[feat] LlavaNext add feature size check to avoid CUDA Runtime Error (#33608)

* [feat] add feature size check to avoid CUDA Runtime Error

* [minor] add error handling to all llava models

* [minor] avoid nested if else

* [minor] add error message to Qwen2-vl and chameleon

* [fix] token dimension for check

* [minor] add feature dim check for videos too

* [fix] dimension check

* [fix] test reference values

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Co-authored-by: Raushan Turganbay <raushan@huggingface.co>

tests/models/llava/test_modeling_llava.py

@@ -118,8 +118,8 @@ class LlavaVisionText2TextModelTester:
         self.batch_size = 3
         self.num_channels = 3
         self.image_size = 336
-        self.encoder_seq_length = 231
-        self.num_image_tokens = 224
+        self.encoder_seq_length = 232
+        self.num_image_tokens = 225
         self.seq_length = seq_length + self.num_image_tokens
 
     def get_config(self):