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Surrogate with hyperparams#99

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nicl-nno wants to merge 37 commits intomainITMO-NSS-team/GAMLET:mainfrom surrogate_with_hyperparamsITMO-NSS-team/GAMLET:surrogate_with_hyperparamsCopy head branch name to clipboard

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Commits on Nov 2, 2023

• Update gitignore

  

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• Add dev-dependencies

  

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• Rename experiments to experiment_logs

  

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• Add experiment on separate node encoder on fake data

  

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• Add script to get unqiue graphs (isomorphism is not considired)

  

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• Add script collecting dataset with various hyperparameters

  

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• Add early stopping if model is already processed

  

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• Temporally disable models with logloss metric

  

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• Add notebook to sort selected graphs by train data size

  

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Commits on Nov 12, 2023

• Add notebooks for hyperparameters embedding

  

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• Update gitignore

  

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  7e49b7a

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• Update FedotPipelineFeaturesExtractor to process hyperparams

  

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Commits on Nov 14, 2023

• Add scripts to get dataset with hyperparameters

  

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• Rename module

  

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• Several fixes in fedot pipeline extractor

  

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• update gitignore

  

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Commits on Nov 15, 2023

• Add missing file

  

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Commits on Nov 20, 2023

• Clean surrogate model file

  

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• Clean SimpleGNNEncoder file

  

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• Add first version of training surrogate with hyperparameters

  

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Commits on Dec 7, 2023

• Add draft of libs versions that actually work

  

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• Move addidng dataset node to method in FEDOTPipelineFeaturesExtractor

  

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• Change assertion to raising error

  

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• Add FEDOTPipelineFeaturesExtractor with gradient flow

  

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Commits on Dec 9, 2023

• Make on the fly training with hyperparameters work (no dataset features)

  

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Commits on Dec 10, 2023

• Multiple fixes

  

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Commits on Dec 11, 2023

• Add usage of pretrained encoder

  

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• Add typing

  

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• Run training of hparams surrogate with pymfe features

  

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Commits on Dec 17, 2023

• Fix dataset for hetero training

  

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• Add deterministic embedding and training with it

  

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Commits on Feb 17, 2024

• Make collecting dataset with hyperparameters comfortable

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Commits on Mar 3, 2024

• Update training surrogate with operations hyperparameters

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• Fix surrogate to accept both typ[es and hparams of operations

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Commits on Mar 7, 2024

• Add commented section with surrogate that concats two graphs to produce logit

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• Fix ptr property of torch_geometric.data.Batch

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Commits on Oct 19, 2024

• Add code from the paper submission

  

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