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© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
David Pellerin, Business Development Principal, AWS
May 30th, 2017
Deep Dive on Amazon EC2
Elastic GPUs
Agenda
• Challenges in Deploying Graphics Workloads
• Overview of Amazon EC2 Elastic GPUs
• Elastic GPUs Technical Deep Dive
• How to use Elastic GPUs
• Graphics Certification Program
Graphics Workloads
Traditional Workstation
Application Toolchain
Data &
Process
(PLM)
Conceptual
Design
Engineering Design
(CAD)
Simulation & Analysis
(CAE)
Tooling Design
(CAM)
Application Toolchain On-Premises
Conceptual
Design
Application 1
Application 2
Application 3
Data Management
Application Toolchain On-Premises
Conceptual
Design
Application 1
Application 2
Application 3
Application Toolchain in AWS
Conceptual
Design
Application 1
Application 2
Application 3
Graphics System
Data Model Frame Display DeviceScene
CPU GPU GPU
Data Heavy Data Heavy Data Light
Graphics System - Remoting
Data Model Frame Display DeviceScene
CPU GPU GPU
Data Heavy Data Heavy Data Light
Generate Stream
Generating Graphics on AWS
• GPU-graphics instance type – G2
• Launched in November 2013
• Up to 4 NVIDIA GRID K520 GPUs per instance
• Suitable for both graphics and compute workloads
• Batch and interactive rendering of images
• Supports DirectX, OpenGL, CUDA, OpenCL
G2 Instances – Many Workloads Work Well
• Applications that:
• Requiring full access to GPU features
• Consume all of GPU but require only modest CPU and RAM
• That need to access hardware encoding
• Use CUDA/OpenCL together with OpenGL/DirectX
• Examples?
• Batch rendering for animation, visual effects, VR
• Interactive graphics, for example games or computer-aided
engineering (CAE)
However, Other Workloads Work Less Well
G2 GPU instances have fixed ratio of CPU, RAM, and
GPU, which means:
• You might be overprovisioning CPU/RAM to get the
desired amount of GPU resource
• You might be overprovisioning GPU to get more CPU
power or larger RAM
Elastic GPU Provides the Best of Both
Choose an EC2 instance with
the right CPU/RAM capacity
T2, M4, C4, R4, etc…
Choose a GPU with the right
graphics performance
Overview of Amazon EC2 Elastic GPUs
• Easily attach low-cost graphics acceleration to EC2
instances
• Choose a GPU resource sized for your workload
• Ideal If you need:
• a small amount of GPU for graphics acceleration, or
• you have applications that could benefit from some
GPU, but also require high amounts of compute,
memory, or storage
Overview of Amazon EC2 Elastic GPUs
• Flexible size and attachment
• Workstation-class graphics performance
• Optimized performance and cost
• OpenGL 3.0 support
Flexible Performance Cost-effective API Support
How Elastic GPUs Work
Application run
on CPU
3D Application run in EC2
instance, generating
OpenGL API call
How Elastic GPUs Work
Application run
on CPU
Elastic
GPU
Driver
OpenGL API call
intercepted by Elastic
GPU Driver
Graphics API Call
How Elastic GPUs Work
Application run
on CPU
Graphics API Call
Elastic
GPU
Driver
Graphics API Call
Elastic GPU driver
forwards graphics API
call to Elastic GPU
over the network
How Elastic GPUs Work
Application run
on CPU
Graphics API Call
Elastic
GPU
Driver
Graphics API Call
Elastic GPU processes
graphics API call and
renders image
How Elastic GPUs Work
Application run
on CPU
Graphics API Call
Elastic
GPU
Driver
Graphics API Call
Image
Elastic GPU encodes image
and sends it back to Elastic
GPU driver over the network
How Elastic GPUs Work
Application run
on CPU
Graphics API Call
Image
Elastic
GPU
Driver
Graphics API Call
Image
Elastic GPU driver receives
image and send it back to 3D
application
How Elastic GPUs Work
Application run
on CPU
Graphics API Call
Image
Elastic
GPU
Driver
Graphics API Call
Image
How Elastic GPUs Work
Application run
on CPU
Elastic
GPU
Driver
An Elastic GPU ENI (elastic
network interface) sits
between EC2 instance and
Elastic GPU
Elastic GPU is always in the
same availability zone as your
EC2 instance
How Elastic GPUs Work
Application run
on CPU
Elastic
GPU
Driver
This ENI is owned by
customer and managed by
AWS
Each Elastic GPU ENI
consumes 1 IPv4 address in
customer’s VPC
How Elastic GPUs Work
Application run
on CPU
Elastic
GPU
Driver
Elastic GPU network traffic
never leaves customer’s VPC
How Elastic GPUs Work
Elastic GPU does not
show up in your device
manager because it is
presented as a user
space OpenGL library
How Elastic GPUs Work
OpenGL applications
can detect the presence
of Elastic GPU driver
through OpenGL API call
How to Use Elastic GPUs
• Elastic GPU is fully integrated with EC2 Console,
AWS SDK, and AWS CLI
• At the moment, Elastic GPU only supports Windows
• Elastic GPU can be attached at instance creation,
and can be detached at instance termination
How to Use Elastic GPUs
How to Use Elastic GPUs
[ec2-user@myhost ~]$ aws ec2 run-instances --region us-east-1 --image-id ami-abcdefgh --
instance-type r4.large --key-name KEY --security-group-ids sg-12345678 --subnet-id subnet-
abcdefgh --count 1 --elastic-gpu-specification Type=eg1.xlarge
{
"OwnerId": "123456789012",
...
"ElasticGpuAssociations": [
{
"ElasticGpuAssociationState": "associating",
"ElasticGpuAssociationTime": "2017-05-19T04:22:31.000Z",
"ElasticGpuAssociationId": "egpu-assoc-09bc52c47c25cb811",
"ElasticGpuId": "egpu-f8414b807fd84ef9ace296e99ecab189"
}
],
"AmiLaunchIndex": 0
}
]
}
How to Use Elastic GPUs
• Elastic GPU is remotization protocol agnostic
• Works well with NICE DCV, Microsoft Remote Desktop,
VNC, any many others
NICE Desktop Cloud
Visualization (DCV)
Microsoft Remote Desktop Virtual Network
Computing (VNC)
How to Use Elastic GPUs
Elastic GPU UI
helps you to see
the GPU metadata
and health status
An Elastic GPU
UI icon is
available in
your notification
area
How to Use Elastic GPUs
How to Use Elastic GPUs
[ec2-user@myhost ~]$ aws ec2 describe-instances --instance-id i-042a4f99f68ebc6c5
{
"Reservations": [
{
"OwnerId": "123456789012",
...
"ElasticGpuAssociations": [
{
"ElasticGpuAssociationState": "associated",
"ElasticGpuAssociationTime": "2017-05-19T04:22:31.000Z",
"ElasticGpuAssociationId": "egpu-assoc-09bc52c47c25cb811",
"ElasticGpuId": "egpu-f8414b807fd84ef9ace296e99ecab189"
}
],
"AmiLaunchIndex": 0
}
]
}
]
}
How to Use Elastic GPUs
[ec2-user@myhost ~]$ aws describe-elastic-gpus --elastic-gpu-id egpu-
f8414b807fd84ef9ace296e99ecab189
{
"ElasticGpuSet": [
{
"InstanceId": "i-042a4f99f68ebc6c5",
"ElasticGpuHealth": {
"Status": "Ok"
},
"AvailabilityZone": "us-east-1b",
"ElasticGpuId": "egpu-f8414b807fd84ef9ace296e99ecab189",
"ElasticGpuType": "eg1.xlarge"
}
]
}
How to Use Elastic GPUs
Graphics Certification Program
• AWS partners with thousands of ISVs, enabling customers
to run a wide range of applications on the Cloud
• Many of these ISV solutions require GPU accelerated
graphics
• The Graphics Certification Program helps ISVs and their
customers achieve the maximum possible graphics
performance on AWS
Graphics Certification Program
• AWS partners with ISVs to:
• Test and optimize applications for AWS platform
• Invest in certifying AWS as a supported platform
• Set up customer support mechanics
• Invest in co-marketing
• Interested in having your application certified?
• Contact elastic-graphics-preview@amazon.com
Thank You
Sign up for Elastic GPUs Preview: https://pages.awscloud.com/elastic-gpus-preview.html
If you have any questions, please send us an email at elastic-graphics-preview@amazon.com

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Deep Dive on Amazon EC2 Elastic GPUs - May 2017 AWS Online Tech Talks

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. David Pellerin, Business Development Principal, AWS May 30th, 2017 Deep Dive on Amazon EC2 Elastic GPUs
  • 2. Agenda • Challenges in Deploying Graphics Workloads • Overview of Amazon EC2 Elastic GPUs • Elastic GPUs Technical Deep Dive • How to use Elastic GPUs • Graphics Certification Program
  • 5. Application Toolchain Data & Process (PLM) Conceptual Design Engineering Design (CAD) Simulation & Analysis (CAE) Tooling Design (CAM)
  • 6. Application Toolchain On-Premises Conceptual Design Application 1 Application 2 Application 3 Data Management
  • 8. Application Toolchain in AWS Conceptual Design Application 1 Application 2 Application 3
  • 9. Graphics System Data Model Frame Display DeviceScene CPU GPU GPU Data Heavy Data Heavy Data Light
  • 10. Graphics System - Remoting Data Model Frame Display DeviceScene CPU GPU GPU Data Heavy Data Heavy Data Light Generate Stream
  • 11. Generating Graphics on AWS • GPU-graphics instance type – G2 • Launched in November 2013 • Up to 4 NVIDIA GRID K520 GPUs per instance • Suitable for both graphics and compute workloads • Batch and interactive rendering of images • Supports DirectX, OpenGL, CUDA, OpenCL
  • 12. G2 Instances – Many Workloads Work Well • Applications that: • Requiring full access to GPU features • Consume all of GPU but require only modest CPU and RAM • That need to access hardware encoding • Use CUDA/OpenCL together with OpenGL/DirectX • Examples? • Batch rendering for animation, visual effects, VR • Interactive graphics, for example games or computer-aided engineering (CAE)
  • 13. However, Other Workloads Work Less Well G2 GPU instances have fixed ratio of CPU, RAM, and GPU, which means: • You might be overprovisioning CPU/RAM to get the desired amount of GPU resource • You might be overprovisioning GPU to get more CPU power or larger RAM
  • 14. Elastic GPU Provides the Best of Both Choose an EC2 instance with the right CPU/RAM capacity T2, M4, C4, R4, etc… Choose a GPU with the right graphics performance
  • 15. Overview of Amazon EC2 Elastic GPUs • Easily attach low-cost graphics acceleration to EC2 instances • Choose a GPU resource sized for your workload • Ideal If you need: • a small amount of GPU for graphics acceleration, or • you have applications that could benefit from some GPU, but also require high amounts of compute, memory, or storage
  • 16. Overview of Amazon EC2 Elastic GPUs • Flexible size and attachment • Workstation-class graphics performance • Optimized performance and cost • OpenGL 3.0 support Flexible Performance Cost-effective API Support
  • 17. How Elastic GPUs Work Application run on CPU 3D Application run in EC2 instance, generating OpenGL API call
  • 18. How Elastic GPUs Work Application run on CPU Elastic GPU Driver OpenGL API call intercepted by Elastic GPU Driver Graphics API Call
  • 19. How Elastic GPUs Work Application run on CPU Graphics API Call Elastic GPU Driver Graphics API Call Elastic GPU driver forwards graphics API call to Elastic GPU over the network
  • 20. How Elastic GPUs Work Application run on CPU Graphics API Call Elastic GPU Driver Graphics API Call Elastic GPU processes graphics API call and renders image
  • 21. How Elastic GPUs Work Application run on CPU Graphics API Call Elastic GPU Driver Graphics API Call Image Elastic GPU encodes image and sends it back to Elastic GPU driver over the network
  • 22. How Elastic GPUs Work Application run on CPU Graphics API Call Image Elastic GPU Driver Graphics API Call Image Elastic GPU driver receives image and send it back to 3D application
  • 23. How Elastic GPUs Work Application run on CPU Graphics API Call Image Elastic GPU Driver Graphics API Call Image
  • 24. How Elastic GPUs Work Application run on CPU Elastic GPU Driver An Elastic GPU ENI (elastic network interface) sits between EC2 instance and Elastic GPU Elastic GPU is always in the same availability zone as your EC2 instance
  • 25. How Elastic GPUs Work Application run on CPU Elastic GPU Driver This ENI is owned by customer and managed by AWS Each Elastic GPU ENI consumes 1 IPv4 address in customer’s VPC
  • 26. How Elastic GPUs Work Application run on CPU Elastic GPU Driver Elastic GPU network traffic never leaves customer’s VPC
  • 27. How Elastic GPUs Work Elastic GPU does not show up in your device manager because it is presented as a user space OpenGL library
  • 28. How Elastic GPUs Work OpenGL applications can detect the presence of Elastic GPU driver through OpenGL API call
  • 29. How to Use Elastic GPUs • Elastic GPU is fully integrated with EC2 Console, AWS SDK, and AWS CLI • At the moment, Elastic GPU only supports Windows • Elastic GPU can be attached at instance creation, and can be detached at instance termination
  • 30. How to Use Elastic GPUs
  • 31. How to Use Elastic GPUs [ec2-user@myhost ~]$ aws ec2 run-instances --region us-east-1 --image-id ami-abcdefgh -- instance-type r4.large --key-name KEY --security-group-ids sg-12345678 --subnet-id subnet- abcdefgh --count 1 --elastic-gpu-specification Type=eg1.xlarge { "OwnerId": "123456789012", ... "ElasticGpuAssociations": [ { "ElasticGpuAssociationState": "associating", "ElasticGpuAssociationTime": "2017-05-19T04:22:31.000Z", "ElasticGpuAssociationId": "egpu-assoc-09bc52c47c25cb811", "ElasticGpuId": "egpu-f8414b807fd84ef9ace296e99ecab189" } ], "AmiLaunchIndex": 0 } ] }
  • 32. How to Use Elastic GPUs • Elastic GPU is remotization protocol agnostic • Works well with NICE DCV, Microsoft Remote Desktop, VNC, any many others NICE Desktop Cloud Visualization (DCV) Microsoft Remote Desktop Virtual Network Computing (VNC)
  • 33. How to Use Elastic GPUs Elastic GPU UI helps you to see the GPU metadata and health status An Elastic GPU UI icon is available in your notification area
  • 34. How to Use Elastic GPUs
  • 35. How to Use Elastic GPUs [ec2-user@myhost ~]$ aws ec2 describe-instances --instance-id i-042a4f99f68ebc6c5 { "Reservations": [ { "OwnerId": "123456789012", ... "ElasticGpuAssociations": [ { "ElasticGpuAssociationState": "associated", "ElasticGpuAssociationTime": "2017-05-19T04:22:31.000Z", "ElasticGpuAssociationId": "egpu-assoc-09bc52c47c25cb811", "ElasticGpuId": "egpu-f8414b807fd84ef9ace296e99ecab189" } ], "AmiLaunchIndex": 0 } ] } ] }
  • 36. How to Use Elastic GPUs [ec2-user@myhost ~]$ aws describe-elastic-gpus --elastic-gpu-id egpu- f8414b807fd84ef9ace296e99ecab189 { "ElasticGpuSet": [ { "InstanceId": "i-042a4f99f68ebc6c5", "ElasticGpuHealth": { "Status": "Ok" }, "AvailabilityZone": "us-east-1b", "ElasticGpuId": "egpu-f8414b807fd84ef9ace296e99ecab189", "ElasticGpuType": "eg1.xlarge" } ] }
  • 37. How to Use Elastic GPUs
  • 38. Graphics Certification Program • AWS partners with thousands of ISVs, enabling customers to run a wide range of applications on the Cloud • Many of these ISV solutions require GPU accelerated graphics • The Graphics Certification Program helps ISVs and their customers achieve the maximum possible graphics performance on AWS
  • 39. Graphics Certification Program • AWS partners with ISVs to: • Test and optimize applications for AWS platform • Invest in certifying AWS as a supported platform • Set up customer support mechanics • Invest in co-marketing • Interested in having your application certified? • Contact elastic-graphics-preview@amazon.com
  • 40. Thank You Sign up for Elastic GPUs Preview: https://pages.awscloud.com/elastic-gpus-preview.html If you have any questions, please send us an email at elastic-graphics-preview@amazon.com