Accelerating ML Recommendation with over a Thousand RISC-V/Tensor Processors on Esperanto’s ET-SoC-1 Chip

D. Ditzel, R. Espasa, Nivard Aymerich, Allen Baum, Tom Berg, Jim Burr, Eric Hao, Jayesh Iyer, Miquel Izquierdo, Shankar Jayaratnam, Darren Jones, Chris Klingner, Jin Kim, Stephen Lee, Marc Lupon, G. Magklis, Bojan Maric, Rajib Nath, Michael Neilly, Duane J. Northcutt, Bill Orner, Jose Renau, Gerard Reves, X. Revés, Tom Riordan, Pedro Sanchez, S. Samudrala, Guillem Sole, Raymond Tang, Tommy Thorn, Francisco Torres, S. Tortella, Daniel Yau
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引用次数: 7

Abstract

The ET-SoC-1 has over a thousand RISC-V processors on a single TSMC 7nm chip, including: • 1088 energy-efficient ET-Minion 64-bit RISC-V in-order cores each with a vector/tensor unit • 4 high-performance ET-Maxion 64-bit RISC-V out-of-order cores • >160 million bytes of on-chip SRAM • Interfaces for large external memory with low-power LPDDR4x DRAM and eMMC FLASH • PCIe x8 Gen4 and other common I/O interfaces • Innovative low-power architecture and circuit techniques allows entire chip to • Compute at peak rates of 100 to 200 TOPS • Operate using under 20 watts for ML recommendation workloads
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Esperanto ET-SoC-1芯片上超过一千个RISC-V/张量处理器加速机器学习推荐
ET-SoC-1在台积电7nm芯片上拥有超过1000个RISC-V处理器,包括:•1088年节能ET-Minion 64位RISC-V顺序核每个向量/张量单位•64位高性能ET-Maxion RISC-V无序核心•> 1.6亿字节的片上存储器•大型外部存储器接口与低功耗LPDDR4x DRAM和eMMC FLASH作为PCIe×8•Gen4和其他常见•创新低功耗架构和I / O接口电路技术允许整个芯片•计算在高峰的100年到200年上衣•20瓦毫升的建议下使用操作工作负载
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