[FEA] Persistent JIT Program References - #23648
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- Introduced `transform_input_spec` and `transform_output_spec` structures to describe input and output specifications for transform operations. - Implemented `transform_program` class to create reusable transform programs with JIT-compiled kernels. - Added `BM_transform_dispatch` benchmark to evaluate performance of transform operations using both direct and programmatic APIs. - Enhanced existing transform functions to support new specifications and validate inputs/outputs against the expected structure. - Created unit tests for `transform_program` to ensure compatibility with various input types and validate error handling for incompatible specifications. - Updated integration tests to cover scenarios involving transform programs with string offsets and different output types.
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