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introduce timeout based on cpu_time for machine learning workloads, ensuring that parameter optimizations terminate below pre-defined timeout.
This eliminates sensitivity to any other workload happening on the same host.
This would ensure that the optimization step is independent of other processes using the host.
the plan is to add a parameter use_process_time which defauls to False to use wallclock time.
if that parameter is set to True we use process_time
bitranox
changed the title
add timeout based on cpu_time for machine learning
add timeout based on process_time (cpu time) for machine learning
Jan 19, 2024
introduce timeout based on
cpu_time
for machine learning workloads, ensuring that parameter optimizations terminate below pre-defined timeout.This eliminates sensitivity to any other workload happening on the same host.
This would ensure that the optimization step is independent of other processes using the host.
the plan is to add a parameter
use_process_time
which defauls toFalse
to use wallclock time.if that parameter is set to
True
we useprocess_time
proposed by @cyber42
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