LICENSE
README.md
pyproject.toml
docs/source/conf.py
docs_env/bin/activate_this.py
docs_env/bin/rst2html.py
docs_env/bin/rst2html4.py
docs_env/bin/rst2html5.py
docs_env/bin/rst2latex.py
docs_env/bin/rst2man.py
docs_env/bin/rst2odt.py
docs_env/bin/rst2odt_prepstyles.py
docs_env/bin/rst2pseudoxml.py
docs_env/bin/rst2s5.py
docs_env/bin/rst2xetex.py
docs_env/bin/rst2xml.py
docs_env/bin/rstpep2html.py
examples/basic_rag/ingest.py
examples/basic_rag/ingest_hf.py
examples/basic_rag/search.py
examples/basic_rag/search_hf.py
examples/contextual_rag/ingest.py
examples/contextual_rag/search.py
rag_colls.egg-info/PKG-INFO
rag_colls.egg-info/SOURCES.txt
rag_colls.egg-info/dependency_links.txt
rag_colls.egg-info/requires.txt
rag_colls.egg-info/top_level.txt
rag_colls/core/constants.py
rag_colls/core/functions.py
rag_colls/core/settings.py
rag_colls/core/utils.py
rag_colls/core/base/chunkers/base.py
rag_colls/core/base/database/bm25.py
rag_colls/core/base/database/vector_database.py
rag_colls/core/base/embeddings/base.py
rag_colls/core/base/embeddings/base_sparse.py
rag_colls/core/base/llms/base.py
rag_colls/core/base/llms/base_function_calling.py
rag_colls/core/base/readers/base.py
rag_colls/core/base/rerankers/base.py
rag_colls/core/base/retrievers/base.py
rag_colls/core/base/retrievers/base_retriever_provider.py
rag_colls/databases/bm25/bm25s.py
rag_colls/databases/bm25/elastic_search.py
rag_colls/databases/storages/__init__.py
rag_colls/databases/storages/base.py
rag_colls/databases/storages/local.py
rag_colls/databases/storages/minio.py
rag_colls/databases/storages/s3.py
rag_colls/databases/vector_databases/chromadb.py
rag_colls/databases/vector_databases/milvus.py
rag_colls/databases/vector_databases/qdrant.py
rag_colls/embeddings/hf_embedding.py
rag_colls/embeddings/openai_embedding.py
rag_colls/llms/litellm_llm.py
rag_colls/processors/file_processor.py
rag_colls/processors/chunkers/semantic_chunker.py
rag_colls/processors/readers/csv/__init__.py
rag_colls/processors/readers/csv/csv_reader.py
rag_colls/processors/readers/docx/__init__.py
rag_colls/processors/readers/docx/docx_reader.py
rag_colls/processors/readers/excel/__init__.py
rag_colls/processors/readers/excel/excel_reader.py
rag_colls/processors/readers/html/__init__.py
rag_colls/processors/readers/html/html_reader.py
rag_colls/processors/readers/json/__init__.py
rag_colls/processors/readers/json/json_reader.py
rag_colls/processors/readers/pdf/__init__.py
rag_colls/processors/readers/pdf/pymupdf_reader.py
rag_colls/processors/readers/txt/__init__.py
rag_colls/processors/readers/txt/txt_reader.py
rag_colls/prompts/contextual_compressor.py
rag_colls/prompts/q_a.py
rag_colls/rags/base.py
rag_colls/rags/basic_rag/__init__.py
rag_colls/rags/basic_rag/main.py
rag_colls/rags/contextual_rag/__init__.py
rag_colls/rags/contextual_rag/main.py
rag_colls/rags/contextual_rag/prompt.py
rag_colls/rags/contextual_rag/utils.py
rag_colls/rerankers/weighted_reranker.py
rag_colls/retrievers/bm25_retriever.py
rag_colls/retrievers/vector_database_retriever.py
rag_colls/types/embedding.py
rag_colls/types/llm.py
rag_colls/types/reranker.py
rag_colls/types/retriever.py
rag_colls/types/core/document.py
tests/chunkers/test_semantic_chunker.py
tests/readers/test_csv_reader.py
tests/readers/test_docx_reader.py
tests/readers/test_excel_reader.py
tests/readers/test_html_reader.py
tests/readers/test_json_reader.py
tests/readers/test_pdf_reader.py
tests/readers/test_processor.py
tests/readers/test_txt_reader.py