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文库首页行业研究行业报告ISSCC 2024 Tutorials

ISSCC 2024 Tutorials

ISSCC

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ISSCC 2024 Tutorials

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Speaker

Video

International Solid-State Circuits Conference

Domain-Specific Accelerators:

From Hardware to System

Sophia Shao (ysshao@Berkeley.edu)

ISSCC 2024 Tutorial 9

February 2, 2024

1 of 72

Speaker

Video

International Solid-State Circuits Conference

Growing Demand in Computing

Publication date

Sep 30, 2012 Dec 13, 2015 Sep 8, 2018 Jun 4, 2021

Training compute (petaFLOP)

1,000

10,000

100,000

1 million

10 million

100 million

1 billion

10 billion

AlexNet

VGG16

GoogLeNet / InceptionV1

ResNet

-152

(ImageNet

)

Transformer

AlphaZero

YOLOv3

GPT

BERT-Large

GPT-2

AlphaFold

GPT-3 175B (davinci)

DALL-E

PaLM (540B)

LLaMA (65B)

GPT-4

PaLM 2

Task domain

Drawing

Driving

Games

Language

Multimodal

Other

Speech

Vision

Other

Source: Epoch (2023)

OurWorldInData.org/artiﬁcial-intelligence• CC BY

Moore’s Law

Scaling

2 of 72

Speaker

Video

International Solid-State Circuits Conference

Slowing Supply in Computing

 Diminishing Efficiency Returns: Achieving

efficiency gains becomes more

challenging as technology advances to

smaller nodes.

 Diminishing Cost Benefits: The traditional

cost benefits with packing more transistors

into a chip are also diminishing with

advanced nodes.

3 of 72

Speaker

Video

International Solid-State Circuits Conference

Slowing Supply in Computing

Marvell

 Diminishing Efficiency Returns: Achieving

efficiency gains becomes more

challenging as technology advances to

smaller nodes.

 Diminishing Cost Benefits: The traditional

cost benefits with packing more transistors

into a chip are also diminishing with

advanced nodes.

3 of 72

Speaker

Video

International Solid-State Circuits Conference

Slowing

Supply in

Computing

Growing

Demand in

Computing

4 of 72

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