I’m trying to limit the number of concurrent trials (my understanding is that concurrent is Paused + Running, is this correct?); however, setting max_concurrent_trials inside of TuneConfig, setting max_concurrent inside of the search_alg, and using a ConcurrencyLimiter still results in tune launching a seemingly infinite stream of PAUSED trials and only ever running a single iteration on any given job-- I have also tried setting batch=True in the ConcurrencyLimiter to no avail. I have yet to see it run 2+ iterations on any single trial.
I’m not sure what I should do to prevent it from launching so many Jobs that just sit in the PAUSED state. Any help would be greatly appreciated.