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Adds RAG feature - #406
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Adds RAG feature#406
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- Each chunker uses separators specific to its content type
- Implement document deduplication logic in RAG * Check for existing documents by source reference * Compare doc IDs to detect content changes * Automatically replace outdated content while preventing duplicates - Centralize common functionality for better maintainability * Create SourceContent class to handle URLs, files, and text uniformly * Extract shared utilities (compute_sha256) to misc.py * Standardize doc ID generation across all loaders - Improve RAG system architecture * All loaders now inherit consistent patterns from centralized BaseLoader * Better separation of concerns with dedicated content management classes * Standardized LoaderResult structure across all loader implementations
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* feat: initialize rag * refactor: using cosine distance metric for chromadb * feat: use RecursiveCharacterTextSplitter as chunker strategy * feat: support chucker and loader per data_type * feat: adding JSON loader * feat: adding CSVLoader * feat: adding loader for DOCX files * feat: add loader for MDX files * feat: add loader for XML files * feat: add loader for parser Webpage * feat: support to load files from an entire directory * feat: support to auto-load the loaders for additional DataType * feat: add chuckers for some specific data type - Each chunker uses separators specific to its content type * feat: prevent document duplication and centralize content management - Implement document deduplication logic in RAG * Check for existing documents by source reference * Compare doc IDs to detect content changes * Automatically replace outdated content while preventing duplicates - Centralize common functionality for better maintainability * Create SourceContent class to handle URLs, files, and text uniformly * Extract shared utilities (compute_sha256) to misc.py * Standardize doc ID generation across all loaders - Improve RAG system architecture * All loaders now inherit consistent patterns from centralized BaseLoader * Better separation of concerns with dedicated content management classes * Standardized LoaderResult structure across all loader implementations * chore: split text loaders file * test: adding missing tests about RAG loaders * refactor: QOL * fix: add missing uv syntax on DOCXLoader
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