Introduce prepare for eval, fix evaluation bug #4433

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Run time

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Job	Run time
fastmri	4m 22s
criteo_jax	4m 20s
imagenet_pytorch	2m 57s
imagenet_jax	6m 9s
wmt_jax	13m 43s
wmt_pytorch	13m 57s
criteo_pytorch	2m 45s
ogbg	3m 15s
pytest	7m 54s
pytest-baselines	5m 0s
speech_jax	6m 15s
speech_pytorch	3m 14s
	1h 13m 51s