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Update on "allow customized head_dim"
This is for resolving the ask in this [post](https://fb.workplace.com/groups/pytorch.edge.users/permalink/1574875706716050/). Similar change in HF: huggingface/transformers#32502 Differential Revision: [D65974454](https://our.internmc.facebook.com/intern/diff/D65974454/) [ghstack-poisoned]
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