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Author:
Antony
Summary:
Self-hosted RAG engine: hybrid dense+sparse retrieval, 28-format ingestion (docs, URLs, images, audio, video), 6 vector backends, 8 embedding providers, 12+ generation providers with automatic fallback, query rewriting (HyDE/contextual/multi-query), structured JSON output, real per-call cost tracking, and standalone retrieval via retrieve(). Composable with the optional ragleap-graph package for knowledge-graph-augmented retrieval. BYOK, no vendor lock-in, no hardcoded model defaults.
Latest version:
0.13.0
Required dependencies:
psycopg2-binary
|
pypdf
|
python-docx
|
requests
|
tiktoken
Optional dependencies:
anthropic
|
beautifulsoup4
|
ebooklib
|
faiss-cpu
|
google-genai
|
huggingface-hub
|
jsonschema
|
lxml-html-clean
|
odfpy
|
onnxruntime
|
openai
|
openpyxl
|
pandas
|
pillow
|
pinecone
|
psycopg2-binary
|
pyarrow
|
pymilvus
|
pytesseract
|
pytest
|
pytest-asyncio
|
python-pptx
|
pyyaml
|
qdrant-client
|
redis
|
striprtf
|
tokenizers
|
trafilatura
|
weaviate-client
|
xlrd
|
xlwt
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