Name
Title | ||
|---|---|---|
A 7.3 M Output Non-Zeros/J Sparse Matrix-Matrix Multiplication Accelerator using Memory Reconfiguration in 40 nm |
Abstract | ||
|---|---|---|
A Sparse Matrix-Matrix multiplication (SpMM) accelerator with 48 heterogeneous cores and a reconfigurable memory hierarchy is fabricated in 40 nm CMOS. On-chip memories are reconfigured as scratchpad or cache and interconnected with synthesizable coalescing crossbars for efficient memory access in each phase of the algorithm. The
<tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$2.0\ \text{mm}\times 2.6\ \text{mm}$</tex>
chip exhibits
<tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$12.6\times(8.4\times)$</tex>
energy efficiency gain,
<tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$11.7\times(77.6\times)$</tex>
off-chip bandwidth efficiency gain and
<tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$17.1\times(36.9\times)$</tex>
compute density gain against a high-end CPU (GPU) across a diverse set of synthetic and real-world power-law graph based sparse matrices. |
Year | DOI | Venue |
|---|---|---|
2019 | 10.23919/VLSIT.2019.8776507 | 2019 Symposium on VLSI Technology |
Keywords | Field | DocType |
Sparse matrix multiplier,synthesizable crossbar,decoupled access-execution,reconfigurablility and accelerator | Topology,Central processing unit,System on a chip,Memory hierarchy,Cache,Computer science,Parallel computing,Chip,Multiplication,Matrix multiplication,Sparse matrix | Conference |
ISSN | ISBN | Citations |
0743-1562 | 978-1-7281-1530-6 | 0 |
PageRank | References | Authors |
0.34 | 0 | 18 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| subhankar pal | 1 | 32 | 5.27 |
| Dong-Hyeon Park | 2 | 28 | 2.49 |
| Siying Feng | 3 | 10 | 2.25 |
| Paul Gao | 4 | 16 | 2.41 |
| Jielun Tan | 5 | 3 | 2.41 |
| Austin Rovinski | 6 | 137 | 7.24 |
| Shaolin Xie | 7 | 0 | 0.68 |
| Chun Zhao | 8 | 27 | 7.67 |
| Aporva Amarnath | 9 | 39 | 5.18 |
| Timothy Wesley | 10 | 0 | 0.34 |
| Jonathan Beaumont | 11 | 36 | 2.85 |
| Kuan-Yu Chen | 12 | 450 | 55.78 |
| Chaitali Chakrabarti | 13 | 1978 | 184.17 |
| Michael Bedford Taylor | 14 | 1707 | 154.51 |
| Trevor Mudge | 15 | 6139 | 659.74 |
| David Blaauw | 16 | 8916 | 823.47 |
| Hun-Seok Kim | 17 | 294 | 27.15 |
| Ronald G. Dreslinski | 18 | 1258 | 81.02 |