Feat/mmap optimization - #21
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…refine_offload
* allow offload quant * rm cuda * refine and pass test
Refine model_unload behavior to improve robustness and offload precision. - Normalize memory_to_free before logging to avoid None / invalid arithmetic - Make partially_unload more precise by capping memory_to_free to loaded size - Ensure full unload cases are handled correctly after partial unload
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