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Formalize the Offload API into a Modular Class #239

@TheaperDeng

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@TheaperDeng

To improve scalability and usability, we should formalize the offloading API and refactor it into a modular class.

The current implementation in dattri/algorithm/block_projected_if/offload serves as an excellent starting point for our codebase. Efficient offloading is also a critical component for extending dattri’s applicability to large-scale settings, such as massive datasets.

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