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Pytorch domain library for recommendation systems

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Summary: We got positive result from AI Labs for the cache but would like to quantify the gains in produciton. As torchrec is an open source lib, we cannot use...

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Hi team, I'm wondering whether there is any way to apply AdamW for sparse features. I wrapped torch.optim.AdamW in KeyedOptimizerWrapper for dense features and it works. However, it seems that...

Summary: Symbolic trace passes in Proxy object which is incompatible with existing logic for caching kjt feature order in D68991644. Skipping this caching in these cases to avoid errors. Differential...

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Summary: This diff adds support for compiling the optimizer step in the train pipeline of TorchRec. The changes include: 1. Add a new argument to the TrainPipeline constructor to enable...

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Summary: Current failure on ``` buck run fbcode//mode/dev-nosan fbcode//caffe2/torch/sparse/tests:faster_hash_test ``` ``` Traceback (most recent call last): File "/data/users/kaus/fbsource/buck-out/v2/gen/fbcode/90ea5faddcf375ad/caffe2/torch/sparse/tests/__faster_hash_test__/faster_hash_test#link-tree/__run_lpar_main__.py", line 38, in __invoke_main() File "/data/users/kaus/fbsource/buck-out/v2/gen/fbcode/90ea5faddcf375ad/caffe2/torch/sparse/tests/__faster_hash_test__/faster_hash_test#link-tree/__run_lpar_main__.py", line 35, in __invoke_main run_as_main(module, main_function)...

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Reverted

Differential Revision: D71001957

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Summary: Add ability to specify separate device for a CW sharded table during inference. NOTE: This diff only adds support for case where number of CW shards equal the world...

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Differential Revision: D71000199

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Differential Revision: D71000056

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Differential Revision: D70999813

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