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PolySA: Polyhedral-Based Systolic Array Auto-Compilation.pdf

polysa_iccad18.pdf

Preview of PolySA: Polyhedral-Based Systolic Array Auto-Compilation

🔗 Source: vast.cs.ucla.edu

📊 Size: 2.72 MB

👤 Author: Jason Cong, Jie Wang

⬇️ Downloads: 250

Summary

PolySA is a polyhedral-based systolic array auto-compilation framework that generates high-performance systolic array architectures on FPGAs. It takes in applications written in C/C++ and performs mapping based on polyhedral IR, generating off-the-shelf FPGA IPs without user intervention. PolySA leverages the polyhedral framework to support various schedulings and efficient transformations, making it the first end-to-end compilation framework for systolic array architecture on FPGAs. It demonstrates a reduction in development cycles from several months to within one hour and generates high-performance designs with a performance gap within 31% compared to state-of-the-art manual designs for applications like matrix multiplication and convolutional neural networks.

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Description

PolySA is a polyhedral-based systolic array auto-compilation framework that generates high-performance systolic array architectures on FPGAs.

Technical Information

File Format: PDF
File Size: 2.72 MB
Pages: 8
Language: EN
Author: Jason Cong, Jie Wang
Total Downloads: 250
Last Updated: 3 hours ago

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