Source-linked AI summary
A 28nm 27,648-Spin Multichip Digital Ising Accelerator with Pegasus Connectivity
Tong Wu, Atharva Raut, Ian Khor, Ziyad Alswaidan, Ting-Yu Lee, Hongchang Kuang, Navid Anjum Aadit, Anand Raju, Dhruv Chinmay, Siddharth Das, Ken Mai, Kerem Camsari, Tathagata Srimani
TL;DR
Scaling Ising hardware is constrained by coefficient storage and interconnect, while cross-chip state exchange can stall dependent updates. This 28 nm four-chip accelerator uses a 27,648-spin Pegasus graph with banked coefficient SRAM and overlapped boundary-state transfers. It reaches 30.24G peak updates/s at 140 MHz and 1.2 pJ/spin-update including I/O power, with 11.5× the throughput of a recent 28 nm multichip design.
Problem
Scaling Ising accelerators is limited by coefficient storage and interconnect, while multichip state exchange can stall dependent updates and lower-connectivity graphs increase embedding overhead.
Source: p. 1Method
A 28 nm four-chip accelerator combines a 27,648-spin Pegasus graph, banked coefficient SRAM, and boundary-state streaming that overlaps interchip transfers with independent updates.
Source: pp. 1–2Results
The four-chip system reaches 30.24G peak updates/s at 140 MHz and 1.2 pJ/spin-update including I/O power, with 11.5× the throughput of a recent 28 nm multichip design.
Source: p. 3Takeaways & Limitations
The same programmable datapath demonstrates MaxCut, spin glass, frustrated loops, factorization, and 3SAT.
Source: p. 3
Abstract
from arXiv · showhide
We report a 28 nm four-chip Ising accelerator with 27,648 spins, degree-15 Pegasus connectivity, and 10b coefficients. Boundary-state streaming overlaps interchip transfers with spin updates, achieving 98.03% simulated weak-scaling efficiency. At 140 MHz, the four-chip system delivers 30.24G peak updates/s at 1.2 pJ/update including I/O power, with 11.5$\times$ the throughput and approximately one-quarter the logic-plus-SRAM area per spin of a prior 28 nm multichip design. We demonstrate MaxCut, spin glass, frustrated loops, factorization, and 3SAT.