Update xd-violence.py

xd-violence.py

@@ -74,8 +74,8 @@ class XDViolence(datasets.GeneratorBasedBuilder):
                 {
                     "id": datasets.Value("string"),
                     "feature": datasets.Array3D(
-                        shape=(None, 5, 2048),
-                        dtype="float32",  # (num_frames, num_crops, feature_dim) use 5 crops by default as of now
+                        shape=(None, 2048),
+                        dtype="float32",  # (num_frames, feature_dim)
                     ),
                     "binary_target": datasets.ClassLabel(
                         names=["Non-violence", "Violence"]
@@ -246,16 +246,17 @@ class XDViolence(datasets.GeneratorBasedBuilder):
                 frame_annotations = frame_annots_mapper.get(f_id, [])
                 feature = np.load(f_path)
 
-                yield (
-                    key,
-                    {
-                        "id": f_id,
-                        "feature": feature,
-                        "binary_target": binary,
-                        "multilabel_target": multilabel,
-                        "frame_annotations": frame_annotations,
-                    },
-                )
+                for crop_idx in range(feature.shape[1]):  # Loop over crops (5 crops)
+                    yield (
+                        f"{key}-{crop_idx}",
+                        {
+                            "id": f"{f_id}__{crop_idx}",
+                            "feature": feature[:, crop_idx, :],
+                            "binary_target": binary,
+                            "multilabel_target": multilabel,
+                            "frame_annotations": frame_annotations,
+                        },
+                    )
 
         else:
             for key, (f_id, f_path, f_label) in enumerate(zip(ids, paths, labels)):