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Handle broadcast for > 2D tensors in optimized library. For now broadcast
across only non 0th and (N-1)st dim is supported in optimized path.
Differential Revision: [D64156862](https://our.internmc.facebook.com/intern/diff/D64156862/)
[ghstack-poisoned]
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