Add TritonBatchedFusedEmbeddingBag and TritonEmbeddingFusedOptimizer to TorchRec #3710
+891
−1
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
…to TorchRec Summary: Add TritonBatchedFusedEmbeddingBag, a Triton-based alternative to BatchedFusedEmbeddingBag that uses TritonTableBatchedEmbeddingBags instead of SplitTableBatchedEmbeddingBagsCodegen. Key additions: - TritonBatchedFusedEmbeddingBag class implementing BaseBatchedEmbeddingBag with Triton TBE backend - TritonEmbeddingFusedOptimizer with shard-aware parameter keys to support column-wise sharding - Helper methods (split_embedding_weights, flush, reset_cache_states) added to Triton TBE for TorchRec compatibility - FUSED_TRITON compute kernel enum for planner integration - Comprehensive unit tests for the new classes Differential Revision: D90527207
meta-cla
bot
added
the
CLA Signed
Contributor
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Summary:
Add TritonBatchedFusedEmbeddingBag, a Triton-based alternative to BatchedFusedEmbeddingBag that uses TritonTableBatchedEmbeddingBags instead of SplitTableBatchedEmbeddingBagsCodegen.
Key additions:
Differential Revision: D90527207