US Patent Issued to TATA CONSULTANCY SERVICES on Aug. 19 for "Pre-optimizer and optimizer based framework for optimal deployment of embedding tables across heterogeneous memory architecture" (Indian Inventors)

ALEXANDRIA, Va., Aug. 20 -- United States Patent no. 12,393,514, issued on Aug. 19, was assigned to TATA CONSULTANCY SERVICES Ltd. (Mumbai, India).

"Pre-optimizer and optimizer based framework for optimal deployment of embedding tables across heterogeneous memory architecture" was invented by Ashwin Krishnan (Thane, India), Manoj Karunakaran Nambiar (Thane, India) and Rekha Singhal (Thane, India).

According to the abstract* released by the U.S. Patent & Trademark Office: "High-performance deployment of DNN recommendation models heavily rely on embedding tables, and their performance bottleneck lies in the latency of embedding access. To optimize the deployment of RMs, the method and system is disclosed, which leverages heterogeneous memor...