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sugrl's Introduction

SUGRL: Simple Unsupervised Graph Representation Learning

This repository contains the reference code for the paper Simple Unsupervised Graph Representation Learning

Contents

  1. Installation
  2. Preparation
  3. Training
  4. Testing

Installation

pip install -r requirements.txt

Preparation

Pretrained model see >>>here<<<.

Configs see >>>here<<<.

Dataset (--dataset-class, --dataset-name,--Custom-key)

Dataset class Dataset name Custom key
Planetoid Cora classification
Planetoid CiteSeer classification
Planetoid PubMed classification
MyAmazon Photo classification
MyAmazon Computers classification
PygNodePropPredDataset ogbn-arxiv classification
PygNodePropPredDataset ogbn-mag classification
PygNodePropPredDataset ogbn-products classification

Important args:

  • --pretrain Test checkpoints
  • --dataset-class Planetoid, MyAmazon, PygNodePropPredDataset
  • --dataset-name Cora, CiteSeer, PubMed, Photo, Computers, ogbn-arxiv, ogbn-mag, ogbn-products
  • --custom_key classification, link, clu

Training

python train.py 

Testing

Choose the custom_key of different downstream tasks

sugrl's People

Contributors

yujiemo avatar

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