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Fix issues on explicit batch dimensions in xla sharding propagation and spmd partitioner. #19414

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Fix issues on explicit batch dimensions in xla sharding propagation and spmd partitioner.

Explicit batch dimensions and index parallel dimensions cannot co-exist. Namely, if a gather/scatter has explicit batch dimensions, we do not consider index parallel dimensions in it.

The default and prioritized method to partition gather/scatter is now processing explicit batch dims, while it was index parallel dims before this cl.

…nd spmd partitioner.

Explicit batch dimensions and index parallel dimensions cannot co-exist. Namely, if a gather/scatter has explicit batch dimensions, we do not consider index parallel dimensions in it.

The default and prioritized method to partition gather/scatter is now processing explicit batch dims, while it was index parallel dims before this cl.

PiperOrigin-RevId: 697033844
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