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[Bugfix] Fix iteration time for asynchronous scheduler #35072
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In the deferred sampling path (used for structured outputs with speculative decoding), recording
time.monotonic()here only captures the duration of the sampling phase and its time in the queue. It misses the initial model execution time from theexecute_modelcall at the beginning of thestep_with_batch_queuefunction. This results in inconsistent iteration time metrics compared to the non-deferred path, where the timestamp is recorded immediately after the model execution starts. To ensure consistent and accurate metrics, the start time should be captured once at the beginning of the iteration and used for both paths.