# incubator-hugegraph-ai | The Apache Software Foundation | Knowledge Base | Instagit

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Repository: https://github.com/apache/incubator-hugegraph-ai

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## Articles

### [Benefits of Using Graph-Enhanced RAG with HugeGraph AI: Architecture and Implementation](/apache/incubator-hugegraph-ai/benefits-using-graph-enhanced-rag-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.

- Tags: benefits
- Published: 2026-02-24

### [How to Connect the HugeGraph Python Client to a Running HugeGraph Instance](/apache/incubator-hugegraph-ai/connect-hugegraph-python-client-running-hugegraph-instance)

Easily 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.

- Tags: how-to-guide
- Published: 2026-02-24

### [Graph Machine Learning Tasks in HugeGraph-ML: A Complete Guide to Node, Link, and Graph-Level Learning](/apache/incubator-hugegraph-ai/graph-machine-learning-tasks-hugegraph-ml)

Explore nine production-ready graph machine learning tasks in HugeGraph-ML including node classification link prediction and graph-level learning. Get started today.

- Tags: tutorial
- Published: 2026-02-24

### [How to Deploy a Knowledge Graph Constructed by HugeGraph AI: Complete Deployment Guide](/apache/incubator-hugegraph-ai/deploy-knowledge-graph-constructed-hugegraph-ai)

Deploy 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.

- Tags: how-to-guide
- Published: 2026-02-24

### [Configuration Options for LLM Providers in HugeGraph AI: A Complete Guide](/apache/incubator-hugegraph-ai/configuration-options-llm-providers-hugegraph-ai)

Explore HugeGraph AI's LLMConfig for seamless OpenAI, Ollama, and LiteLLM provider integration. Discover configuration options for chat, extraction, and text-to-Gremlin tasks.

- Tags: how-to-guide
- Published: 2026-02-24

### [GraphRAG Architecture in HugeGraph AI: Combining Vector Search and Graph Traversal](/apache/incubator-hugegraph-ai/graphrag-architecture-hugegraph-ai-vector-search-graph-traversal)

Explore HugeGraph AI's GraphRAG architecture combining vector search and graph traversal. Learn how RAGGraphVectorFlow synthesizes LLM answers for robust context understanding.

- Tags: architecture
- Published: 2026-02-24

### [Requirements to Run the Apache HugeGraph AI Project: Complete Setup Guide](/apache/incubator-hugegraph-ai/requirements-to-run-apache-hugegraph-ai-project)

Discover the essential requirements to run the Apache HugeGraph AI project. Learn about Python, UV, HugeGraph Server, and Docker setup.

- Tags: getting-started
- Published: 2026-02-24

### [How to Set Up HugeGraph AI for Local Development: Docker and Source Installation Guide](/apache/incubator-hugegraph-ai/how-to-setup-hugegraph-ai-local-development)

Easily set up HugeGraph AI locally with Docker Compose or source installation. Access the RAG service at http://localhost:8001 and accelerate your AI development.

- Tags: getting-started
- Published: 2026-02-24

### [How to Use Text2Gremlin in HugeGraph AI to Convert Natural Language to Gremlin](/apache/incubator-hugegraph-ai/use-text2gremlin-hugegraph-ai-natural-language-gremlin)

Effortlessly convert natural language to Gremlin queries with Text2Gremlin in HugeGraph AI. Discover this powerful pipeline for seamless data interaction and query generation.

- Tags: how-to-guide
- Published: 2026-02-24

### [How to Perform Knowledge Graph Construction from Text Using the HugeGraph AI Scheduler](/apache/incubator-hugegraph-ai/perform-knowledge-graph-construction-text-hugegraph-ai-scheduler)

Learn 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.

- Tags: how-to-guide
- Published: 2026-02-24

### [How to Run a Graph-Only RAG Query with HugeGraph AI](/apache/incubator-hugegraph-ai/run-rag-query-graph-only-retrieval-hugegraph-ai)

Discover 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.

- Tags: how-to-guide
- Published: 2026-02-24

### [How Configuration Management Works in Apache HugeGraph AI](/apache/incubator-hugegraph-ai/how-configuration-managed-apache-hugegraph-ai)

Learn how Apache HugeGraph AI manages configurations with immutable data classes ensuring thread-safe, predictable request formation for your Python projects.

- Tags: internals
- Published: 2026-02-24

### [HugeGraph-LLM Module Architecture: Directory Structure and Key Components Explained](/apache/incubator-hugegraph-ai/key-directories-hugegraph-llm-architecture)

Explore the hugegraph-llm module architecture. Understand its directory structure and key components forming a pipeline for natural language to graph query and RAG outputs.

- Tags: architecture
- Published: 2026-02-24

### [How to Use the HugeGraph Python Client to Interact with HugeGraph: A Complete Developer Guide](/apache/incubator-hugegraph-ai/how-to-use-hugegraph-python-client)

Master the HugeGraph Python client to efficiently manage schema, execute graph mutations, and run Gremlin queries. This guide simplifies your HugeGraph interaction.

- Tags: how-to-guide
- Published: 2026-02-24

### [How hugegraph-ml Converts HugeGraph Data for DGL: From Gremlin Queries to GNN Tensors](/apache/incubator-hugegraph-ai/hugegraph-ml-convert-hugegraph-data-dgl)

Learn how hugegraph-ml converts HugeGraph data for DGL by executing Gremlin queries and constructing native DGL graph objects with node features and masks.

- Tags: how-to-guide
- Published: 2026-02-24

### [Graph Machine Learning Algorithms in HugeGraph-ML: Complete Model Catalog](/apache/incubator-hugegraph-ai/graph-machine-learning-algorithms-hugegraph-ml)

Explore 21 production-ready graph machine learning algorithms in HugeGraph-ML, including GCN, GraphSAGE, and self-supervised models for diverse prediction tasks. Discover the full catalog today.

- Tags: api-reference
- Published: 2026-02-24

### [HugeGraph AI LiteLLM Integration: Complete Guide to Supported LLM Providers](/apache/incubator-hugegraph-ai/hugegraph-ai-llm-providers-litemall-integration)

Explore HugeGraph AI's LiteLLM integration. Discover supported LLM providers like OpenAI, Claude, Gemini, Azure OpenAI, and Ollama. Integrate seamlessly with a standard naming convention.

- Tags: how-to-guide
- Published: 2026-02-24

### [How to Use the HugeGraph-LLM Scheduler API: A Complete Guide](/apache/incubator-hugegraph-ai/how-to-use-hugegraph-llm-scheduler-api)

Master the HugeGraph-LLM Scheduler API to orchestrate AI workflows. Learn to use schedule_flow and schedule_stream_flow for seamless pipeline management and resource pooling.

- Tags: how-to-guide
- Published: 2026-02-24

### [What is Text2Gremlin in HugeGraph AI and How Does It Work?](/apache/incubator-hugegraph-ai/what-is-text2gremlin-hugegraph-ai)

Understand Text2Gremlin in HugeGraph AI. Learn how this LLM-powered system transforms natural language questions into Gremlin queries for efficient graph data exploration.

- Tags: deep-dive
- Published: 2026-02-24

### [How HugeGraph AI Implements Graph-Enhanced RAG: Architecture and Pipeline Deep Dive](/apache/incubator-hugegraph-ai/hugegraph-ai-graph-enhanced-rag-implementation)

Discover how HugeGraph AI implements Graph-Enhanced RAG using modular pipelines for vector, graph, and hybrid retrieval. Learn about its architecture and pipeline.

- Tags: deep-dive
- Published: 2026-02-24

### [How HugeGraph AI Performs Knowledge Graph Construction from Text Using LLMs](/apache/incubator-hugegraph-ai/hugegraph-ai-knowledge-graph-construction-from-text-llms)

Discover how HugeGraph AI builds knowledge graphs from text using LLMs. Learn about its pipeline for entity and relationship extraction, creating structured JSON outputs.

- Tags: how-to-guide
- Published: 2026-02-24

### [Purpose of the hugegraph-llm Module: Bridging Apache HugeGraph and Large Language Models](/apache/incubator-hugegraph-ai/purpose-hugegraph-llm-module)

Explore the hugegraph-llm module, a toolkit bridging Apache HugeGraph and LLMs for automated knowledge graph construction, NLP querying, and graph-enhanced RAG.

- Tags: deep-dive
- Published: 2026-02-24

### [Main Modules in Apache HugeGraph AI: Python SDK, ML, LLM, and Distributed Computing](/apache/incubator-hugegraph-ai/main-modules-apache-hugegraph-ai-project)

Explore Apache HugeGraph AI's core modules: Python SDK for clients, ML for deep learning, LLM for RAG, and distributed computing. Unlock powerful graph AI capabilities.

- Tags: deep-dive
- Published: 2026-02-24

### [How Apache HugeGraph AI Integrates LLMs with HugeGraph: Hybrid RAG Architecture Explained](/apache/incubator-hugegraph-ai/how-apache-hugegraph-ai-integrates-llms-with-hugegraph)

Discover how Apache HugeGraph AI integrates LLMs with HugeGraph using a hybrid RAG architecture. Learn about vector search and graph queries in our detailed explanation.

- Tags: architecture
- Published: 2026-02-24