows/query", bytes.NewReader(reqBody), ) if err != nil { return output, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") if token := ctx.Value("jwt_token"); token != nil { req.Header.Set("Authorization", fmt.Sprintf("Bearer %v", token)) } startTime := time.Now() client := &http.Client{Timeout: 30 * time.Second} resp, err := client.Do(req) if err != nil { return output, fmt.Errorf("failed to call Memory Service: %w", err) } defer resp.Body.Close() if resp.StatusCode != 200 { body, _ := io.ReadAll(resp.Body) return output, fmt.Errorf("Memory Service returned %d: %s", resp.StatusCode, string(body)) } // Parse response var graphResp struct { Edges []EdgeWithWording `json:"edges"` Paths []QueryPathData `json:"paths"` TotalCount int `json:"total_count"` HasMore bool `json:"has_more"` } if err := json.NewDecoder(resp.Body).Decode(&graphResp); err != nil { return output, fmt.Errorf("failed to decode response: %w", err) } output.Edges = graphResp.Edges output.Paths = graphResp.Paths output.TotalCount = graphResp.TotalCount output.HasMore = graphResp.HasMore output.ExecutionMs = time.Since(startTime).Milliseconds() logger.Info("GraphRAG returned %d edges, %d paths in %dms", len(output.Edges), len(output.Paths), output.ExecutionMs) return output, nil }