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We are seeing some latency on our platform when we submit a HPO job. When we submit a HPO job via WMLA we see that it is taking ~14 seconds to launch a trial in spite of asking number of parallel runs. Just to give you an idea, if we have latency of 14 secs for a model which runs in 100 secs…and a user submits a job asking for 100 parallel runs then latency adds substantial amount of time to the overall job execution. i.e. in theory, the job should have completed in 100 secs, but, with latency the job execution goes to 1400 + 100 secs.
Until now this had not been a problem because most of our workloads were model fitting that would go for hours, so a few seconds here or there wouldn't matter make a dent … but as we move onto simulations with relatively quick runtimes, this is becoming a big problem.
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