Bug fixes, Runtime & Performance optimization #332
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Constructor (__init__ method): Added type checks and proper exception handling. Simplified repeated block creation using loops. Forward Method: Simplified the forward pass to ensure all operations are clear and efficient. General Code Clean-up: Removed redundant checks and code. Ensured all methods and attributes are clear and logically ordered.
Initialization: Added error handling for the init(mergesAt:vocabularyAt:) initializer. Removed force unwrapping to avoid runtime crashes. Tokenization: Simplified the tokenization process and ensured that padding is handled efficiently. Optimized the encode function for better performance by reducing redundant operations. Pair and Update Functions: Optimized pairs(for:) to use zip for creating pairs. Improved update(_:merging:) to handle edge cases more effectively and avoid unnecessary computations. Helper Functions: Added static helper functions for reading merges and vocabulary with proper error handling.
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This pull request includes significant optimizations and bug fixes.
ControlNetModel
Constructor Improvements:
Added type checks and exception handling.
Simplified block creation with loops to reduce redundancy.
Forward Method:
Streamlined the forward pass to enhance performance and clarity.
Ensured efficient tensor operations and minimized unnecessary computations.
General Code Clean-up:
Removed redundant checks and streamlined the logic.
Organized methods and attributes for better readability and maintainability.
BPETokenizer
Initialization Improvements:
Enhanced error handling in the initializer init(mergesAt:vocabularyAt:).
Removed force unwrapping to prevent runtime crashes.
Tokenization Process:
Simplified the tokenization process to improve readability and efficiency.
Optimized the encode function to reduce redundant operations and improve performance.
Pair and Update Functions:
Utilized zip in pairs(for:) to create pairs more efficiently.
Refined update(_:merging:) to handle edge cases better and avoid unnecessary computations.
Helper Functions:
Introduced static helper functions for reading merges and vocabulary, including error handling.
These improvements ensure that the BPETokenizer class is more robust, efficient, and easier to maintain.
The changes address potential runtime errors and enhance the overall performance of the tokenizer.