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License:
MIT License Copyright (c) 2024-present SIB Swiss Institute of Bioinformatics Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentatio...
Summary:
Reusable components and complete chat system to improve Large Language Models (LLMs) capabilities when generating SPARQL queries for a given set of endpoints, using Retrieval-Augmented Generation (RAG) and SPARQL query validation from the endpoint schema.
Latest version:
0.1.4
Required dependencies:
beautifulsoup4
|
curies
|
fastembed
|
httpx
|
langchain-core
|
markdownify
|
mcp
|
pandas
|
qdrant-client
|
rdflib
|
sparqlwrapper
|
typing-extensions
Optional dependencies:
fastapi
|
jinja2
|
joblib
|
langchain
|
langchain-mcp-adapters
|
langchain-openai
|
langfuse
|
langgraph
|
matplotlib
|
pydantic
|
pydantic-settings
|
seaborn
|
sentry-sdk
|
uvicorn
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