PROTAC-Degradation-Predictor / protac_degradation_predictor

Commit History

Moved notebook placed in wrong folder
f194550

ribesstefano commited on

Fixed XGBoost prediction and added initial comparison of DNN and XGBoost distributions
7839344

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Fixed some tests and added XGBoost to the API
1171189

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Started renaming splits. Added datasets in paper as separate CSV.
ed339ed

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Fixed minor bug when returning predictions
dcdef4a

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Added support for listing available dataset data
42d3d55

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Fixed bug on averaging predictions in package code
367cf2c

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Fixed predictions moving to CPU from GPU in package code
8d92d67

ribesstefano commited on

Fixed code on loading cell embeddings for package
c06df22

ribesstefano commited on

Fixed loading cell embeddings in package code
229284f

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Fixed bug when loading cell2embeddings from wrong directory
9bd496b

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Added notebook on cell embeddings generation + Added XGBoost reports
8315295

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Added XGBoost Optuna training + Added Ablation studies with zeroed input vectors
33f1644

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Changed ablation to input zero-valued vactors
4bf0ec2

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Added results with FP normalization removed
d8a186f

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Added ablation study with randomly sampled vectors + Started working on LightningDataModule wrapper
4e1d3f6

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Added convincing results
b7582e0

ribesstefano commited on

Added softmax in model + Fixed and updated some hparams + Fixed bug in tanimoto distance (it was treated as similarity)
bda3015

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Added FP search + Added train metrics to logs
fda7af7

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Added LR scheduler + set default sum of embeddings
62ccb16

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Added majority voting evaluation
b86d3ec

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Working loading and predicting with pretrained model + Added scaling in "pure" pytorch during forwarding
15216c3

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Improved logging + current optuna studies
0171744

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Added model tests + checkpointing of the scaler object
de956c8

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Refactored experiments + fixed bug in dataset when applying scaling to val and test sets
6a5a99e

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Updated protac dataset to handle missing values in embedding dictionaries
4d17fea

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refactored package code and fine running experimental code
165d38a

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started testing package code
ea572f9

ribesstefano commited on

Started working on packaging the repository
5e01175

ribesstefano commited on