Hardware Accelerator Optimization.pdf

2110.11346.pdf
Preview of Hardware Accelerator Optimization
🔗 Source: arxiv.org
📊 Size: 5.18 MB
📄 Pages: 29 pages
⬇️ Downloads: 99

Summary

Researchers developed a data-driven offline optimization method, PRIME, for designing hardware accelerators, which learns a conservative estimate of the desired cost function from logged simulation data and optimizes the design without additional simulator queries, improving performance over simulation-driven methods by 1.54× and 1.20× for single- and multi-applications, while reducing simulation time by 93% and 99%.

Description

Researchers developed a data-driven offline optimization method, PRIME, for designing hardware accelerators, which learns a conservative estimate of the...

Technical Information

  • File Format: PDF
  • File Size: 5.18 MB
  • Pages: 29
  • Language: EN
  • Total Downloads: 99
  • Last Updated: 2 hours ago

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