[do not merge] Random utils fixes #3763

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Run time

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Job	Run time
criteo_jax	3m 25s
imagenet_jax	5m 46s
criteo_pytorch	4m 31s
fastmri	4m 33s
imagenet_pytorch	5m 35s
speech_jax	8m 1s
wmt_jax	13m 5s
wmt_pytorch	14m 25s
ogbg	3m 46s
pytest	7m 20s
pytest-baselines	4m 54s
speech_pytorch	3m 41s
	1h 19m 2s