mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-03 01:01:56 +08:00
### What problem does this PR solve? Implement retrieval_test in GO ### Type of change - [x] Refactoring
435 lines
11 KiB
Go
435 lines
11 KiB
Go
//
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// Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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package service
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import (
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"context"
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"encoding/json"
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"fmt"
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"strconv"
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"ragflow/internal/dao"
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"ragflow/internal/engine"
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"ragflow/internal/engine/types"
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)
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// MetadataService provides common metadata operations
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type MetadataService struct {
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kbDAO *dao.KnowledgebaseDAO
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docEngine engine.DocEngine
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}
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// NewMetadataService creates a new metadata service
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func NewMetadataService() *MetadataService {
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return &MetadataService{
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kbDAO: dao.NewKnowledgebaseDAO(),
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docEngine: engine.Get(),
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}
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}
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// BuildMetadataIndexName constructs the metadata index name for a tenant
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func BuildMetadataIndexName(tenantID string) string {
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return fmt.Sprintf("ragflow_doc_meta_%s", tenantID)
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}
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// GetTenantIDByKBID retrieves tenant ID from knowledge base ID
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func (s *MetadataService) GetTenantIDByKBID(kbID string) (string, error) {
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kb, err := s.kbDAO.GetByID(kbID)
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if err != nil {
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return "", fmt.Errorf("knowledgebase not found: %w", err)
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}
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return kb.TenantID, nil
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}
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// GetTenantIDByKBIDs retrieves tenant ID from the first knowledge base ID in the list
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func (s *MetadataService) GetTenantIDByKBIDs(kbIDs []string) (string, error) {
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if len(kbIDs) == 0 {
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return "", fmt.Errorf("no kb_ids provided")
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}
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kb, err := s.kbDAO.GetByID(kbIDs[0])
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if err != nil {
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return "", fmt.Errorf("knowledgebase not found: %w", err)
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}
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return kb.TenantID, nil
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}
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// SearchMetadataResult holds the result of a metadata search
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type SearchMetadataResult struct {
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IndexName string
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Chunks []map[string]interface{}
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}
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// SearchMetadata searches the metadata index with the given parameters
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func (s *MetadataService) SearchMetadata(kbID, tenantID string, docIDs []string, size int) (*SearchMetadataResult, error) {
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indexName := BuildMetadataIndexName(tenantID)
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searchReq := &types.SearchRequest{
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IndexNames: []string{indexName},
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KbIDs: []string{kbID},
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Offset: 0,
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Limit: size,
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Filter: map[string]interface{}{
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"doc_id": docIDs,
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},
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}
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searchResult, err := s.docEngine.Search(context.Background(), searchReq)
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if err != nil {
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return nil, fmt.Errorf("search failed: %w", err)
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}
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return &SearchMetadataResult{
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IndexName: indexName,
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Chunks: searchResult.Chunks,
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}, nil
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}
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// SearchMetadataByKBs searches the metadata index for multiple knowledge bases
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func (s *MetadataService) SearchMetadataByKBs(kbIDs []string, size int) (*SearchMetadataResult, error) {
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if len(kbIDs) == 0 {
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return &SearchMetadataResult{Chunks: []map[string]interface{}{}}, nil
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}
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tenantID, err := s.GetTenantIDByKBIDs(kbIDs)
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if err != nil {
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return nil, err
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}
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indexName := BuildMetadataIndexName(tenantID)
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searchReq := &types.SearchRequest{
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IndexNames: []string{indexName},
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KbIDs: kbIDs,
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Offset: 0,
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Limit: size,
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}
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searchResult, err := s.docEngine.Search(context.Background(), searchReq)
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if err != nil {
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return nil, fmt.Errorf("search failed: %w", err)
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}
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return &SearchMetadataResult{
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IndexName: indexName,
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Chunks: searchResult.Chunks,
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}, nil
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}
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// GetFlattedMetaByKBs returns flattened metadata in the format:
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// {field_name: {value: [doc_ids]}}
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func (s *MetadataService) GetFlattedMetaByKBs(kbIDs []string) (map[string]interface{}, error) {
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if len(kbIDs) == 0 {
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return make(map[string]interface{}), nil
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}
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// Get metadata for all docs in KBs (use large limit like Python's 10000)
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result, err := s.SearchMetadataByKBs(kbIDs, 10000)
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if err != nil {
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return nil, err
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}
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flattedMeta := make(map[string]interface{})
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for _, chunk := range result.Chunks {
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// Extract doc_id from chunk
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docID := ""
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if id, ok := chunk["id"].(string); ok {
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docID = id
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} else if id, ok := chunk["doc_id"].(string); ok {
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docID = id
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}
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if docID == "" {
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continue
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}
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// Extract metadata fields
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metaFields, err := ExtractMetaFields(chunk)
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if err != nil || len(metaFields) == 0 {
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continue
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}
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// Flatten each field
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for fieldName, fieldValue := range metaFields {
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if fieldValue == nil {
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continue
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}
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// Initialize field map if not exists
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if _, exists := flattedMeta[fieldName]; !exists {
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flattedMeta[fieldName] = make(map[string]interface{})
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}
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valueMap, ok := flattedMeta[fieldName].(map[string]interface{})
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if !ok {
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continue
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}
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// Handle string, number (float64/int), and list of string/number
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switch v := fieldValue.(type) {
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case string:
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// Single string value (including time strings)
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if v != "" {
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if _, exists := valueMap[v]; !exists {
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valueMap[v] = []string{docID}
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} else {
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valueMap[v] = appendDocID(valueMap[v], docID)
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}
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}
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case float64:
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// Numeric value - convert to string (matching Python's str())
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strVal := strconv.FormatFloat(v, 'f', -1, 64)
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if _, exists := valueMap[strVal]; !exists {
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valueMap[strVal] = []string{docID}
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} else {
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valueMap[strVal] = appendDocID(valueMap[strVal], docID)
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}
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case int:
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// Integer value - convert to string
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strVal := fmt.Sprintf("%d", v)
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if _, exists := valueMap[strVal]; !exists {
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valueMap[strVal] = []string{docID}
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} else {
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valueMap[strVal] = appendDocID(valueMap[strVal], docID)
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}
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case []interface{}:
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// List of values (string, number, or time)
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for _, item := range v {
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switch itemVal := item.(type) {
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case string:
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if itemVal != "" {
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if _, exists := valueMap[itemVal]; !exists {
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valueMap[itemVal] = []string{docID}
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} else {
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valueMap[itemVal] = appendDocID(valueMap[itemVal], docID)
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}
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}
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case float64:
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strVal := strconv.FormatFloat(itemVal, 'f', -1, 64)
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if _, exists := valueMap[strVal]; !exists {
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valueMap[strVal] = []string{docID}
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} else {
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valueMap[strVal] = appendDocID(valueMap[strVal], docID)
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}
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case int:
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strVal := fmt.Sprintf("%d", itemVal)
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if _, exists := valueMap[strVal]; !exists {
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valueMap[strVal] = []string{docID}
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} else {
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valueMap[strVal] = appendDocID(valueMap[strVal], docID)
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}
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}
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}
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}
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}
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}
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return flattedMeta, nil
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}
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// ExtractDocumentID extracts the document ID from a chunk
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func ExtractDocumentID(chunk map[string]interface{}) (string, bool) {
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docID, ok := chunk["id"].(string)
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return docID, ok
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}
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// ExtractMetaFields extracts meta_fields from a chunk, handling different types
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func ExtractMetaFields(chunk map[string]interface{}) (map[string]interface{}, error) {
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metaFieldsVal := chunk["meta_fields"]
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if metaFieldsVal == nil {
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return make(map[string]interface{}), nil
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}
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var metaFields map[string]interface{}
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switch v := metaFieldsVal.(type) {
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case map[string]interface{}:
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metaFields = v
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case string:
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if err := json.Unmarshal([]byte(v), &metaFields); err != nil {
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return make(map[string]interface{}), nil
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}
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case []byte:
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allResults := ParseAllLengthPrefixedJSON(v)
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if len(allResults) > 0 {
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// Merge all JSON objects - when same key appears with different values, collect all
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metaFields = make(map[string]interface{})
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for _, result := range allResults {
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for k, val := range result {
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if existing, exists := metaFields[k]; exists {
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// Key already exists - merge values
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metaFields[k] = mergeFieldValues(existing, val)
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} else {
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metaFields[k] = val
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}
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}
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}
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} else if err := json.Unmarshal(v, &metaFields); err != nil {
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return make(map[string]interface{}), nil
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}
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default:
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return make(map[string]interface{}), nil
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}
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return metaFields, nil
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}
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// mergeFieldValues merges two field values when the same key appears multiple times
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// If both are arrays, append all elements. If one is array and other is string, append string to array.
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// Returns []interface{} with all merged values (flattened).
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func mergeFieldValues(existing, new interface{}) []interface{} {
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result := []interface{}{}
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var addValue func(v interface{})
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addValue = func(v interface{}) {
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if v == nil {
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return
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}
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switch val := v.(type) {
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case string:
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if val != "" {
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result = append(result, val)
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}
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case []interface{}:
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for _, item := range val {
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addValue(item)
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}
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}
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}
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addValue(existing)
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addValue(new)
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return result
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}
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// appendDocID appends a docID to an existing value that may be []string or []interface{}
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func appendDocID(existing interface{}, docID string) []string {
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result := []string{docID}
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if existing == nil {
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return result
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}
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switch v := existing.(type) {
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case []string:
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return append(v, docID)
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case []interface{}:
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for _, item := range v {
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if s, ok := item.(string); ok {
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result = append(result, s)
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}
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}
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return result
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case string:
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return append(result, v)
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}
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return result
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}
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// ParseLengthPrefixedJSON parses Infinity's length-prefixed JSON format
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// Format: [4-byte length (little-endian)][JSON][4-byte length][JSON]...
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// Returns the FIRST valid JSON object found
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func ParseLengthPrefixedJSON(data []byte) map[string]interface{} {
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if len(data) < 4 {
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return nil
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}
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// Try to find the first valid JSON object by skipping length prefixes
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offset := 0
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for offset < len(data) {
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// Skip non-'{' bytes
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for offset < len(data) && data[offset] != '{' {
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offset++
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}
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if offset >= len(data) {
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break
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}
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// Try to parse JSON from current position
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var result map[string]interface{}
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err := json.Unmarshal(data[offset:], &result)
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if err == nil {
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return result
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}
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// Move forward to try next position
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offset++
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}
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return nil
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}
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// ParseAllLengthPrefixedJSON parses Infinity's length-prefixed JSON format
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// and returns ALL JSON objects found (for cases where multiple rows are concatenated)
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// Format: [4-byte length (little-endian)][JSON][4-byte length][JSON]...
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func ParseAllLengthPrefixedJSON(data []byte) []map[string]interface{} {
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if len(data) < 4 {
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return nil
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}
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var results []map[string]interface{}
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offset := 0
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// Use length prefix to extract each JSON
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for offset+4 <= len(data) {
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// Read 4-byte length (little-endian)
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length := uint32(data[offset]) | uint32(data[offset+1])<<8 |
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uint32(data[offset+2])<<16 | uint32(data[offset+3])<<24
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// Check if length looks reasonable
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if length == 0 || offset+4+int(length) > len(data) {
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// Length invalid, try to find next '{'
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nextBrace := -1
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for i := offset + 4; i < len(data) && i < offset+104; i++ {
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if data[i] == '{' {
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nextBrace = i
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break
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}
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}
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if nextBrace > offset {
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offset = nextBrace
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continue
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}
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break
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}
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// Extract JSON bytes (skip the 4-byte length prefix)
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jsonStart := offset + 4
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jsonEnd := jsonStart + int(length)
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jsonBytes := data[jsonStart:jsonEnd]
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var result map[string]interface{}
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if err := json.Unmarshal(jsonBytes, &result); err == nil {
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results = append(results, result)
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offset = jsonEnd
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continue
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} else {
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// Try to find next '{'
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nextBrace := -1
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for i := offset + 4; i < len(data) && i < offset+104; i++ {
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if data[i] == '{' {
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nextBrace = i
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break
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}
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}
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if nextBrace > offset {
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offset = nextBrace
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continue
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}
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break
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}
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}
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return results
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}
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