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Introduce prepare for eval, fix evaluation bug #4449

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Run time

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Job	Run time
imagenet_jax	5m 45s
wmt_jax	12m 59s
criteo_pytorch	2m 48s
fastmri	4m 8s
criteo_jax	2m 51s
imagenet_pytorch	2m 58s
speech_jax	6m 20s
speech_pytorch	3m 44s
wmt_pytorch	14m 3s
ogbg	3m 16s
pytest	7m 45s
pytest-baselines	4m 55s
	1h 11m 32s