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GiGL

  • User Guide
  • API Reference
  • GitHub
  • User Guide
  • API Reference
  • GitHub

Section Navigation

Overview

  • Overview
  • GiGL Architecture
    • Config Populator
    • Data Preprocessor
    • Subgraph Sampler
    • Split Generator
    • Trainer
    • Inference

Getting Started

  • Quick Start
  • Cloud Setup Guide
  • Installation
  • Orchestration
  • Examples
    • Toy Example - Tabularized GiGL
    • Examples for Training and Inference on Link Prediction GNN models.
      • Cora Distributed Training Example
      • DBLP Distributed Training Example
    • Running the MAG240M experiments on your own GCP project
      • (Optional) Fetch MAG240M Data into your own project
      • MAG240M E2E Example

Config Guides

  • Resource Config Guide
  • Task Config Guide
  • Data Preprocessor Spec Guide

Public Resources

  • Docker Images
  • Public Assets

Trouble Shooting

  • FAQ.md
  • User Guide
  • Examples

Examples#

Examples

  • Toy Example - Tabularized GiGL
    • Overview Of Components
    • Input Graph
    • 🧩 Config Populator
    • Data Preprocessor
    • Training and Inference
    • Vertex AI Pipelines
  • Examples for Training and Inference on Link Prediction GNN models.
    • Homogeneous (CORA)
    • Heterogeneous (DBLP)
  • Running the MAG240M experiments on your own GCP project
    • 1. (Optional) Pull MAG240M data into your own project
    • 2. Run e2e pipeline

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Orchestration

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Toy Example - Tabularized GiGL
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