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Add automatic image resizing to prevent memory explosion #1946

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This PR adds automatic image resizing functionality to prevent memory usage explosion when processing large images. Addresses part of #1559 where large images can cause OOM errors during training and inference.

Changes

  • Added patch_processor_with_image_resizing static method to FastBaseVisionModel class
  • Implemented a ResizingProcessorWrapper class that handles image resizing before processing
  • Ensures images are automatically resized to specified maximum dimensions while maintaining aspect ratio if desired

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