Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M...

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Outlook for HPC, AI, and the Cloud June 2018 Addison Snell Christopher Willard, Ph.D. Laura Segervall

Transcript of Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M...

Page 1: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Outlook for HPC, AI, and the CloudJune 2018

Addison Snell

Christopher Willard, Ph.D.

Laura Segervall

Page 2: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Just in! HPC Market for 2017

• Total worldwide HPC market (servers, storage,

software, etc.) reached $35.4 billion in 2017, up

1.6% from 2016.

• Demand-side indicators were up; supply-side

indicators were down. What happened?

– Commercial users moved many facilities costs out-of-

budget, masking a large increase in spending on

power and cooling for those that did not.

– Cloud had a breakout year.

– Storage was weak relative to server spending.

– The software and services categories both declined.

Page 3: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

HPC 2017 vs. 2016

2016 2017

$35.4 B$34.8 BOther Other

$1.1B

Page 4: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

HPC Revenue Shares, Server + Storage

Dell EMC27.4%

HPE26.8%

IBM7.0%

Others38.8%

HPC Servers and Storage Combined Revenue, 2017Intersect360 Research, 2018

Page 5: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

HPC Cloud 2017 vs. 2016

0

200000

400000

600000

800000

1000000

1200000

2016 2017

Other

Infrastructurehosting(IaaS,PaaS)

Applicationhosting(SaaS)

Storage

Rawcycles

($000)All cloud categories grew

Raw cycles grew only

along with overall

market for compute

Page 6: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Fundamental Drivers

• Drivers for HPC:

– There is always more science to do

– There are always harder problems to solve

– Most HPC usage is commercial

– Plus: AI!

• Drivers for HPC in Cloud:

– Suitable to variable workloads

– Availability of high-performance components

– Maturation of licensing models

– Plus: AI!

Page 7: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Academic/Not-for-profit:

Nationalsecurity

Nationalresearchlab

Nationalagency

Stateorlocalgovernment

FinancialServicesLargeproductmanufacturing

Bio-sciences

Energy

Consumerproductmanufacturing

Retail

Chemical

Electronics

Media&Entertainment Transportation Othercommercial

HPC 2017 Revenue by Vertical

Academic,

17.7%

Government,

25.7%

Commercial,

56.6%

Page 8: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Academic/Not-for-profit:

Nationalsecurity

Nationalresearchlab

Nationalagency

Stateorlocalgovernment

FinancialServicesLargeproductmanufacturing

Bio-sciences

Energy

Consumerproductmanufacturing

Retail

Chemical

Electronics

Media&Entertainment Transportation Othercommercial

HPC 2017 Revenue by Vertical

Academic,

17.7%

Government,

25.7%

Commercial,

56.6%

Page 9: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

AI / Deep Learning

• In 2016, Intersect360 Research placed AI in the

hyperscale market

– Similar to but distinct from HPC

– Low precision, intensely parallel, strong affinity to

public cloud

• DL is not a vertical market. It is an algorithmic or

computational approach

• We are monitoring spending patterns

– Are budgets increasing?

– What is the effect on configurations?

– On premise versus cloud

Page 10: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Sizing Deep Learning

• The great majority of dedicated spending is by

hyperscale companies, not HPC

• About half of HPC organizations are running

deep learning applications

– Usually with same hardware as HPC, perhaps with

consideration to configuration

– Little effect on HPC budgets compared to what was

already planned

– To the extent that it is done as part of an HPC

environment, it is already counted in our numbers

(For further reading, see “Big Data,” 2013)

Page 11: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

The Big Challenge

• High-performance workloads are diversifying

– Traditional HPC

– Big Data / Analytics

– AI / Machine Learning / Deep Learning

• More options in architectures

– Processor options (x86, GPU, FPGA, ARM, …)

– Storage tiers (NVM, burst buffer, disk, archive …)

– Networking diversity (Ethernet, IB, OPA, …)

• What to buy, with limited resources?

Page 12: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Future Outlook

• Cloud continues fast growth in HPC

– Especially this year and next

– ~$2B in 2019, ~$3B in 2022

• Almost all HPC Cloud usage will be hybrid

• AI remains a critical workload, becomes part of

HPC (and other areas), not replacing

• Users need vehicles for reducing cost and risk in

matching technologies to new workloads (cloud,

managed services, …)

Page 13: Outlook for HPC, AI, and the Cloud · 2018-12-04 · HPC Revenue Shares, Server + Storage Dell E M C 27.4% HPE 26.8% IBM 7.0% Others 38.8% HPC Servers and Storage Combined Revenue,

Outlook for HPC, AI, and the CloudJune 2018

Addison Snell

Christopher Willard, Ph.D.

Laura Segervall