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refactor baseworkload logic #3297

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Run time

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Job	Run time
wmt_jax	1h 13m 19s
fastmri	4m 17s
imagenet_jax	5m 31s
wmt_pytorch	1h 14m 16s
criteo_jax	3m 4s
criteo_pytorch	3m 9s
imagenet_pytorch	3m 9s
ogbg	3m 27s
pytest	7m 11s
speech_jax	6m 49s
speech_pytorch	3m 39s
pytest-baselines	3m 24s
	3h 11m 15s