Back out "[shard] use scatter in shard_parameter API" #75295
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Stack from ghstack (oldest at bottom):
Original commit changeset: c823c5d0066a
Original Phabricator Diff: D33933419
#72160 broke some sharded tensor tests. Let's revert it first and reland it again once the test failure has been fixed.
Differential Revision: D35418031