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Introducing the
IBM Power Systems
AC922
Cognitive Infrastructure
for Enterprise AI
We continue to experience exponential growth of data and data sources.
CIOs are evolving from ‘chief information officer’to ‘chief intelligence officer’
and the data science organization has continued to gain power and influence.
Computing has moved beyond a ‘postCPU only’ era, giving us vast
computational power that was not accessiblebefore.
THE AI ERA IS HERE.
Servers not specifically
designed for AI
workloads
ROADBLOCKS
Not equipped for
cognitive data
volumes
Blocks to
acceleration
Right now, your infrastructure is putting up
Not able to
easily scale
5
IBM Power Systems provides the cutting-edge
advances in AI that data scientists demand,
and the critical reliability that IT needs.
AI DEMANDS A DIFFERENT
TYPE OF SYSTEM
IBM has reimagined infrastructure for the journey to AI
Your journey begins with
“What if?”
What if you had an
AI superhighway that
gave you more accurate
insights, faster?
7
Innovators,
Trailblazers,
Changemakers.
8
Best Infrastructure for Enterprise AI
IBM Power Systems AC922
AFTERTHOUGHTFORETHOUGHT
10
ACCELERATION
Designed for the AI Era
Architected forthe modernanalytics
and AI workloads that fuel insights
An AccelerationSuperhighway
Unleash state of the art IO and
accelerated computing potential in
the post“CPU-only” era
DeliveringEnterprise-Class AI
Flatten the time to AI value curve
by accelerating the journey to build,
train, and infer deep neural networks
AC922
IBM POWER SYSTEMS
This speeds up
CPU → GPU
GPU → GPU
communications
AND
This
speeds up
GPU → GPU
communications
ONLY
Seamless CPU and
Accelerator Interaction
coherentmemory sharing
enhanced virtual address translation
7-10x
POWER9 with
25G Link + NVLink 2.0
2x
PCIe Gen4
5x
POWER8
with NVLink 1.0
Others
PCIe Gen3
BroaderApplication of
Heterogeneous Compute
designed forefficientprogramming models
accelerate complexAI & analytic apps
extreme CPUandAcceleratorbandwidth“vanilla”
14
Acceleration
Super Highway
5.6x data throughput vs. PCIe Gen3
with NVIDIA NVLink optimization to the core
2x bandwidth
with PCIe Gen4 vs. PCIe Gen3
Access up to 2TB of system memory
delivered with coherence … only on POWER!
Superior data transfer to multiple devices
25G Links to OpenCAPI GPU devices
GPU → CPU and GPU→GPU speed-up
not just GPU → GPU
4 GPUs @150GB/s
CPU → GPU bandwidth
6 GPUs @100GB/s
CPU → GPU bandwidth
Coherent access to system memory
PCIe Gen 4 and CAPI 2.0 to InfiniBand
Air and Water cooled options
Coherent access to system memory
PCIe Gen 4 and CAPI 2.0 to InfiniBand
Water cooled only
NVLink
100GB/s
NVLink
100GB/s
NVDIA V100
Coherent
access to
systemmemory
(2TB)
NVLink
100GB/s
NVLink
100GB/s
NVLink
100GB/s
170GB/s
CPU
PCIe Gen 4
CAPI 2.0
NVDIA V100NVDIA V100
DDR4
IB
Coherent
access to
systemmemory
(2TB)
NVLink
150GB/s
NVLink
150GB/s
170GB/s
CPU
PCIe Gen 4
CAPI 2.0
NVLink
150GB/s NVDIA V100NVDIA V100
DDR4
IB
Say “Hello”
to POWER9
1.8x
more memory
bandwidth
vs x86
2x
faster core
performance
vs. x86
2.6x
more RAM
supported
vs x86
9.5x
max I/O
bandwidth
vs. x86
ESS Building Block
GSS-26
3 2U serv ers/rack
9 4U JBODs/rack
9 KW max/rack
POWER9 2 Socket Server
Standard 2U19” Rack Mount Chassis
2 P9 + 4/6 Volta GPU (@7 TF/s)
512 GB SMP Memory (32 GB DDR4 RDIMMs)
64/96GB GPU Memory (HBMstacks)
22 cores
4 Threads/core,0.65 DP TF/s
Volta7 DP TF/s,16GB @ 1.2TB/s
Compute Rack
18 Servers/rack
779 TF/s/rack
10.8 TB/rack
55 KW max
Scalable Active
Network
IB4X EDR Switch
=
100-150
GB/s
Evolving from Compute Systems to Cognitive Systems
P8 P9 P10
Open Frameworks
Partnerships
Industry Alignment
DevEcosystem
Accelerator Roadmaps
Open Accelerator
Interfaces
Not Just About Hardware Design
It’s about co-optimization
which just works for ML, DL, and AI
IBM Software
18
hardware
software
+
384 hours (16 days)
to train a model built on ImageNet-22K
using ResNet-101 on a server with 8 GPUs.
Distributed Deep Learning
trained this model in 7 hours
58x faster by scaling the workload across 64
servers and 256 GPUs. Now iterate!
POWER9 scales with 95% efficiency.
DDL makes
AI scale
Limited memory on GPU forces
trade-off in model size / data
resolution which leads to
less complex, shallower
neural nets that don’t perform
Use system memory and GPU
coherency with NVLink 2.0 to
train deep neural nets with
higher resolution data and
develop more accurate models
for better inference capability
Traditional Model Support
(Competitors)
Large Model Support
(IBM Power)
Limited memory on a GPU
is a problem for deep
neural network training
was
21
IBM POWER SYSTEMS
AC922The best infrastructurefor EnterpriseAI
3.7x+
Faster model training time
with Chainer and Caffe
80%
Improved performance over the
P8 leadership position with
Kinetica extending heritage of
performance leadership
AC922 offers the fastest way to deploy accelerated databases and
deep learning frameworks – with enterprise class support.
5-10X
better HPC performance
compared to prior DOE
Supercomputer (Titan)
22

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InTech Event | Cognitive Infrastructure for Enterprise AI

  • 1. Introducing the IBM Power Systems AC922 Cognitive Infrastructure for Enterprise AI
  • 2. We continue to experience exponential growth of data and data sources. CIOs are evolving from ‘chief information officer’to ‘chief intelligence officer’ and the data science organization has continued to gain power and influence. Computing has moved beyond a ‘postCPU only’ era, giving us vast computational power that was not accessiblebefore. THE AI ERA IS HERE.
  • 3. Servers not specifically designed for AI workloads ROADBLOCKS Not equipped for cognitive data volumes Blocks to acceleration Right now, your infrastructure is putting up Not able to easily scale
  • 4.
  • 5. 5
  • 6. IBM Power Systems provides the cutting-edge advances in AI that data scientists demand, and the critical reliability that IT needs. AI DEMANDS A DIFFERENT TYPE OF SYSTEM IBM has reimagined infrastructure for the journey to AI
  • 7. Your journey begins with “What if?” What if you had an AI superhighway that gave you more accurate insights, faster? 7 Innovators, Trailblazers, Changemakers.
  • 8. 8
  • 9. Best Infrastructure for Enterprise AI IBM Power Systems AC922
  • 11. Designed for the AI Era Architected forthe modernanalytics and AI workloads that fuel insights An AccelerationSuperhighway Unleash state of the art IO and accelerated computing potential in the post“CPU-only” era DeliveringEnterprise-Class AI Flatten the time to AI value curve by accelerating the journey to build, train, and infer deep neural networks AC922 IBM POWER SYSTEMS
  • 12. This speeds up CPU → GPU GPU → GPU communications AND This speeds up GPU → GPU communications ONLY
  • 13. Seamless CPU and Accelerator Interaction coherentmemory sharing enhanced virtual address translation 7-10x POWER9 with 25G Link + NVLink 2.0 2x PCIe Gen4 5x POWER8 with NVLink 1.0 Others PCIe Gen3 BroaderApplication of Heterogeneous Compute designed forefficientprogramming models accelerate complexAI & analytic apps extreme CPUandAcceleratorbandwidth“vanilla”
  • 14. 14 Acceleration Super Highway 5.6x data throughput vs. PCIe Gen3 with NVIDIA NVLink optimization to the core 2x bandwidth with PCIe Gen4 vs. PCIe Gen3 Access up to 2TB of system memory delivered with coherence … only on POWER! Superior data transfer to multiple devices 25G Links to OpenCAPI GPU devices GPU → CPU and GPU→GPU speed-up not just GPU → GPU
  • 15. 4 GPUs @150GB/s CPU → GPU bandwidth 6 GPUs @100GB/s CPU → GPU bandwidth Coherent access to system memory PCIe Gen 4 and CAPI 2.0 to InfiniBand Air and Water cooled options Coherent access to system memory PCIe Gen 4 and CAPI 2.0 to InfiniBand Water cooled only NVLink 100GB/s NVLink 100GB/s NVDIA V100 Coherent access to systemmemory (2TB) NVLink 100GB/s NVLink 100GB/s NVLink 100GB/s 170GB/s CPU PCIe Gen 4 CAPI 2.0 NVDIA V100NVDIA V100 DDR4 IB Coherent access to systemmemory (2TB) NVLink 150GB/s NVLink 150GB/s 170GB/s CPU PCIe Gen 4 CAPI 2.0 NVLink 150GB/s NVDIA V100NVDIA V100 DDR4 IB
  • 16. Say “Hello” to POWER9 1.8x more memory bandwidth vs x86 2x faster core performance vs. x86 2.6x more RAM supported vs x86 9.5x max I/O bandwidth vs. x86
  • 17. ESS Building Block GSS-26 3 2U serv ers/rack 9 4U JBODs/rack 9 KW max/rack POWER9 2 Socket Server Standard 2U19” Rack Mount Chassis 2 P9 + 4/6 Volta GPU (@7 TF/s) 512 GB SMP Memory (32 GB DDR4 RDIMMs) 64/96GB GPU Memory (HBMstacks) 22 cores 4 Threads/core,0.65 DP TF/s Volta7 DP TF/s,16GB @ 1.2TB/s Compute Rack 18 Servers/rack 779 TF/s/rack 10.8 TB/rack 55 KW max Scalable Active Network IB4X EDR Switch = 100-150 GB/s
  • 18. Evolving from Compute Systems to Cognitive Systems P8 P9 P10 Open Frameworks Partnerships Industry Alignment DevEcosystem Accelerator Roadmaps Open Accelerator Interfaces Not Just About Hardware Design It’s about co-optimization which just works for ML, DL, and AI IBM Software 18 hardware software +
  • 19. 384 hours (16 days) to train a model built on ImageNet-22K using ResNet-101 on a server with 8 GPUs. Distributed Deep Learning trained this model in 7 hours 58x faster by scaling the workload across 64 servers and 256 GPUs. Now iterate! POWER9 scales with 95% efficiency. DDL makes AI scale
  • 20. Limited memory on GPU forces trade-off in model size / data resolution which leads to less complex, shallower neural nets that don’t perform Use system memory and GPU coherency with NVLink 2.0 to train deep neural nets with higher resolution data and develop more accurate models for better inference capability Traditional Model Support (Competitors) Large Model Support (IBM Power) Limited memory on a GPU is a problem for deep neural network training was
  • 21. 21
  • 22. IBM POWER SYSTEMS AC922The best infrastructurefor EnterpriseAI 3.7x+ Faster model training time with Chainer and Caffe 80% Improved performance over the P8 leadership position with Kinetica extending heritage of performance leadership AC922 offers the fastest way to deploy accelerated databases and deep learning frameworks – with enterprise class support. 5-10X better HPC performance compared to prior DOE Supercomputer (Titan) 22