Add zero1 aot support in train compile

[NuojCheng]

Description

Previously AOT using ZeRO-1 sharding was not supported for train_compile. This PR debugs this issue and enable this funciton. It also adds a test protecting Zero-1 sharding for AOT.

Tests

CI and added test.

Checklist

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• I have made or will make corresponding changes to the doc if needed, including adding new documentation pages to the relevant Table of Contents (toctree directive) as explained in our documentation.

[codecov]

Codecov Report

❌ Patch coverage is 40.00000% with 6 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
src/maxtext/trainers/pre_train/train_compile.py	40.00%	6 Missing ⚠️

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