// Package sqlitevec provides sqlite-vec based vector database integration for claude-mnemonic. package sqlitevec import ( "context" "fmt" "github.com/lukaszraczylo/claude-mnemonic/pkg/models" "github.com/rs/zerolog/log" ) // Sync provides synchronization between SQLite data and vector embeddings. type Sync struct { client *Client } // NewSync creates a new sync service. func NewSync(client *Client) *Sync { return &Sync{client: client} } // SyncObservation syncs a single observation to the vector store. func (s *Sync) SyncObservation(ctx context.Context, obs *models.Observation) error { docs := s.formatObservationDocs(obs) if len(docs) == 0 { return nil } if err := s.client.AddDocuments(ctx, docs); err != nil { return fmt.Errorf("add observation docs: %w", err) } log.Debug(). Int64("observationId", obs.ID). Int("docCount", len(docs)). Msg("Synced observation to sqlite-vec") return nil } // formatObservationDocs formats an observation into vector documents. // Each semantic field becomes a separate vector document (granular approach). func (s *Sync) formatObservationDocs(obs *models.Observation) []Document { docs := make([]Document, 0, len(obs.Facts)+2) // Determine scope for metadata scope := string(obs.Scope) if scope == "" { scope = "project" } baseMetadata := map[string]any{ "sqlite_id": obs.ID, "doc_type": "observation", "sdk_session_id": obs.SDKSessionID, "project": obs.Project, "scope": scope, "created_at_epoch": obs.CreatedAtEpoch, "type": string(obs.Type), } if obs.Title.Valid { baseMetadata["title"] = obs.Title.String } if obs.Subtitle.Valid { baseMetadata["subtitle"] = obs.Subtitle.String } if len(obs.Concepts) > 0 { baseMetadata["concepts"] = joinStrings(obs.Concepts, ",") } if len(obs.FilesRead) > 0 { baseMetadata["files_read"] = joinStrings(obs.FilesRead, ",") } if len(obs.FilesModified) > 0 { baseMetadata["files_modified"] = joinStrings(obs.FilesModified, ",") } // Narrative as separate document if obs.Narrative.Valid && obs.Narrative.String != "" { docs = append(docs, Document{ ID: fmt.Sprintf("obs_%d_narrative", obs.ID), Content: obs.Narrative.String, Metadata: copyMetadata(baseMetadata, "field_type", "narrative"), }) } // Each fact as separate document for i, fact := range obs.Facts { docs = append(docs, Document{ ID: fmt.Sprintf("obs_%d_fact_%d", obs.ID, i), Content: fact, Metadata: copyMetadataMulti(baseMetadata, map[string]any{ "field_type": "fact", "fact_index": i, }), }) } return docs } // SyncSummary syncs a single session summary to the vector store. func (s *Sync) SyncSummary(ctx context.Context, summary *models.SessionSummary) error { docs := s.formatSummaryDocs(summary) if len(docs) == 0 { return nil } if err := s.client.AddDocuments(ctx, docs); err != nil { return fmt.Errorf("add summary docs: %w", err) } log.Debug(). Int64("summaryId", summary.ID). Int("docCount", len(docs)). Msg("Synced summary to sqlite-vec") return nil } // formatSummaryDocs formats a session summary into vector documents. func (s *Sync) formatSummaryDocs(summary *models.SessionSummary) []Document { docs := make([]Document, 0, 6) baseMetadata := map[string]any{ "sqlite_id": summary.ID, "doc_type": "session_summary", "sdk_session_id": summary.SDKSessionID, "project": summary.Project, "scope": "", // Summaries don't have scope "created_at_epoch": summary.CreatedAtEpoch, } if summary.PromptNumber.Valid { baseMetadata["prompt_number"] = summary.PromptNumber.Int64 } // Each field as separate document fields := []struct { name string value string valid bool }{ {"request", summary.Request.String, summary.Request.Valid}, {"investigated", summary.Investigated.String, summary.Investigated.Valid}, {"learned", summary.Learned.String, summary.Learned.Valid}, {"completed", summary.Completed.String, summary.Completed.Valid}, {"next_steps", summary.NextSteps.String, summary.NextSteps.Valid}, {"notes", summary.Notes.String, summary.Notes.Valid}, } for _, field := range fields { if field.valid && field.value != "" { docs = append(docs, Document{ ID: fmt.Sprintf("summary_%d_%s", summary.ID, field.name), Content: field.value, Metadata: copyMetadata(baseMetadata, "field_type", field.name), }) } } return docs } // SyncUserPrompt syncs a single user prompt to the vector store. func (s *Sync) SyncUserPrompt(ctx context.Context, prompt *models.UserPromptWithSession) error { doc := Document{ ID: fmt.Sprintf("prompt_%d", prompt.ID), Content: prompt.PromptText, Metadata: map[string]any{ "sqlite_id": prompt.ID, "doc_type": "user_prompt", "sdk_session_id": prompt.SDKSessionID, "project": prompt.Project, "scope": "", // Prompts don't have scope "created_at_epoch": prompt.CreatedAtEpoch, "prompt_number": prompt.PromptNumber, "field_type": "prompt", }, } if err := s.client.AddDocuments(ctx, []Document{doc}); err != nil { return fmt.Errorf("add prompt doc: %w", err) } log.Debug(). Int64("promptId", prompt.ID). Msg("Synced user prompt to sqlite-vec") return nil } // DeleteObservations removes observation documents from the vector store. func (s *Sync) DeleteObservations(ctx context.Context, observationIDs []int64) error { if len(observationIDs) == 0 { return nil } // Generate all possible document IDs for these observations // Pattern: obs_{id}_narrative, obs_{id}_fact_{0..n} const maxFactsPerObs = 20 ids := make([]string, 0, len(observationIDs)*(maxFactsPerObs+1)) for _, obsID := range observationIDs { ids = append(ids, fmt.Sprintf("obs_%d_narrative", obsID)) for i := 0; i < maxFactsPerObs; i++ { ids = append(ids, fmt.Sprintf("obs_%d_fact_%d", obsID, i)) } } if err := s.client.DeleteDocuments(ctx, ids); err != nil { return fmt.Errorf("delete observation docs: %w", err) } log.Debug(). Int("observationCount", len(observationIDs)). Msg("Deleted observations from sqlite-vec") return nil } // DeleteUserPrompts removes user prompt documents from the vector store. func (s *Sync) DeleteUserPrompts(ctx context.Context, promptIDs []int64) error { if len(promptIDs) == 0 { return nil } ids := make([]string, len(promptIDs)) for i, promptID := range promptIDs { ids[i] = fmt.Sprintf("prompt_%d", promptID) } if err := s.client.DeleteDocuments(ctx, ids); err != nil { return fmt.Errorf("delete prompt docs: %w", err) } log.Debug(). Int("promptCount", len(promptIDs)). Msg("Deleted user prompts from sqlite-vec") return nil }