Raise unused kwargs image processor (#29063)

* draft processor arg capture

* add missing vivit model

* add new common test for image preprocess signature

* fix quality

* fix up

* add back missing validations

* quality

* move info level to warning for unused kwargs

tests/test_image_processing_common.py

@@ -13,6 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import inspect
 import json
 import os
 import pathlib
@@ -289,6 +290,16 @@ class ImageProcessingTestMixin:
             tuple(encoded_images.shape), (self.image_processor_tester.batch_size, *expected_output_image_shape)
         )
 
+    def test_image_processor_preprocess_arguments(self):
+        image_processor = self.image_processing_class(**self.image_processor_dict)
+        if hasattr(image_processor, "_valid_processor_keys") and hasattr(image_processor, "preprocess"):
+            preprocess_parameter_names = inspect.getfullargspec(image_processor.preprocess).args
+            preprocess_parameter_names.remove("self")
+            preprocess_parameter_names.sort()
+            valid_processor_keys = image_processor._valid_processor_keys
+            valid_processor_keys.sort()
+            self.assertEqual(preprocess_parameter_names, valid_processor_keys)
+
 
 class AnnotationFormatTestMixin:
     # this mixin adds a test to assert that usages of the