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PACIFIC - Photonic Accelerator ChIp For InferenCe

PACIFIC - Photonic Accelerator ChIp For InferenCe
PACIFIC - 用于推理的光子加速器芯片
批准号:
10062724
负责人:
金额:
$253.11万
依托单位:
依托单位国家:
英国
项目类别:
EU-Funded
财政年份:
2023
资助国家:
英国
项目状态:
未结题
起止时间:
2023 至 --

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中文摘要
翻译
我们开发了第一个用于人工智能(AI)推理的大规模并行光子加速器芯片。我们的方法是新颖的:光的幅度调制,结合密集波分复用(DWDM)。与其他解决方案相比,这种组合将更多的计算线程挤压到光束中。幅度调制还可以最大限度地减少信号损失,使我们能够进一步扩展。因此,我们不仅可以超越竞争对手的张量处理单元;我们还可以缩小当前性能和市场需求之间的差距,并(至关重要的是)继续扩展以满足未来的需求。我们的芯片针对最广泛使用和计算密集型的AI任务进行了优化:矩阵向量乘法(MVM)运算。通过在标准互补金属氧化物半导体(CMOS)芯片上使用光子学,我们可以实现最高的计算密度,远远高于标准CMOS电子器件。50 x50矩阵可在150 mm 2上实现每秒1 Peta操作(POPS)。
英文摘要
We have developed the first massively parallel photonic accelerator chip for artificial intelligence (AI) inference. Our approach is novel: amplitude modulation of light, combined with Dense Wavelength Division Multiplexing (DWDM). This combination squeezes many more computing threads into a light beam, compared to alternative solutions. Amplitude modulation also minimises signal losses, allowing us to scale even further. As a result, we can not only outperform rival tensor processing units; we can also close the gap between current performance and market need, and (crucially) continue scaling to meet future needs. Our chip is optimised for the most widely used and compute-intensive AI task: Matrix Vector Multiplication (MVM) operations. By using photonics on a standard Complementary Metal Oxide Semiconductor (CMOS) chip, we can achieve the highest possible compute density, far higher than standard CMOS electronics. A 50x50 matrix enables 1 Peta Operations Per Second (POPS) on 150 mm2.
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