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October, 2018 Anne Hect John Fanelli GTC EMEA 2018 NVIDIA Virtual GPU

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Page 1: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

October, 2018

Anne Hect

John Fanelli

GTC EMEA 2018NVIDIA Virtual GPU

Page 2: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

2©2018 VMware, Inc. Sources: Gartner, Lakeside, Cisco Visual Networking Forecast

CostSecurityMobility Pro 3D Apps

1 in 3 workers are

remote or multilocation

today

Loss of IP & data from

cyber attacks, natural

disaster, human error

Achieve highest user

density while

maintaining performance

Deliver a full Quadro

experience from data

center or cloud

Modern Apps

82% of Global IP traffic

will be video by 2021

VIRTUAL CLIENT COMPUTING CHALLENGESUser Experience is the Most Important Factor for VDI & DaaS

Page 3: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

3©2018 VMware, Inc.

All devices have graphics Virtual machines also need a GPU

PERFORMANCE FROM THE DATA CENTERNVIDIA Virtual GPU technology delivers graphics accelerated virtual desktops

and applications

Page 4: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

4©2018 VMware, Inc.

NVIDIA VIRTUAL GPUGPU Accelerated Experience to every Virtual Desktop with NVIDIA HW and SW

Server

Hypervisor

Apps and VMs

NVIDIA Graphics Drivers

NVIDIA Virtual GPU

NVIDIA Tesla GPU

NVIDIA virtualization software

CPU Only VDI With NVIDIAVirtual GPU

Apps and VMs

Hypervisor

Server

Page 5: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

5©2018 VMware, Inc.

IMMERSIVE VIRTUAL WORKSPACES

NVIDIA GRID Virtual PC

NVIDIA GRID Virtual Apps

NVIDIA Quadro Virtual Data Center Workstation

Knowledge/Business Worker Creative/Technical Professional

Page 6: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

6©2018 VMware, Inc.

NVIDIA VIRTUAL GPU SOLUTIONS

Creative & Technical ProfessionalKnowledge

Worker

GRID Virtual PC/Virtual Applications

Tesla M10Tesla P6 for blade form factor

Type of User

Virtual GPU Software Edition

GPU Hardware Recommendation

Quadro Virtual Data Center Workstation

Tesla P4Tesla M60, P40, P100, V100Tesla P6 for blade form factor

Creative & Technical Professional

Page 7: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

7©2018 VMware, Inc.

Providing business users the highest level of experience for all their apps

on any device

Uncompromised experience for professional graphics users allowing

them to design on the go

Knowledge Worker

Creative & Technical Professional

Scalability Performance

ACCELERATE PRODUCTIVITYFor Every User, Any App

Page 8: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

8©2018 VMware, Inc.

Employee Productivity

• From 12 hours for a developer to download code to

downloading in minutes – Autodesk

• Where it used to take 8–10 seconds to open up the intranet, it only took 2–3 seconds with GPUs -Seyfarth Shaw

• Delivered 2X performance improvement on 3D CAD/CAE apps – Honda

• During a series of snowstorms, employees were able to log into work remotely, with no decline in user experience – WBCM

• People from multiple offices can work together in the same files at the same time - CannonDesign

Page 9: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

9©2018 VMware, Inc.

IT Staff Productivity

• Stand up a new virtual workstation in as little as tenminutes – CannonDesign

• Achieved 75% leaner IT with simplified management, compared to a city with the same population – City of Davenport

• 500:1 IT to employee ratio – DigitalGlobe

• 700+ employees across the globe with a team of 10 in the Netherlands and no local IT – AWL

• Agility to respond to new business requirements and add new users on the fly, with a VM sized perfectly for them – CannonDesign

Page 10: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

10©2018 VMware, Inc.

Revenue and Customer Satisfaction

• Employees’ fully capable 3D workstations “follow” them wherever they go, including when working at a client’s office – WBCM

• Same day dental implants - Touro Dental College

• Sales technicians give customer demonstrations on tablets with significantly better graphics experience than expensive, heavy laptops used in the past – Autodesk

• VDI that performs so well that they don’t hear from users – Häagen-Dazs Japan

Page 11: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

11©2018 VMware, Inc.

Cost Reduction

• Migrated to Windows 10 and NVIDIA GRID vPC and

doubled the density at 2/3s the cost – The Polyclinic

• Reduced physical lab space with 90% of labs virtualized – University of Arkansas

• Delivered virtual workstations that quadrupled VDI usage – DENSO

• Virtual workstation experience that’s ‘almost as good as a $10,000 workstation’ – UMass Lowell

• VDI environment with GPU saw 70% improvement in CPU utilization – Holstebro

Page 12: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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NVIDIA GRID vPC and vAppsExcellent User Experience at Scale

Page 13: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

13©2018 VMware, Inc.

WINDOWS 10Highest graphics requirement from any operating system to date

WINDOWS 10WINDOWS 7WINDOWS XP

*Percent of time consuming GPU (DirectX or OpenGL)

Windows 10 Requires a 30% Increase in CPU Consumption, compared to Windows 7

Page 14: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

14©2018 VMware, Inc.

As new updates to Windows 10 aim to

bring more and more 3D and 4D

capabilities to base OSs, as well as

everyday business applications such as

Microsoft PowerPoint, the need for IT

organizations to leverage virtual client

computing with support for GPUs to deliver

a superior virtual graphics experience to

any device, anytime, anywhere will

continue to grow exponentially.

Windows 10 Continues to Evolve

2Xincrease in GPU

consumption from Office

2010 to 2016 GPU

Source: Shannon Kalvar and Tim Grieser. IDC Worldwide Virtual Client Computing Software Forecast, 2018-2022. February 2018, IDC #US43530218

20%increase in GPU

consumption in Windows

10 from 2017 to 2018

Page 15: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

15©2018 VMware, Inc.

MODERN APPS IN THE DIGITAL WORKPLACEDemands more GPU

Applications that require graphics has doubled since 2012

Over half of enterprise users access at least one graphics accelerated app

49% 66%75% 91% 98% 482%

Page 16: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

THE NEW DIGITAL WORKERThey way we work is changing

Windows 10 Office 365/Office 2016 Web Browsers

Collaboration and Video

32% increase in CPU requirement over Windows 71

Modern browsers are hardware accelerated by default

Digital Imaging & Design Multi-, High Res Monitors

50-85% increase in CPU requirements over Windows 71

Latest Web Standards

Flash, HTML5, and WebGL are all very taxing to the CPU

Skype and YouTube are now prevalent across the enterprise

Some features in Adobe® Photoshop®

won’t work without a GPU2Multi-monitors is the new normal and 4K is becoming mainstream

PDF Viewers

Adobe® Acrobat® and Microsoft Edge are hardware accelerated by default

1 Lakeside Software, Inc. “Elevating User Experience Through GPU Acceleration: A Windows 10 versus Windows 7 Analysis.” Lakeside Software whitepaper. 20172 Adobe. December 31, 2017. Photoshop Graphics Processor (GPU) Card FAQ. Retrieved from https://helpx.adobe.com/photoshop/kb/ photoshop-cc-gpu-card-faq.html

2

Page 17: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

17©2018 VMware, Inc.

New NVIDIA GRID Features

• 2 GB profile to support “new normal” for knowledge workers

• Linux VDI for developers

• Multiple Monitors: up two 4K monitors or four HD monitors

2D EDA

Software Developers

FinanceHealthcareDigital Workplace

Graphics for Window 10 &

modern, productivity appsView images and patient data

securely, from anywhere

Data visualization & native-PC

performance

SERVING MARKET SPECIFIC VDI NEEDS

Page 18: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

18©2018 VMware, Inc.

NVIDIA GRID VPC FOR THE BEST WINDOWS 10 VDI USER EXPERIENCE

3X Improved End User Latency

2X Improved Consistency

1.5X More Remoted Frames

19% Average Resource Savings

Tested by NVIDIA on knowledge worker workloads (Excel, Word, PowerPoint, Chrome, Media Player, PDF) running on single 4K resolution monitor on VMware ESXi 6.5 on Horizon 7.4 with NVIDIA Tesla M10-2B and NVIDIA virtual GPU March 2018 Release (a.k.a. GRID 6.0)

Page 19: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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SAFEGUARD ADOPTION WITH NVIDIA GRID

With NVIDIA GRID, police officers can use

Google Earth and write reports from a virtual

session, from anywhere. Simplified

management enabled IT to expand VDI to

knowledge workers and city planning

engineers with 75% leaner IT compared to a

city with the same population.

Page 20: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

NVIDIA QUADRO VIRTUAL DATA CENTER WORKSTATION POWERS CREATIVITY

Page 21: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

22©2018 VMware, Inc.

NVIDIA QUADRO ADVANTAGE

Quadro vDWS accelerates & streamlines professional workflows anywhere

Video Editing

Architecture Medical Imaging EnergyManufacturing

ACCELERATING INNOVATION

Photorealism Mapping & Analytics Simulated Training

Page 22: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

23©2018 VMware, Inc.

• Ultra High-End Workflows on Quadro Virtual Data Center Workstation powered by Tesla V100

• Faster, more fluid visual interactivity throughout the design process

AI ENHANCED RENDERING

REAL-TIME INTERACTIVE SIMULATION

SECURE COLLABORATIONMOST ADVANCED DATA

CENTER GPU

THE WORLD’S MOST POWERFUL VIRTUAL WORKSTATION

Page 23: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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INSPIRING AUTOMOTIVE INNOVATION WITH QUADRO vDWS

“98-99% of our users can use the virtual

environment just like a physical machine

sitting in front of them. Users are actually

reporting back that it performs exactly the

same as a physical machine.”

Wesley Struble, CAD system admin, DENSO International

America

READ STORY

Page 24: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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CannonDesign Video

Page 25: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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NVIDIA vGPUOCTOBER 2018

Page 26: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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VIRTUAL GPU OCTOBER 2018 (vGPU 7)Unprecedented Performance & Manageability

Multi-vGPU Support vMotion Support for vGPU Tesla T4 GPU Support*NGC with vGPU

FPO FPO

* Tesla T4 support coming with vGPU software 7.1 release

Page 27: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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WHAT IS MULTI-vGPU?Delivering a More Powerful Virtual Workstation

Virtual WorkstationVirtual Workstation Virtual Workstation Virtual Workstation Virtual Workstation

Multiple VM’s Sharing a GPU with NVIDIA Quadro vDWS

A Single VM Accessing Multiple Tesla GPUs with NVIDIA Quadro vDWS (7.0)

Page 28: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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QUADRO vDWS MULTI-vGPUEnabling New Virtual Workstation Workflows

Oil & GasSeismic interpretation, simulation

ManufacturingSimulation, modeling & design

GovernmentSimulation & training

Media & EntertainmentRendering

Page 29: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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SPEED RENDER TIME BY UP TO 4.3X

Render scenes up to 4.3X faster than CPU only with three Tesla V100-32Q GPUs assigned to a VM with NVIDIA Quadro vDWS

Blender Cycles (CUDA) Render Time

1.8x FasterThan CPU

3.2x FasterThan CPU

4.3x FasterThan CPU

CPU Only 1x Tesla V100 2x Tesla V100 3x Tesla V100

Blender Cycles (CUDA) Render Time

Tests were run on a server with 2x Intel Xeon Gold (6154 3.0 GHz) CPUs, 512GB RAM, RHEL 7.5, NVIDIA Quadro

vDWS software, Tesla V100-32Q, Driver - 410.39, 256 GB RAM, Windows 10 x64 RS3

Page 30: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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94% FASTER RENDERING USING MULTI-GPU

“The flexibility of the new multi-GPU feature available with NVIDIA Quadro vDWS opens up powerful new rendering workflows to SOLIDWORKS Visualize users. The near linear performance scaling means they can iterate on their designs at lightning speed on professional virtual workstations, allowing our customers to arrive at their best design in the shortest amount of time.” – Brian Hillner, SOLIDWORKS Product Portfolio Manager

SOLIDWORKS Visualize (Iray) Render Time

94% Faster

1x Tesla V100 2x Tesla V100

Up to 94% Faster Render Time Using Multi-GPU SOLIDWORKS Visualize (IRAY)

Tests were run on a server with 2x Intel Xeon Gold (6154 3.0 GHz) CPUs, 512GB RAM, RHEL 7.5, NVIDIA Quadro

vDWS software, Tesla V100-32Q, Driver - 410.39, 256 GB RAM, Windows 10 x64 RS3

Page 31: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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UP TO 6.8X FASTER SIMULATIONSAnsys Fluent Computational Fluid Dynamics (CFD)

0 1 2 3 4 5 6 7

4 vCPU

3 vCPU + 1x V100-32Q

8 vCPU

8 vCPU + 1x V100-32Q

16 vCPU

16 vCPU + 2x V100-32Q

32 vCPU

Internal Flow of a Cooling Water Jacket Model – 5.4 million cellsAnsys Fluent 19.1 with NVIDIA Quadro vDWS & Tesla V100-32Q

Base License

Base License

Base + 4 HPC Licenses

Base + 5 HPC Licenses

Base + 12 HPC Licenses

Base + 14 HPC Licenses

Base + 2 HPC Pack Licenses

1X 2X 3X 4X 5X 6X 7X

Tests were run on a server with 2x Intel Xeon Skylake (6148 2.4 GHz Turbo - 3.6 GHz), NVIDIA Quadro vDWS software, Tesla V100 GPUs with 32Q profile, Driver - 410.53, 256 GB RAM, Cent OS 7.4 64-bit.

Benchmark Model: Water Jacket Model, Unsteady RANS, Internal Flow, Fluid- Water, size 4, 20 time steps

Page 32: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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UP TO 4.95X FASTER THAN CPU-ONLYAbaqus/Standard 2018 Elastomeric Bearing Model

0 1 2 3 4 5

16 vCPU

32 vCPU

16 vCPU + Quadro vDWSwith 1x V100

16 vCPU + Quadro vDWSwith 2x V100

Abaqus with NVIDIA Quadro vDWS & Tesla V100-32Q

16 License Tokens

16 License Tokens

21 License Tokens

16 License Tokens

Tests run on a sever with 2x Intel Xeon Skylake CPUs (Xeon 6148 2.4 GHz 32-core), NVIDIA Quadro vDWS software, Tesla V100 GPUs with 32Q profile, Driver - 410.53, 256 GB vRAM, Cent OS 7.4 64-bit. Benchmark

Model: ~450-550 TFLOPs, 5.9M DOF, Highly Nonlinear Static, Axisymmetric model with non-axisymmetric loading and twist, Direct Sparse Solver (Model courtesy: SIMULIA)

01X 2X 3X 4X 5X

Page 33: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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vMOTION SUPPORT FOR vGPU

Keep Servers Healthy Maximize Infrastructure ROI

Run mixed workloads using the

same infrastructure by repurposing

hosts that run VDI during the day to

run HPC and other compute

workloads at night

Run patches and upgrades at your

own time, and easily perform

workload balancing, without end

user disruption or data loss.

vMotion supported on vSphere 6.7.1 and NVIDIA virtual GPU release 7.0

XenMotion support on Citrix XenServer 7.4 and NVIDIA virtual GPU release 6.0

Day Night

Delivering the Modern, Agile Data Center

Citrix XenMotionVMware vMotion

Page 34: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

35©2018 VMware, Inc.

ENABLING THE AGILE DATA CENTER

Ensure High Availability

Live migrate GPUs with support for vMotion & XenMotion

Lower IT Tickets

End-to-end monitoring with vROps integration

Maximize Infrastructure Utilization

Virtualize any workload and run VDI by day, HPC by night

Page 35: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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NVIDIA TESLA T4 FOR VIRTUALIZATIONPowering 3D Professional Virtual Workstations

GPU Architecture Turing

CUDA Cores 2,560

Tensor Cores 320

Memory Size 16 GB

vGPU Profiles1 GB, 2 GB, 4 GB,

8 GB, 16 GB

Form Factor PCIe 3.0 single slot

Power 70 W

Thermal Passive

Page 36: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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Agile Data Center Video

Page 37: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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vGPU 7.0 MULTI-GPU DEMO

See how NVIDIA multi-vGPU support enables faster simulations in Ansys Discovery Live

Learn about how users can render faster in SOLIDWORKS Visualize by assigning more than one GPU to a virtual machine

Leverage more compute resources to do both graphics and compute

Run multiple apps in a single VM

Get Faster Rendering & Simulation Results with Quadro vDWS

Page 38: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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vGPU SESSIONS AT GTC

Thursday, October 11th in Room 13b

Learn How the New NVIDIA vGPU Software Helps Deliver the Agile Data Center Wednesday, Oct 10 at 14:30 in Room 22 – John Fanelli, Anne Hecht

How to Choose a GPU for your Environment

with the Game Skyrim

Maximize Data Center Resources: How to run

VDI, HPC and AI Workloads on Common

Infrastructure

Optimizing NVIDIA Virtual GPU for the Best

User Experience

BIM Cloud Workspace on Azure, Citrix and

NVIDIA GRID

Citrix XenApp/Microsoft RDSH – How to Get the

Best User Experience and Performance with

NVIDIA vGPU Technology

Digital Disruption: Enabling BIM Agility in

Construction Using NVIDIA Quadro vDWS

Page 39: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little

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LEARNMORE

Learn more about NVIDIA virtual GPU technologywww.nvidia.com/vgpu

Test Drive NVIDIA virtual GPU today!http://www.nvidia.com/testdrive

Page 40: GTC Japan 2018 NVIDIA Virtual GPU - GTC On Demand | NVIDIA … · 2018. 10. 24. · ©2018 VMware, Inc. 9 IT Staff Productivity • Stand up a new virtual workstation in as little