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[CUDA] Reduce use of managed memory (#2725)
* Use async cuda malloc managed with cuda 13

* add pool threshold

* refactor for regular cuda malloc

* load eval gpu for cuda

* remove use of cuda pool, use cuda free async

* fix

* fix

* fix

* fix

* fix + comment
2025-11-05 16:05:23 -08:00
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