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add sampling paradigm#10

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infinity1009 wants to merge 31 commits intoPKU-DAIR:mainPKU-DAIR/SGL:mainfrom infinity1009:ssq-devinfinity1009/SGL:ssq-devCopy head branch name to clipboard

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Commits on Nov 10, 2023

• implement node/layer/graph-wise sampling

  

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Commits on Nov 12, 2023

• add graphsage. reorganize training scripts in the examples fold.

  

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Commits on Nov 13, 2023

• update vanillagcn to vanillgnn; reorganize the sampling abstract.

  

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Commits on Nov 15, 2023

• add lazygcn model, but currently it only supports full-batch evaluation. add recyclingsampling task class.

  

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Commits on Nov 17, 2023

• update lazygcn to lazygnn, and now lazygnn supports mini-batch evaluation.

  

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Commits on Nov 18, 2023

• reorganize the code structure; fix some bugs of ClusterGCN.

  

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Commits on Nov 21, 2023

• support multi-workers dataloading; support multi-subgraphs mini-batch-training for ClusterGCN.

  

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Commits on Dec 2, 2023

• save calculated probability; fix bugs in inductive-learning; add batch-wise evaluation choice (as what PyG does)

  

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Commits on Dec 3, 2023

• delete useless files.

  

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• add .gitignore

  

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• Fix the bug of ClusterGCN

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Commits on Dec 4, 2023

• GraphSAINT

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• implement C++ version of node-wise sampling for one layer.

  

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• fix tiny bugs for clustergcn, add nodewisesampler and layerwisesampler.

  

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• add nodewise/layerwise/graphwise-sampler class

  

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• add nodewise/layerwise/graphwise-sampler class

  

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• Merge branch 'ssq-dev' of https://github.com/TheRoadQaQ/SGL into ssq-dev

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Commits on Dec 7, 2023

• Add graphsaint.

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Commits on Dec 8, 2023

• add GAugO

  

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• add GAugO

  

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• Merge pull request #1 from TheRoadQaQ/ssq-dev

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• Merge origin/ssq-dev to ssq-dev

  

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Commits on Dec 9, 2023

• add GAugM

  

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Commits on Dec 13, 2023

• add FLAG, but currently it doesn't support sampling-based model, and doesn't test GAT(only GCN and SAGE for ogbn-arxiv)

  

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Commits on Dec 14, 2023

• add PyG-Style GNN models, add sampling-based FLAG (Test for Ogbn-Products)

  

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Commits on Dec 16, 2023

• fix OOM problem when FLAG evaluates on Ogbn-products; test mini-batch FLAG with GAT

  

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Commits on Dec 19, 2023

• add deterministic graph generation part of GAugM

  

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Commits on Dec 24, 2023

• add Mixup model, which supports minibatch training. add HPO codes for GAug

  

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• change search_config.py

  

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Commits on Dec 25, 2023

• update hp for GAugOMini; change the adj stack method for ClusterGCN; fix GraphSAINT

  

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Commits on Jan 6, 2024

• remove private information.

  

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