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1、Copyright AP MEMORY TECHNOLOGY.All rights reserved.AP MEMORY GROUP confidential information.Do not copy or distribute without permission of AP MEMORY.Copyright AP MEMORY TECHNOLOGY.All rights reserved.AP MEMORY GROUP confidential information.Do not copy or distribute without permission of AP MEMORY.

2、高性能计算(HPC)的挑战与机会Challenges and Opportunities in HPC爱普存储技术(杭州)有限公司钟雷1Copyright AP MEMORY TECHNOLOGY.All rights reserved.AP MEMORY GROUP confidential information.Do not copy or distribute without permission of AP MEMORY.2“Two Dark Clouds”over HPC Development高性能计算发展的“两朵乌云”Memory Bandwidth Limit(or Info

3、rmation Bandwidth)内存带宽/信息带宽 Energy Bandwidth Limit:Power Delivery/Cooling 能量带宽:供电/冷却 Inevitable 3DIC Trend&CapEx-Efficient Opportunity 3DIC的必然趋势和与之对应的高效投资机会OutlineCopyright AP MEMORY TECHNOLOGY.All rights reserved.AP MEMORY GROUP confidential information.Do not copy or distribute without permission

4、of AP MEMORY.3AIs Incredible GrowthModel Size Growing 10X/yearNVDA Market Cap on par with UK GDPUK GDP$3T 2022Copyright AP MEMORY TECHNOLOGY.All rights reserved.AP MEMORY GROUP confidential information.Do not copy or distribute without permission of AP MEMORY.4 In 1900,Lord Kelvin called out“two dar

5、k clouds”of classical physics,which lead to the discovery of quantum physics and theory of relativity TCAs 50th Anniversary Special Event the Taiwan Semiconductor Day Forum Debuts in Tokyo on April 2 Dr.Chen Wen stated in his keynote speech Memory Bandwidth Limit Energy Bandwidth LimitAI HPC Perform

6、ance:“Two Dark Clouds”Source:https:/putex.biz/NewsReleaseDetail.aspx?index=42488&category=68Copyright AP MEMORY TECHNOLOGY.All rights reserved.AP MEMORY GROUP confidential information.Do not copy or distribute without permission of AP MEMORY.5 Hardware performance far outstrips memory bandwidth This

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本文主要讨论了高性能计算(HPC)面临的挑战与机遇。核心数据包括AI模型规模每年增长10倍,以及3DIC技术带来的性能和能效提升。以下是关键点: 1. HPC发展的“两朵乌云”:内存带宽限制和能量带宽限制。 2. AI计算性能瓶颈:硬件性能远超内存带宽,尤其在AI/ML计算中。 3. 3DIC技术趋势:内存带宽提升10倍,能量带宽待确定,但预计大于2倍。 4. 3DIC先进封装为在规模发展上落后的公司/国家提供机遇。 文章强调了3DIC技术在解决HPC瓶颈问题上的潜力,以及其在AI/HPC领域的应用前景。
"HPC发展面临哪两大挑战?" "3DIC技术如何突破性能瓶颈?" "AI/HPC中,apmemory的定位是什么?"
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