Add support for fast image processing in image-pretraining example (#37021)

* Add support for fast image processing in image-pretraining example

Fix typo: correct tuple formatting in IMAGE_PROCESSOR_MAPPING_NAMES

Signed-off-by: jafraustro <jaime.fraustro.valdez@intel.com>

* Use fast image processor by default

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>
Signed-off-by: jafraustro <jaime.fraustro.valdez@intel.com>

---------

Signed-off-by: jafraustro <jaime.fraustro.valdez@intel.com>
Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

examples/pytorch/image-pretraining/run_mim.py

@@ -359,7 +359,7 @@ def main():
         IMAGE_PROCESSOR_TYPES = {
             conf.model_type: image_processor_class for conf, image_processor_class in IMAGE_PROCESSOR_MAPPING.items()
         }
-        image_processor = IMAGE_PROCESSOR_TYPES[model_args.model_type]()
+        image_processor = IMAGE_PROCESSOR_TYPES[model_args.model_type][-1]()
 
     # create model
     if model_args.model_name_or_path:

src/transformers/models/auto/image_processing_auto.py

@@ -56,7 +56,7 @@ else:
     IMAGE_PROCESSOR_MAPPING_NAMES = OrderedDict(
         [
             ("align", ("EfficientNetImageProcessor",)),
-            ("aria", ("AriaImageProcessor")),
+            ("aria", ("AriaImageProcessor",)),
             ("beit", ("BeitImageProcessor",)),
             ("bit", ("BitImageProcessor",)),
             ("blip", ("BlipImageProcessor", "BlipImageProcessorFast")),
@@ -142,7 +142,7 @@ else:
             ("shieldgemma2", ("Gemma3ImageProcessor", "Gemma3ImageProcessorFast")),
             ("siglip", ("SiglipImageProcessor", "SiglipImageProcessorFast")),
             ("siglip2", ("Siglip2ImageProcessor", "Siglip2ImageProcessorFast")),
-            ("superglue", "SuperGlueImageProcessor"),
+            ("superglue", ("SuperGlueImageProcessor",)),
             ("swiftformer", ("ViTImageProcessor", "ViTImageProcessorFast")),
             ("swin", ("ViTImageProcessor", "ViTImageProcessorFast")),
             ("swin2sr", ("Swin2SRImageProcessor",)),