feat: refactor indexing logic by introducing runDocumentIndex and runFAQIndex helper methods
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@@ -17,7 +17,6 @@ import (
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"cs-agent/internal/repositories"
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"github.com/google/uuid"
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"github.com/mlogclub/simple/common/strs"
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"github.com/mlogclub/simple/sqls"
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)
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@@ -73,55 +72,18 @@ func (s *index) IndexDocument(ctx context.Context, document *models.KnowledgeDoc
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if err != nil {
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return fail(err)
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}
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existingChunks := repositories.KnowledgeChunkRepository.FindByDocumentID(sqls.DB(), document.ID)
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chunks, err := s.buildDocumentChunks(ctx, document, knowledgeBase)
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vectors, chunkCount, err := s.runDocumentIndex(ctx, document, knowledgeBase)
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if err != nil {
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return fail(err)
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}
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collectionName := s.getCollectionName()
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provider := vectordb.GetProvider()
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if provider == nil {
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return fail(fmt.Errorf("vectordb provider not initialized"))
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}
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if _, err := ai.Embedding.GetModel(ctx); err != nil {
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return fail(fmt.Errorf("failed to get embedding model: %w", err))
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}
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existingVectorIDs := collectExistingVectorIDs(existingChunks)
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vectors, chunkModels, dimension, err := s.prepareDocumentVectors(ctx, knowledgeBase, document, chunks)
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if err != nil {
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return fail(err)
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}
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if err := s.ensureCollection(ctx, provider, collectionName, dimension); err != nil {
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return fail(err)
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}
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if len(existingVectorIDs) > 0 {
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if err := provider.DeleteVectors(ctx, collectionName, existingVectorIDs); err != nil {
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return fail(fmt.Errorf("failed to delete old vectors: %w", err))
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}
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}
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if err := provider.UpsertVectors(ctx, collectionName, vectors); err != nil {
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return fail(fmt.Errorf("failed to upsert vectors: %w", err))
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}
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if err := s.replaceDocumentChunks(document.ID, chunkModels); err != nil {
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return fail(fmt.Errorf("failed to save chunks: %w", err))
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}
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if err := s.markDocumentIndexIndexed(document.ID); err != nil {
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slog.Error("Failed to mark knowledge document index as indexed", "document_id", document.ID, "error", err)
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}
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slog.Info("Document indexed successfully",
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slog.Any("document_id", document.ID),
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slog.Any("chunks_count", len(chunks)),
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slog.Any("chunks_count", chunkCount),
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slog.Any("vectors_count", len(vectors)),
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slog.Any("time_taken", time.Since(start).String()),
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)
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@@ -147,48 +109,9 @@ func (s *index) IndexFAQByID(ctx context.Context, faqID int64) error {
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if err != nil {
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return fail(err)
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}
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existingChunks := repositories.KnowledgeChunkRepository.FindByFaqID(sqls.DB(), faq.ID)
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content := buildFAQChunkContent(faq)
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if content == "" {
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return fail(fmt.Errorf("faq content is empty"))
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}
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provider := vectordb.GetProvider()
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if provider == nil {
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return fail(fmt.Errorf("vectordb provider not initialized"))
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}
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if _, err := ai.Embedding.GetModel(ctx); err != nil {
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return fail(fmt.Errorf("failed to get embedding model: %w", err))
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}
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vector, chunkModel, dimension, err := s.prepareFAQVector(ctx, knowledgeBase, faq, content)
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if err != nil {
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if err := s.runFAQIndex(ctx, faq, knowledgeBase); err != nil {
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return fail(err)
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}
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collectionName := s.getCollectionName()
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if err := s.ensureCollection(ctx, provider, collectionName, dimension); err != nil {
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return fail(err)
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}
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existingVectorIDs := make([]string, 0, len(existingChunks))
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for _, chunk := range existingChunks {
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if strs.IsNotBlank(chunk.VectorID) {
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existingVectorIDs = append(existingVectorIDs, chunk.VectorID)
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}
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}
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if len(existingVectorIDs) > 0 {
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if err := provider.DeleteVectors(ctx, collectionName, existingVectorIDs); err != nil {
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return fail(fmt.Errorf("failed to delete old vectors: %w", err))
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}
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}
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if err := provider.UpsertVectors(ctx, collectionName, []vectordb.Vector{vector}); err != nil {
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return fail(fmt.Errorf("failed to upsert vectors: %w", err))
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}
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if err := s.replaceFAQChunk(faq.ID, &chunkModel); err != nil {
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return fail(fmt.Errorf("failed to save faq chunk: %w", err))
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}
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if err := s.markFAQIndexIndexed(faq.ID); err != nil {
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slog.Error("Failed to mark knowledge faq index as indexed", "faq_id", faq.ID, "error", err)
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}
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@@ -0,0 +1,96 @@
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package rag
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import (
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"context"
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"fmt"
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"cs-agent/internal/ai"
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"cs-agent/internal/ai/rag/vectordb"
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"cs-agent/internal/models"
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"cs-agent/internal/repositories"
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"github.com/mlogclub/simple/common/strs"
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"github.com/mlogclub/simple/sqls"
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)
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func (s *index) runDocumentIndex(ctx context.Context, document *models.KnowledgeDocument, knowledgeBase *models.KnowledgeBase) ([]vectordb.Vector, int, error) {
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existingChunks := repositories.KnowledgeChunkRepository.FindByDocumentID(sqls.DB(), document.ID)
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chunks, err := s.buildDocumentChunks(ctx, document, knowledgeBase)
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if err != nil {
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return nil, 0, err
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}
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collectionName := s.getCollectionName()
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provider := vectordb.GetProvider()
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if provider == nil {
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return nil, 0, fmt.Errorf("vectordb provider not initialized")
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}
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if _, err := ai.Embedding.GetModel(ctx); err != nil {
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return nil, 0, fmt.Errorf("failed to get embedding model: %w", err)
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}
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existingVectorIDs := collectExistingVectorIDs(existingChunks)
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vectors, chunkModels, dimension, err := s.prepareDocumentVectors(ctx, knowledgeBase, document, chunks)
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if err != nil {
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return nil, 0, err
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}
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if err := s.ensureCollection(ctx, provider, collectionName, dimension); err != nil {
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return nil, 0, err
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}
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if len(existingVectorIDs) > 0 {
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if err := provider.DeleteVectors(ctx, collectionName, existingVectorIDs); err != nil {
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return nil, 0, fmt.Errorf("failed to delete old vectors: %w", err)
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}
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}
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if err := provider.UpsertVectors(ctx, collectionName, vectors); err != nil {
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return nil, 0, fmt.Errorf("failed to upsert vectors: %w", err)
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}
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if err := s.replaceDocumentChunks(document.ID, chunkModels); err != nil {
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return nil, 0, fmt.Errorf("failed to save chunks: %w", err)
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}
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return vectors, len(chunks), nil
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}
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func (s *index) runFAQIndex(ctx context.Context, faq *models.KnowledgeFAQ, knowledgeBase *models.KnowledgeBase) error {
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existingChunks := repositories.KnowledgeChunkRepository.FindByFaqID(sqls.DB(), faq.ID)
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content := buildFAQChunkContent(faq)
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if content == "" {
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return fmt.Errorf("faq content is empty")
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}
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provider := vectordb.GetProvider()
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if provider == nil {
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return fmt.Errorf("vectordb provider not initialized")
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}
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if _, err := ai.Embedding.GetModel(ctx); err != nil {
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return fmt.Errorf("failed to get embedding model: %w", err)
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}
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vector, chunkModel, dimension, err := s.prepareFAQVector(ctx, knowledgeBase, faq, content)
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if err != nil {
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return err
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}
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collectionName := s.getCollectionName()
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if err := s.ensureCollection(ctx, provider, collectionName, dimension); err != nil {
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return err
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}
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existingVectorIDs := make([]string, 0, len(existingChunks))
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for _, chunk := range existingChunks {
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if strs.IsNotBlank(chunk.VectorID) {
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existingVectorIDs = append(existingVectorIDs, chunk.VectorID)
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}
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}
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if len(existingVectorIDs) > 0 {
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if err := provider.DeleteVectors(ctx, collectionName, existingVectorIDs); err != nil {
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return fmt.Errorf("failed to delete old vectors: %w", err)
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}
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}
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if err := provider.UpsertVectors(ctx, collectionName, []vectordb.Vector{vector}); err != nil {
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return fmt.Errorf("failed to upsert vectors: %w", err)
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}
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if err := s.replaceFAQChunk(faq.ID, &chunkModel); err != nil {
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return fmt.Errorf("failed to save faq chunk: %w", err)
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}
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return nil
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}
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