Fix Chefer and add standardized API

examples/interpretability/dka_stageattn_mimic4_interpret.py

@@ -134,7 +134,7 @@ def count_labels(ds):
         "ig_gim": IntegratedGradientGIM(model),
         "deeplift": DeepLift(model, use_embeddings=True),
         "gim": GIM(model),
-        # "chefer": CheferRelevance(model),
+        "chefer": CheferRelevance(model),
         "shap": ShapExplainer(model, use_embeddings=True),
         "lime": LimeExplainer(model, use_embeddings=True, n_samples=200),
     }

examples/interpretability/dka_transformer_mimic4_interpret.py

@@ -134,7 +134,7 @@ def count_labels(ds):
         "ig_gim": IntegratedGradientGIM(model),
         "deeplift": DeepLift(model, use_embeddings=True),
         "gim": GIM(model),
-        # "chefer": CheferRelevance(model),
+        "chefer": CheferRelevance(model),
         "shap": ShapExplainer(model, use_embeddings=True),
         "lime": LimeExplainer(model, use_embeddings=True, n_samples=200),
     }

examples/interpretability/los_stageattn_mimic4_interpret.py

@@ -120,7 +120,7 @@ def main():
         "ig_gim": IntegratedGradientGIM(model),
         "deeplift": DeepLift(model, use_embeddings=True),
         "gim": GIM(model),
-        # "chefer": CheferRelevance(model),
+        "chefer": CheferRelevance(model),
         "shap": ShapExplainer(model, use_embeddings=True),
         "lime": LimeExplainer(model, use_embeddings=True, n_samples=200),
     }

examples/interpretability/los_transformer_mimic4_interpret.py

@@ -120,7 +120,7 @@ def main():
         "ig_gim": IntegratedGradientGIM(model),
         "deeplift": DeepLift(model, use_embeddings=True),
         "gim": GIM(model),
-        # "chefer": CheferRelevance(model),
+        "chefer": CheferRelevance(model),
         "shap": ShapExplainer(model, use_embeddings=True),
         "lime": LimeExplainer(model, use_embeddings=True, n_samples=200),
     }

examples/interpretability/mp_stageattn_mimic4_interpret.py

@@ -120,7 +120,7 @@ def main():
         "ig_gim": IntegratedGradientGIM(model),
         "deeplift": DeepLift(model, use_embeddings=True),
         "gim": GIM(model),
-        # "chefer": CheferRelevance(model),
+        "chefer": CheferRelevance(model),
         "shap": ShapExplainer(model, use_embeddings=True),
         "lime": LimeExplainer(model, use_embeddings=True, n_samples=200),
     }

examples/interpretability/mp_transformer_mimic4_interpret.py

@@ -120,7 +120,7 @@ def main():
         "ig_gim": IntegratedGradientGIM(model),
         "deeplift": DeepLift(model, use_embeddings=True),
         "gim": GIM(model),
-        # "chefer": CheferRelevance(model),
+        "chefer": CheferRelevance(model),
         "shap": ShapExplainer(model, use_embeddings=True),
         "lime": LimeExplainer(model, use_embeddings=True, n_samples=200),
     }