Push RetroTAC ensemble
Browse files- .gitattributes +21 -0
- README.md +19 -0
- config.json +9 -0
- ensemble.json +203 -0
- members/gnn_seed1011_fold0.ckpt +3 -0
- members/gnn_seed1011_fold3.ckpt +3 -0
- members/gnn_seed123_fold2.ckpt +3 -0
- members/gnn_seed123_fold3.ckpt +3 -0
- members/gnn_seed42_fold1.ckpt +3 -0
- members/gnn_seed42_fold2.ckpt +3 -0
- members/gnn_seed42_fold3.ckpt +3 -0
- members/gnn_seed456_fold0.ckpt +3 -0
- members/gnn_seed456_fold4.ckpt +3 -0
- members/gnn_seed789_fold0.ckpt +3 -0
- members/gnn_seed789_fold1.ckpt +3 -0
- members/gnn_seed789_fold3.ckpt +3 -0
- members/gnn_seed789_fold4.ckpt +3 -0
- members/mlp_seed1011_fold2.pt +3 -0
- members/mlp_seed1011_fold2.skops +3 -0
- members/mlp_seed1011_fold3.pt +3 -0
- members/mlp_seed1011_fold3.skops +3 -0
- members/mlp_seed1011_fold4.pt +3 -0
- members/mlp_seed1011_fold4.skops +3 -0
- members/mlp_seed42_fold2.pt +3 -0
- members/mlp_seed42_fold2.skops +3 -0
- members/mlp_seed456_fold0.pt +3 -0
- members/mlp_seed456_fold0.skops +3 -0
- members/mlp_seed456_fold1.pt +3 -0
- members/mlp_seed456_fold1.skops +3 -0
- members/mlp_seed456_fold2.pt +3 -0
- members/mlp_seed456_fold2.skops +3 -0
- members/xgb_seed1011_fold3.skops +3 -0
- members/xgb_seed1011_fold3.ubj +3 -0
- members/xgb_seed1011_fold4.skops +3 -0
- members/xgb_seed1011_fold4.ubj +3 -0
- members/xgb_seed42_fold2.skops +3 -0
- members/xgb_seed42_fold2.ubj +3 -0
- members/xgb_seed42_fold4.skops +3 -0
- members/xgb_seed42_fold4.ubj +3 -0
- members/xgb_seed456_fold4.skops +3 -0
- members/xgb_seed456_fold4.ubj +3 -0
- members/xgb_seed789_fold1.skops +3 -0
- members/xgb_seed789_fold1.ubj +3 -0
- members/xgb_seed789_fold2.skops +3 -0
- members/xgb_seed789_fold2.ubj +3 -0
.gitattributes
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@@ -33,3 +33,24 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed1011_fold2.skops filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed1011_fold3.skops filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed1011_fold4.skops filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed42_fold2.skops filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed456_fold0.skops filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed456_fold1.skops filter=lfs diff=lfs merge=lfs -text
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members/mlp_seed456_fold2.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed1011_fold3.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed1011_fold3.ubj filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed1011_fold4.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed1011_fold4.ubj filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed42_fold2.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed42_fold2.ubj filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed42_fold4.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed42_fold4.ubj filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed456_fold4.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed456_fold4.ubj filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed789_fold1.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed789_fold1.ubj filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed789_fold2.skops filter=lfs diff=lfs merge=lfs -text
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members/xgb_seed789_fold2.ubj filter=lfs diff=lfs merge=lfs -text
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README.md
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# ailab-bio/RetroTAC
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Caruana-weighted ensemble of 27 per-fold PROTAC
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synthesizability surrogate models (GNN:13, MLP:7, XGB:7), selected by greedy
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forward ensemble selection over 5x5-CV fold models -- see
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`scripts/models/evaluation.py`'s `EnsembleSelector.greedy_selection` /
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`run_ensemble_strategies` in the [RetroTAC](https://github.com/ribesstefano/RetroTAC) repo.
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- method: `caruana`
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- rmse: 0.1320
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## Usage
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```python
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from retrotac.models.ensemble import RetroTAC
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model = RetroTAC.from_pretrained("ailab-bio/RetroTAC")
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predictions = model.predict(["CCO", "c1ccccc1"])
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```
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config.json
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{
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"fp_size": 1024,
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"fp_radius": 8,
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"use_fingerprints": true,
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"use_descriptors": true,
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"target": "synthesizability",
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"molecule_col": "smiles",
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"source_config": "/proj/berzelius-2026-62/users/x_steri/RetroTAC/config/models_config.yaml"
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}
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ensemble.json
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{
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"created_at": "2026-09-02T16:26:13.437912",
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"source_weights_file": "ensemble_weights_caruana.json",
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"method": "caruana",
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"metric_name": "rmse",
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"metric_value": 0.1320195941716477,
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"n_models": 27,
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"members": {
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"XGB_seed789_fold2": {
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"backend": "xgb",
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"MLP_seed1011_fold3": {
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"backend": "mlp",
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"GNN_seed42_fold3": {
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"GNN_seed1011_fold0": {
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version https://git-lfs.github.com/spec/v1
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