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Fast Inner-Product Algorithms and Architectures for Deep Neural Network Accelerators. (arXiv:2311.12224v1 [cs.AR])

science

We introduce a new algorithm called the Free-pipeline Fast Inner Product (FFIP) and its hardware architecture that improve an under-explored fast inner-product algorithm (FIP) proposed by Winograd in 1968. Unlike the unrelated Winograd minimal filtering algorithms for convolutional layers, FIP is applicable to all machine learning (ML) model layers that can mainly decompose to matrix multiplication, including fully-connected, convolutional, recurrent, and attention/transformer layers. We implement FIP for the first time in an ML accelerator then present our FFIP algorithm and generalized architecture which inherently improve FIP's clock frequency and, as a consequence, throughput for a similar hardware cost. Finally, we contribute ML-specific optimizations for the FIP and FFIP algorithms and architectures.

arXiv     Nov 22, 2023

Top Trends That Are Redefining the Lingerie Fashion Landscape - Indian Retailer

For a very long time, global fashion brands exerted substantial influence over the lingerie fashion landscape. They went beyond mere design, playing a pivotal role in shaping industry trends and standards while also molding consumer preferences. This established a prevailing template for success that dominated the lingerie and intimate wear market.

indianretailer.com     Nov 18, 2023

Product Information Management Tools Market Developments 2029 ... - Argyle Report

[New York, November 2023] — An insightful market analysis report focusing on the Product Information Management Tools Market has just been released by StatsNData, serving as a valuable resource for both industry leaders and newcomers. This comprehensive report offers a detailed exploration of the global Product Information Management Tools market and its subsegments, providing revenue forecasts and strategic insights that can drive business success in the coming years in it-telecom Industry.

argylereport.com     Nov 19, 2023

Starcore Completes 2023 Exploration at Its Ajax Property, Golden Triangle Area, British Columbia - Yahoo Finance

Starcore Completes 2023 Exploration at Its Ajax Property, Golden Triangle Area, British Columbia Finance

Yahoo     Nov 20, 2023

Ford Is Killing the Explorer Hybrid Because Cops Are Buying All of Them

If you were looking for a new large SUV with a hybrid option, Ford just pulled a couple of them from the market. The 2024 Ford Explorer Hybrid and Lincoln Aviator Hybrid just got the ax, because it wants to focus its hybrid production capabilities on the Explorer Police Interceptor Utility Hybrid model. It seems that police forces across the nation just can’t get enough of the 318-horsepower 322 pound-feet of torque hybrid monster.

jalopnik.com     Nov 22, 2023