GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba

GraphScope is a unified distributed graph computing platform that provides a one-stop environment for performing diverse graph operations on a cluster of computers through a user-friendly Python interface. GraphScope makes multi-staged processing of large-scale graph data on compute clusters simple by combining several important pieces of Alibaba technology: including GRAPE, GraphCompute, and Graph-Learn (GL) for analytics, interactive, and graph neural networks (GNN) computation, respectively, and the vineyard store that offers efficient in-memory data transfers.

Overview

• Introducing GraphScope
• Getting Started
• Loading Graphs
• Graph Analytics Workloads
• Graph Interactive Workloads
• Graph Learning Workloads
• Design of GraphScope
• Positioning of GraphScope
• Glossary
• Frequently Asked Questions

Installation & Deployment

• Install GraphScope on Local
• Deploy on K8s Cluster
• Deploy with Existing Vineyard Cluster
• Persistent storage of graphs on the Kubernetes cluster
• Deploy GraphScope with helm
• Install GraphScope in offline environment

GraphScope Flex

• GraphScope Interactive

Graph Analytical Engine

• Getting Started
• Deployment for GAE
• Design of Analytical Engine
• Guide and Examples
• Dev and Test

Graph Interactive Engine

• Getting Started
• Standalone Deployment for GIE
• Apache TinkerPop Ecosystem
• Neo4j Ecosystem
• A Generic Graph Optimizer for GIE
• Design of GIE
• Dev and Test

Graph Learning Engine

• Getting Started
• Design of GLE
• Graph Sampling
• Guide and Examples
• Dev and Test

Storage Engine

• GRIN: Graph Retrieval INterface
• Groot: Persistent Graph Store
• In-memory immutable graphs on Vineyard
• GraphAr: Standard Graph Data File Format
• GART: Bridging the Gap between Relational OLTP and Graph Workloads

Troubleshooting & Utilities

• How to Find logs
• Command-line Utility gsctl
• Error Codes

Development

• Development Guide
• Code Style Guide
• How to Test
• How to Contribute

Reference

• Python API Reference
• Analytical Engine API Reference
• Analytical Engine Java API Reference
• Flex API Reference

Indices and tables

• Index

• Module Index

• Search Page