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Zihao Ye 264d96cdf5 [bugfix] Fix a bunch of examples to be compatible with dgl 0.5 (#1957 )

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* fix pinsage also

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Co-authored-by: Ubuntu <ubuntu@ip-172-31-29-3.us-east-2.compute.internal>
Co-authored-by: Quan Gan <coin2028@hotmail.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

2020-08-08 01:31:23 +08:00

README.md

[NN] nn modules & examples update (#890 )

2019-11-03 17:29:42 -05:00

sgc.py

[bugfix] Fix a bunch of examples to be compatible with dgl 0.5 (#1957 )

2020-08-08 01:31:23 +08:00

README.md

Simple Graph Convolution (SGC)

Paper link: Simplifying Graph Convolutional Networks
Author's code repo: https://github.com/Tiiiger/SGC.

Dependencies

MXNET 1.5+
requests

bash pip install torch requests

Codes

The folder contains an implementation of SGC (sgc.py).

Results

Run with following (available dataset: "cora", "citeseer", "pubmed")

DGLBACKEND=mxnet python3 sgc.py --dataset cora --gpu 0
DGLBACKEND=mxnet python3 sgc.py --dataset citeseer --weight-decay 5e-5 --n-epochs 150 --bias --gpu 0
DGLBACKEND=mxnet python3 sgc.py --dataset pubmed --weight-decay 5e-5 --bias --gpu 0

On NVIDIA V100

cora: 0.818 (paper: 0.810)
citeseer: 0.725 (paper: 0.719)
pubmed: 0.788 (paper: 0.789)