PyRTLMatrix: An Object-Oriented Hardware Design Pattern for Prototyping ML Accelerators

Aboye, Dawit; Kupsh, Dylan; Lim, Mervyn Jun Rui; Mai, Jacqueline; Dangwal, Deeksha; Mirza, Diba; Sherwood, Timothy

doi:10.1109/emc249363.2019.00015

Cited by 2 publications

(1 citation statement)

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“…PyRTLMatrix makes the application more user-friendly by abstracting the hardware that is required to represent matrix operations [8]. A PyRTLMatrix instance is essentially a wire bus that routes data through logical computations that mimic matrix operations.…”

Section: B Pyrtl-matrixmentioning

confidence: 99%

An In-Depth Analysis of Pythonic Paradigms for Rapid Hardware Prototyping and Instrumentation

Aljrah,

Alomari,

Aljarrah

et al. 2023

ijmst

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This in-depth examination review about pythonic paradigms for quick hardware prototyping and instrumentation to solve the widening gap between the fluidity of software development and the more conventional methodology used in hardware design. The proliferation of specialized hardware and accelerators has resulted in an increased necessity for development strategies that are flexible. Reconfigurable hardware, such as FPGAs and coarse-grain reconfigurable arrays, enables incremental changes in early design stages, which is a key component of agile software development. This article goes into modern agile development methods, emphasizing the integration of services, repositories, and specialized tools to meet particular users' requirements. Continuous improvement in areas such as software and hardware design, testing, analysis, and evaluation, as well as collaboration with current development tools, are all supported by an ecosystem that has been successfully integrated.

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Section: B Pyrtl-matrixmentioning

confidence: 99%