incubator-hugegraph-ai
Unlock higher accuracy and traceability with Graph-Enhanced RAG in HugeGraph AI. Explore this powerful architecture for hybrid retrieval beyond text-based RAG.
How to Connect the HugeGraph Python Client to a Running HugeGraph InstanceEasily connect the HugeGraph Python client to your HugeGraph instance. Instantiate PyHugeClient with your server URL, credentials, and graph name for seamless integration and immediate access to graph operations.
Graph Machine Learning Tasks in HugeGraph-ML: A Complete Guide to Node, Link, and Graph-Level LearningExplore nine production-ready graph machine learning tasks in HugeGraph-ML including node classification link prediction and graph-level learning. Get started today.
How to Deploy a Knowledge Graph Constructed by HugeGraph AI: Complete Deployment GuideDeploy your HugeGraph AI knowledge graph with Docker Compose for production, build from source for development, or automate with the Scheduler API for CI/CD. Learn the complete deployment guide.
Configuration Options for LLM Providers in HugeGraph AI: A Complete GuideExplore HugeGraph AI's LLMConfig for seamless OpenAI, Ollama, and LiteLLM provider integration. Discover configuration options for chat, extraction, and text-to-Gremlin tasks.
GraphRAG Architecture in HugeGraph AI: Combining Vector Search and Graph TraversalExplore HugeGraph AI's GraphRAG architecture combining vector search and graph traversal. Learn how RAGGraphVectorFlow synthesizes LLM answers for robust context understanding.
Requirements to Run the Apache HugeGraph AI Project: Complete Setup GuideDiscover the essential requirements to run the Apache HugeGraph AI project. Learn about Python, UV, HugeGraph Server, and Docker setup.
How to Set Up HugeGraph AI for Local Development: Docker and Source Installation GuideEasily set up HugeGraph AI locally with Docker Compose or source installation. Access the RAG service at http://localhost:8001 and accelerate your AI development.
How to Use Text2Gremlin in HugeGraph AI to Convert Natural Language to GremlinEffortlessly convert natural language to Gremlin queries with Text2Gremlin in HugeGraph AI. Discover this powerful pipeline for seamless data interaction and query generation.
How to Perform Knowledge Graph Construction from Text Using the HugeGraph AI SchedulerLearn to build knowledge graphs from text using the HugeGraph AI scheduler. Our guide details the GRAPH_EXTRACT flow for seamless entity extraction and schema validation.
How to Run a Graph-Only RAG Query with HugeGraph AIDiscover how to run graph-only RAG queries with HugeGraph AI. Utilize RAGGraphOnlyFlow for efficient knowledge graph traversal without vector search. Explore Python SDK and REST API options.
How Configuration Management Works in Apache HugeGraph AILearn how Apache HugeGraph AI manages configurations with immutable data classes ensuring thread-safe, predictable request formation for your Python projects.
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