Colocate the TPU split op with the inputs
Colocate the TPU split op with the inputs

Previously, the split op did not have any placement hints associated with it,
which would sometimes result in very suboptimal placement. This change adds
placement hints to avoid unnecessary network transfers.

PiperOrigin-RevId: 165250631

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