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Remove extremely slow logic from RequestOnlySplitEmbeddingBagCollectionsSparseArch #2003

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Differential Revision: D57290467

@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label May 14, 2024
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This pull request was exported from Phabricator. Differential Revision: D57290467

…onsSparseArch

Summary:
RequestOnlySplitEmbeddingBagCollectionsSparseArch currently does a regroup logic which is extremely slow and introduces a bunch of unnecessary torch.cats into the graph. Furthermore, uses of the output of RequestOnlySplitEmbeddingBagCollectionsSparseArch calls regroup_as_dict on the KeyedTensors anyways: https://fburl.com/code/fsbptq4g.

Here, we optimize it and ensure regroup_as_dict can handle same key across KTs. This should have no production impact on the APS side as no models are currently using RequestOnlySplitEmbeddingBagCollectionsSparseArch for inference.

Differential Revision: D57290467
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This pull request was exported from Phabricator. Differential Revision: D57290467

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