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ALISON B LOWNDES
AI DevRel | EMEA
@alisonblowndes
Happy December 2020 🎄
2
Congrats
to the
Chang’e5
team!
China National Space Agency
3
ANNOUNCING
NVIDIA A100 80GB
Supercharging The World’s Highest
Performing AI Supercomputing GPU
80GB HBM2e
For largest datasets
and models
2TB/s +
World’s highest memory
bandwidth to feed the world’s
fastest GPU
Multi-Instance GPU
3rd Gen NVLink
3rd Gen Tensor Core
4
NVIDIA SELENE
Now Featuring NVIDIA DGX A100 640GB
4,480 A100 GPUs
560 DGX A100 system
850 Mellanox 200G HDR switches
14 PB of high-performance storage
2.8 EFLOPS of AI peak performance
63 PFLOPS HPL @ 24GF/W
5
TODAY’S AI
DATA CENTRE
50 DGX-1 systems for AI training
600 CPU systems for AI inference
$11M
25 racks
630 kW
6
5 DGX A100 systems for AI training
and inference
$1M
1 rack
28 kW
1/10th
COST
1/20th
POWER
$1M 28 kW
DGX A100
DATA CENTRE
7
NVIDIA CUDA-X AI ECOSYSTEM
88
EXPANDING NGC
NEW CONTAINERS FOR A100 & ARM
Now
NGC-READY SYSTEMS FOR A100
Starting Q3
NGC Private Registry
NGC Container
Environment Modules
Higher HPC app
performance w/ NVTAGS
NEW FEATURES
Now
Multi-arch support for x86,
Arm and Power
Learn More – ngc.nvidia.com | NGC Private Registry | NVTAGS | NGC Container Environment Modules
HPC Simulation & Visualization
AI Frameworks (A100)
ChromaAutoDock 4
VMD
**
* Available week of June 22 ** Available starting with v20.06
*
*
*
9
GPU Accelerated Data Science
RAPIDS is a set of open source software libraries which
gives you the freedom to execute end-to-end data science
and analytics pipelines entirely on GPUs.
www.rapids.ai
10
SIMNET v.0.2
Solve larger
problems faster
with XLA and
AMP support, and
Multi-GPU, Multi-
Node
implementation
Models Multiple
Physics in
Forward, Inverse
and Data
Assimilation
simulations with
accuracy &
convergence
Parameterized
system
representation to
solve multiple
scenarios
simultaneously
APIs for
implementing new
Physics,
Geometry, and
Domains and
detailed User
Guide examples
AI-accelerated Physics Simulation Toolkit
11
FOURIER NEURAL OPERATORS
https://arxiv.org/pdf/2010.08895.pdf
12
Embedded Computing
without Compromise
Confidential
A176 - AI Fanless Small FF Supercomputer
A176 – Used for:
• Video processing
• Recording data
The ball is a recorder that is
attached to A176 via a
cable. There is an explosive
device that will break the link with
the A176, so the ball will fall to the
earth without being destroyed
13
NVIDIA AGX
Family of Systems for
Embedded AI HPC
Self-driving cars
Robotics
Smart Cities
Healthcare
NVDLA.org
Orbital
Sidekick
Hardware in Space
Hardware in Space
Hardware in Space
https://www.nvidia.com/en-gb/autonomous-machines/embedded-systems/jetson-tx2/
19
Introducing EGX A100 Converged Accelerator
Combining Mellanox and NVIDIA Ampere GPU Architecture
Unprecedented AI
Inference Performance
In-Line
Network Acceleration
●Secure GPU enclave protects AI model
●Line-speed TLS & IPSec Crypto Engines
●Service Mesh Offloads (SDN)
Enhanced
Security
●Ampere based Architecture
●3rd Generation Tensor Core
●Dual 100Gb/s Ethernet or InfiniBand
●Accelerated Switch & Packet
Processing
●Time Triggered transmission tech for
Telco (5T for 5G)
20
Hardware in Space
Hardware in Space
23
EO4SDG.ORG
24
25
INGESTION STORAGE PROCESSING SERVING
BIG DATA PIPELINE
Ingredients:
• Lots of data
• Lots of compute
• Software tools
• Time and patience
Method:
1. Collect raw, massive sets of data.
2. Put the data in a Data Lake.
3. Grab the data that you need and
sort through.
4. Find patterns in the data.
5. Solve the problem.
1. Obtaining and importing
data
2. Organizing & storing data for future use
3. Manipulating and analyzing the
data
4. Operationalizing the
solution
2626
27
PHYSICS IN USD + KIT
Hardware in Space
29
Detection Planning
Acceleration Assimilation
Enhancement Parametrization
AugmentationPrediction
Monitor Environmental Change
drought flooding deforestation urbanification melting glaciers sea-level change
30
Detection Planning
Acceleration Assimilation
Enhancement Parametrization
AugmentationPrediction
Use Inpainting to Repair Damaged GOES-17 Observations
31https://arxiv.org/pdf/1810.05762.pdf
32
33
Real-Time Photorealistic Digital Humans with NVIDA RTX A6000
“ Digital Domain leads the industry in pioneering real-time photo-realistic digital humans. Working with
Epic Games and NVIDIA, we have continuously pushed the limits of technology. The new RTX A6000 lets
us completely redefine what’s possible with real-time ray tracing and machine learning. ”
Darren Hendler | Director, Digital Human Group
35
GALACTIC WINDS
NVIDIA IndeX and Cholla
Brant Robertson
Evan Schneider
ISAAC
nvidia.com/en-gb/deep-learning-ai/industries/robotics
Simulated samples of a dolly (with actual CAD model)
used to train object detection and pose estimation
neural networks
Procedurally generated simulated images used for
segmentation network training
Multiple Carter robots operating simultaneously in
virtual warehouse; Each operated by an independent
Jetson Xavier
Multi Robot HIL Simulation ML Training in Simulation
Manipulation in Isaac Sim
Domain Randomization
(Supervised Learning)
Factory of the Future
Domain Randomization
(Reinforcement Learning)
MUCH MORE WITH ISAAC SOFTWARE
GPU Accelerated Algorithms/DNNs (GEMs)
And more…
Free Space Segmentation 3D Object Pose Estimation Motion Planning Stereo Depth
Stereo Visual Inertial Odometry Super Pixels April Tags 2D Skeleton Pose Estimation
DeepStream Integration Planner with Costmaps Multi Lidar Support Navigation (LQR Path Planner)
Sensors Robot Platforms Audio
ROBOTICS MONTAGE
39
RICH
CONTENT
PORTFOLIO
Fundamentals and advanced
hands-on training in key
technologies and application
domains
AI for
Digital Content Creation
Deep Learning
Fundamentals
AI for HealthcareAI for Autonomous Vehicles
AI for
Intelligent Video Analytics
Accelerated Computing
Fundamentals
AI for Robotics
AI for
Predictive Maintenance
Accelerated Data Science
Fundamentals
Intro to AI in the Data
Center
AI for Anomaly Detection
AI for Industrial Inspection
NVIDIA’s GTC brings together a global community of
developers, researchers, engineers, and innovators with
the common goal of sharing achievements while
discovering new technologies and tools that drive change
around the globe.
If you work with any of our GPUs, DPUs, or software
offerings is making a difference, submit a talk or poster
to join us online in March.
SHARE YOUR LIFE’S
WORK AT GTC 2021
JOIN A GLOBAL COMMUNITY OF BRILLIANT MINDS
ONLINE NEXT MARCH
March 15 — 25, 2021
Submit your ideas at www.nvidia.com/gtc
THANK YOU
alowndes@nvidia.com

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Hardware in Space

  • 1. ALISON B LOWNDES AI DevRel | EMEA @alisonblowndes Happy December 2020 🎄
  • 3. 3 ANNOUNCING NVIDIA A100 80GB Supercharging The World’s Highest Performing AI Supercomputing GPU 80GB HBM2e For largest datasets and models 2TB/s + World’s highest memory bandwidth to feed the world’s fastest GPU Multi-Instance GPU 3rd Gen NVLink 3rd Gen Tensor Core
  • 4. 4 NVIDIA SELENE Now Featuring NVIDIA DGX A100 640GB 4,480 A100 GPUs 560 DGX A100 system 850 Mellanox 200G HDR switches 14 PB of high-performance storage 2.8 EFLOPS of AI peak performance 63 PFLOPS HPL @ 24GF/W
  • 5. 5 TODAY’S AI DATA CENTRE 50 DGX-1 systems for AI training 600 CPU systems for AI inference $11M 25 racks 630 kW
  • 6. 6 5 DGX A100 systems for AI training and inference $1M 1 rack 28 kW 1/10th COST 1/20th POWER $1M 28 kW DGX A100 DATA CENTRE
  • 7. 7 NVIDIA CUDA-X AI ECOSYSTEM
  • 8. 88 EXPANDING NGC NEW CONTAINERS FOR A100 & ARM Now NGC-READY SYSTEMS FOR A100 Starting Q3 NGC Private Registry NGC Container Environment Modules Higher HPC app performance w/ NVTAGS NEW FEATURES Now Multi-arch support for x86, Arm and Power Learn More – ngc.nvidia.com | NGC Private Registry | NVTAGS | NGC Container Environment Modules HPC Simulation & Visualization AI Frameworks (A100) ChromaAutoDock 4 VMD ** * Available week of June 22 ** Available starting with v20.06 * * *
  • 9. 9 GPU Accelerated Data Science RAPIDS is a set of open source software libraries which gives you the freedom to execute end-to-end data science and analytics pipelines entirely on GPUs. www.rapids.ai
  • 10. 10 SIMNET v.0.2 Solve larger problems faster with XLA and AMP support, and Multi-GPU, Multi- Node implementation Models Multiple Physics in Forward, Inverse and Data Assimilation simulations with accuracy & convergence Parameterized system representation to solve multiple scenarios simultaneously APIs for implementing new Physics, Geometry, and Domains and detailed User Guide examples AI-accelerated Physics Simulation Toolkit
  • 12. 12 Embedded Computing without Compromise Confidential A176 - AI Fanless Small FF Supercomputer A176 – Used for: • Video processing • Recording data The ball is a recorder that is attached to A176 via a cable. There is an explosive device that will break the link with the A176, so the ball will fall to the earth without being destroyed
  • 13. 13 NVIDIA AGX Family of Systems for Embedded AI HPC Self-driving cars Robotics Smart Cities Healthcare NVDLA.org
  • 19. 19 Introducing EGX A100 Converged Accelerator Combining Mellanox and NVIDIA Ampere GPU Architecture Unprecedented AI Inference Performance In-Line Network Acceleration ●Secure GPU enclave protects AI model ●Line-speed TLS & IPSec Crypto Engines ●Service Mesh Offloads (SDN) Enhanced Security ●Ampere based Architecture ●3rd Generation Tensor Core ●Dual 100Gb/s Ethernet or InfiniBand ●Accelerated Switch & Packet Processing ●Time Triggered transmission tech for Telco (5T for 5G)
  • 20. 20
  • 24. 24
  • 25. 25 INGESTION STORAGE PROCESSING SERVING BIG DATA PIPELINE Ingredients: • Lots of data • Lots of compute • Software tools • Time and patience Method: 1. Collect raw, massive sets of data. 2. Put the data in a Data Lake. 3. Grab the data that you need and sort through. 4. Find patterns in the data. 5. Solve the problem. 1. Obtaining and importing data 2. Organizing & storing data for future use 3. Manipulating and analyzing the data 4. Operationalizing the solution
  • 26. 2626
  • 29. 29 Detection Planning Acceleration Assimilation Enhancement Parametrization AugmentationPrediction Monitor Environmental Change drought flooding deforestation urbanification melting glaciers sea-level change
  • 30. 30 Detection Planning Acceleration Assimilation Enhancement Parametrization AugmentationPrediction Use Inpainting to Repair Damaged GOES-17 Observations
  • 32. 32
  • 33. 33
  • 34. Real-Time Photorealistic Digital Humans with NVIDA RTX A6000 “ Digital Domain leads the industry in pioneering real-time photo-realistic digital humans. Working with Epic Games and NVIDIA, we have continuously pushed the limits of technology. The new RTX A6000 lets us completely redefine what’s possible with real-time ray tracing and machine learning. ” Darren Hendler | Director, Digital Human Group
  • 35. 35 GALACTIC WINDS NVIDIA IndeX and Cholla Brant Robertson Evan Schneider
  • 36. ISAAC nvidia.com/en-gb/deep-learning-ai/industries/robotics Simulated samples of a dolly (with actual CAD model) used to train object detection and pose estimation neural networks Procedurally generated simulated images used for segmentation network training Multiple Carter robots operating simultaneously in virtual warehouse; Each operated by an independent Jetson Xavier Multi Robot HIL Simulation ML Training in Simulation Manipulation in Isaac Sim Domain Randomization (Supervised Learning) Factory of the Future Domain Randomization (Reinforcement Learning)
  • 37. MUCH MORE WITH ISAAC SOFTWARE GPU Accelerated Algorithms/DNNs (GEMs) And more… Free Space Segmentation 3D Object Pose Estimation Motion Planning Stereo Depth Stereo Visual Inertial Odometry Super Pixels April Tags 2D Skeleton Pose Estimation DeepStream Integration Planner with Costmaps Multi Lidar Support Navigation (LQR Path Planner) Sensors Robot Platforms Audio
  • 39. 39 RICH CONTENT PORTFOLIO Fundamentals and advanced hands-on training in key technologies and application domains AI for Digital Content Creation Deep Learning Fundamentals AI for HealthcareAI for Autonomous Vehicles AI for Intelligent Video Analytics Accelerated Computing Fundamentals AI for Robotics AI for Predictive Maintenance Accelerated Data Science Fundamentals Intro to AI in the Data Center AI for Anomaly Detection AI for Industrial Inspection
  • 40. NVIDIA’s GTC brings together a global community of developers, researchers, engineers, and innovators with the common goal of sharing achievements while discovering new technologies and tools that drive change around the globe. If you work with any of our GPUs, DPUs, or software offerings is making a difference, submit a talk or poster to join us online in March. SHARE YOUR LIFE’S WORK AT GTC 2021 JOIN A GLOBAL COMMUNITY OF BRILLIANT MINDS ONLINE NEXT MARCH March 15 — 25, 2021 Submit your ideas at www.nvidia.com/gtc