View source for 20250190221. Systems Metho (Advanced Micro Devices, .)

= SYSTEMS AND METHODS FOR PARALLELIZATION OF EMBEDDING OPERATIONS =

'''Abstract''':
a disclosed method may include initializing a deep learning recommendation model (dlrm) comprising a plurality of embedding tables, each embedding table comprising a plurality of embeddings. the method may also include receiving input data associated with accessing embeddings from the plurality of embedding tables and applying a parallelization strategy to process the plurality of embedding tables, the parallelization strategy configured to improve performance by distributing computational workloads and optimizing memory access. the method may also include processing the embeddings based on the input data in accordance with the parallelization strategy, the processing comprising aggregating embeddings accessed from the plurality of embedding tables. the method may also include generating, for further processing, output data based on the processed embeddings. various other methods, systems, and computer-readable media are also disclosed.

'''Inventor(s)''': [[:Category:Krishnakumar Nair of San Jose CA US|Krishnakumar Nair]], [[:Category:Meenakshi Arunachalam of Bellevue WA US|Meenakshi Arunachalam]], [[:Category:John Kalamatianos of Boxborough MA US|John Kalamatianos]], [[:Category:Rishabh Jain of Austin TX US|Rishabh Jain]], [[:Category:Varun Agrawal of Bangalore  IN|Varun Agrawal]], [[:Category:Avinash Chandra Pandey of Bangalore  IN|Avinash Chandra Pandey]], [[:Category:Siddappa Yallappa Karabannavar of Bangalore  IN|Siddappa Yallappa Karabannavar]], [[:Category:Ashish Sirasao of San Jose CA US|Ashish Sirasao]], [[:Category:Elliott Delaye of San Jose CA US|Elliott Delaye]]

'''CPC Classification''': [[:Category:CPC_G06F9/3885|G06F9/3885]] ({using a plurality of independent parallel functional units})


[[Category:Patent Applications]]
[[Category:Advanced Micro Devices, Inc.]]
[[Category:CPC_G06F9/3885]]
[[Category:Krishnakumar Nair of San Jose CA US]]
[[Category:Meenakshi Arunachalam of Bellevue WA US]]
[[Category:John Kalamatianos of Boxborough MA US]]
[[Category:Rishabh Jain of Austin TX US]]
[[Category:Varun Agrawal of Bangalore  IN]]
[[Category:Avinash Chandra Pandey of Bangalore  IN]]
[[Category:Siddappa Yallappa Karabannavar of Bangalore  IN]]
[[Category:Ashish Sirasao of San Jose CA US]]
[[Category:Elliott Delaye of San Jose CA US]]

[https://wikipatents.org/index.php?search=20250190221+rejection&title=Special%3ASearch&wprov=acrw1_-1 Search for rejections for patent application number 20250190221]


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