tiecon florida keynote - new opportunities for entrepreneurs using gpu & cuda
DESCRIPTION
This is a presentation that I gave at TiEcon Florida on 20 Sept 2013. I spoke about the new opportunities that are emerging for entrepreneurs caused by the disruptive innovation potential of GPU, CUDA and parallel computing technologies.TRANSCRIPT
SHANKER TRIVEDI Vice President, Worldwide Sales (PSG) | September 2013
NVIDIA THE VISUAL COMPUTING COMPANY
NVIDIA Growth Drivers
~$800M / 15% CAGR ~$1B / 9% CAGR ~$200M / 68% CAGR ~$2B / 32% CAGR
CUDA & GRID 20M Artists & Designers
100M PLM users
SHIELD & GRID 400M Gamers
TESLA & GRID 5-10M Servers
GPU, TEGRA & IP Billions of Devices
PRO-VISUALIZATION & DESIGN
GAMING HPC & BIG DATA ANALYTICS
OEM
Revenue based on current run rates. CAGR from FY10-FY13.
From A Modest Beginning
To Almost Unbelievable Reality
The March of GPUs
0
50
100
150
200
250
2007 2008 2009 2010 2011 2012
GBytes/s Peak Memory Bandwidth
M1060
Nehalem 3 GHz
Westmere 3 GHz
8-‐core Sandy Bridge
3 GHz
Fermi M2070
Fermi+ M2090
0
200
400
600
800
1000
1200
1400
2007 2008 2009 2010 2011 2012
Gflops/s Peak DP FP Performance
Nehalem 3 GHz
Westmere 3 GHz
Fermi M2070
Fermi+ M2090
M1060
8-‐core Sandy Bridge
3 GHz
NVIDIA GPU (ECC off) x86 CPU Double Precision: NVIDIA GPU Double Precision: x86 CPU
Kepler Kepler
GPUs Enable Next Generation Graphics (with Computing) Deferred Lighting, Depth of Field and Post-Processing | Facial Performance | Wave and Fire Simulation | Interactive Global Illumination | Volumetric Lighting | iRAY on CUDA
CPU GPU + CPU
MotionDSP – Example Image Stabilization & Rectification
Aerodynamics/CFD
Electromagnetics
Satellite Imaging
Computer Vision
Video Enhancement
Signal Processing
GPU Apps Run 10x-100x Faster
Traditional CPU Cluster GPU Workstation
Nodes Required 12 1 (4 GPUs)
Interconnect QDR IB None
Time to complete 4.98 days 2.25 days
Power Consumption 5.7 kW (681.3 kWh) 1.0 kW (54.0 kWh)
System Cost (per day) $96,800 ($88.40) $5200 ($4.75)
Simulation Cost (681.3 * 0.18) + (88.40 * 4.98) (54.0 * 0.18) + (4.75 * 2.25)
$562.87 $20.41
AMBER 4 simultaneous simulations, 23,000 atoms, 250ns each
GPU Apps are 5-25X Cheaper To Deploy
Source: San Diego Supercomputing Center
Better Simulation - Toto Example
MEDIA & ENT. OIL AND GAS RESEARCH MANUFACTURING GOVERNMENT
The buyer plans for including accelerators in their next technical computing server purchase has more than doubled from 29% to over 65% in last 20 months.
IDC Market Research April, 2013
“
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GPUs becoming mainstream in the Data Center For Scientific & Technical Computing
CUDA Developer Momentum
2008 2013
4,000 Academic Papers
150K CUDA Downloads
60 University Courses
100M CUDA –Capable GPUs
1 Supercomputer
430M CUDA-Capable GPUs
50 Supercomputers
1.6M CUDA Downloads
640 University Courses
37,000 Academic Papers
Easiest Way to Learn CUDA
50K Registered
127 Countries
$$
Learn from the Best
Anywhere, Any Time
It’s Free!
Engage with an Active Community
Big Data Analytics
Machine Learning
Computer Vision
Visual Shopping
Real-time Video Delivery
Searching Audio
Analyzing Twitter
Beyond Scientific & Technical Computing
The New Enterprise Mobile | BYOD | Massive Data
NVIDIA GRID
Virtualized GPU Servers
Visual Computing Appliances
Meet Ira!
The Next Generation of Visual Computing
http://www.youtube.com/watch?v=Vx0t-WJFXzo
Console Games Can Now Target Mobile
What’s the Next Big Thing?
Augmented Reality
Healthcare
Autonomous Vehicles, Drones, Robots
Deep Machine Learning
Visual Analytics of Big Data
GPU & CUDA Easy & Cheap
What’s the Next Big Thing?
Augmented Reality Autonomous Robots Computer Vision Deep Machine Learning Visual Analytics Biological Computing
Resources http://www.slideshare.net/shankert/nvidia-intro-0513 http://blogs.nvidia.com/ https://www.facebook.com/gpucomputing http://www.nvidia.com/object/race-for-better-science.html http://www.nvidia.com/object/gpuventures.html http://www.gputechconf.com/page/home.html http://www.gputechconf.com/page/gtc-learning-center.html http://www.slideshare.net/shankert/nvidia-gtc-computerecapbrochure http://sarahtariq.com/presentations.html http://www.slashgear.com/nvidia-shield-hands-on-with-parrot-ar-drone-2-0-26288075/ https://developer.nvidia.com/ http://www.nvidia.com/object/tesla_software.html http://gpu.meetup.com/ http://gpgpu.org/ https://www.udacity.com/course/cs344 https://www.coursera.org/course/hetero