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graphworld's Introduction

Google Research

This repository contains code released by Google Research.

All datasets in this repository are released under the CC BY 4.0 International license, which can be found here: https://creativecommons.org/licenses/by/4.0/legalcode. All source files in this repository are released under the Apache 2.0 license, the text of which can be found in the LICENSE file.


Because the repo is large, we recommend you download only the subdirectory of interest:

SUBDIR=foo
svn export https://github.com/google-research/google-research/trunk/$SUBDIR

If you'd like to submit a pull request, you'll need to clone the repository; we recommend making a shallow clone (without history).

git clone [email protected]:google-research/google-research.git --depth=1

Disclaimer: This is not an official Google product.

Updated in 2023.

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graphworld's Issues

There are models that do not work.

While experimenting with various models while adjusting SbmBeamHandler.benchmarker_wrappers in sbm_config_mwe.gin, I found that models such as GIN, MLP, APPNP, SGC, and GATv2 in basic_gnn.py did not run except for GAT and GCN GraphSAGE. All raises "TypeError: 'NoneType' object is not subscriptable [while running 'Benchmark Simple GCN.']".
How to solve this case?
I modified SbmBeamHandler.benchmarker_wrappers as below to run ./main_local_mwe.sh
SbmBeamHandler.benchmarker_wrappers = [
@GAT_/NNNodeBenchmark,
@GIN_/NNNodeBenchmark,
@APPNP_/NNNodeBenchmark,
@GATv2_/NNNodeBenchmark,
]

[About graph / node label metrics' reference]

I am interested in analyzing some dataset's graph and node label metrics.
However, some of those did not include a reference, such as graphworld/src/graph_world/metrics/graph_metrics.py/feature_homogeneity.
Is it possible to include where these functions (metrics) come from and what they mean?
Thank you!

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