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Push RetroTAC ensemble

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  1. .gitattributes +21 -0
  2. README.md +19 -0
  3. config.json +9 -0
  4. ensemble.json +203 -0
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@@ -33,3 +33,24 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ # ailab-bio/RetroTAC
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+
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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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+
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+ - method: `caruana`
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+ - rmse: 0.1320
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+
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+ ## Usage
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+
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+ ```python
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+ from retrotac.models.ensemble import RetroTAC
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+
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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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