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Utility Function read_image: Centralizes the image reading and mode/layout handling logic.
Added type hints for better code clarity and type checking.
Added dynamic image size handling.
Error Handling: Improved error handling and assertions for robustness.
Added comments for better understanding of the code.

Utility Function read_image: Centralizes the image reading and mode/layout handling logic.
 Added type hints for better code clarity and type checking.
 Added dynamic image size handling.
Error Handling: Improved error handling and assertions for robustness.
 Added comments for better understanding of the code.
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