Introduce prepare for eval, fix evaluation bug #4432

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Run time

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Job	Run time
fastmri	4m 9s
imagenet_jax	5m 44s
wmt_jax	12m 30s
wmt_pytorch	13m 54s
criteo_jax	2m 57s
criteo_pytorch	2m 53s
imagenet_pytorch	2m 59s
ogbg	3m 22s
speech_jax	6m 36s
speech_pytorch	3m 37s
pytest	7m 37s
pytest-baselines	4m 57s
	1h 11m 15s