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6 changes: 6 additions & 0 deletions chebai/result/analyse_sem.py
Original file line number Diff line number Diff line change
Expand Up @@ -217,10 +217,16 @@ def set_label_names(self, label_names):
self.label_successors = self.label_successors.unsqueeze(0)

def __call__(self, preds):
if preds.shape[1] == 0:
# no labels predicted
return preds
# preds shape: (n_samples, n_labels)
preds_sum_orig = torch.sum(preds)
# step 1: apply implications: for each class, set prediction to max of itself and all successors
preds = preds.unsqueeze(1)
preds_masked_succ = torch.where(self.label_successors, preds, 0)
# preds_masked_succ shape: (n_samples, n_labels, n_labels)

preds = preds_masked_succ.max(dim=2).values
if torch.sum(preds) != preds_sum_orig:
print(f"Preds change (step 1): {torch.sum(preds) - preds_sum_orig}")
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2 changes: 1 addition & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"

[project]
name = "chebai"
version = "1.0.2"
version = "1.0.3"
description = "ChEBai is a deep learning library designed for the integration of deep learning methods with chemical ontologies, particularly ChEBI."
authors = [
{ name = "MGlauer", email = "[email protected]" }
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