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This PR adds CUDA Graph support to reduce per-iteration latency and overhead in PDHG by capturing and replaying the iteration workload.

@ZedongPeng ZedongPeng changed the title [WIP] Cuda Graph [WIP] CUDA Graph Dec 20, 2025
@ZedongPeng ZedongPeng marked this pull request as draft December 20, 2025 04:31
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