NVIDIA at Breakthrough Discuss for Space Exploration
AlisonBLowndes
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65 slides
Jul 18, 2024
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About This Presentation
A visual journey through the state-of-the-art capability for AI-enabled space exploration. Today & tomorrow.
Size: 12.46 MB
Language: en
Added: Jul 18, 2024
Slides: 65 pages
Slide Content
Open the pod bay doors, HAL…
ALISON B. LOWNDES | SENIOR SCIENTIST | GLOBAL AI
NVIDIA
Turbocharges
Science
From weather forecasting and energy exploration,
to computational fluid dynamics and life sciences,
researchers are fusing traditional simulations and
AI to solve the next grand challenges.
4
JOHAN ROCKSTRÖM,
MATTHIAS KLUM
STOCKHOLM
“
“
—Me, 2022
“..we already have HAL9000.”
INTRODUCING
JETSON AGX ORIN SERIES
▪Up to 275 INT8 TOPS powered by Ampere GPU +DLA
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Jetson AGX Orin Dev Kit
Server Class AI Performance at the Edge
7
Announcing NVIDIA Blackwell
The Engine of the New Industrial Revolution
DECOMPRESSION ENGINE
800 GB/s
2nd GEN TRANSFORMER ENGINE
FP4/FP6 Tensor Core
AI SUPERCHIP
208B Transistors
5
th
GENERATION NVLINK
Scales to 576 GPUs
RAS ENGINE
100% In-System
Self-Test
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Built to Democratize Trillion-Parameter AI
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With NVIDIA DRIVE Sim features such as road
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at centimeter-level accuracy. Autonomous
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range of simulated scenarios so they hit the
road running, safely.
NVIDIA DRIVE SimTurbocharges
Developer Productivity to Get Self-
Driving Cars on the Road
More than 4000 Software Packages in the AI Development Stack
NVIDIA AI Enterprise provides enterprise-grade security and acceleration
DATA PROC
(RAPIDS)
TRAIN
(PyTorch)
OPTIMIZE
(TensorRT)
DEPLOY
(Triton)
NVIDIA CUDA
NVIDIA AI Enterprise
NVIDIA Dependency3rd party & opensource
Security (CVE) Patching
CVE Patching
API Stability Enterprise Support with SLAs
TRAINDATA PROC
OPTIMIZE
DEPLOY
Multi-Cloud to On-Prem -Available Anywhere
NVIDIA AI Enterprise
NVIDIA AI Enterprise
Multi Cloud
NVIDIA Certified Server
Coming soon on OCI Marketplace
Getting Million-X Speedups to Power AI and Scientific Computing
Accelerated Computing + AI Provides the Compute Required
1980 1990 2000 2010 2020
Single-threaded perf
1.5X per year
1.1X per year
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AI
SCALE
UP &OUT
ACCELERATED
COMPUTING
CP
U
GPU
Compute-Intensive
(Parallel) Functions
Application Code
Rest of Sequential
CPU Code
CPU
+
Grace CPU
Grace CPU Superchip
FP8
https://arxiv.org/pdf/2209.05433.pdf
A Blending of Physical and Virtual Worlds
THE METAVERSE
23
SCENE RECONSTRUCTION: APPEARANCE
●Realism, viewpoint manipulation
NeRF
Mildenhall et al., 2020; Müller et al., 2022
25
AUSTRALIA ACCELERATES AI
WITH NVIDIA PARTNERSHIP
In 2022, Australia’s national science and
research organization, CSIRO, and its advisory
arm, Data 61, teamed with NVIDIA to advance
the nation’s AI program on multiple fronts
including climate action, space exploration,
quantum computing, and AI education.
frontierdevelopmentlab.org
AI PORTFOLIO
Forecast of magnetic field perturbation
30 mins in advance for the first time…
30
1-6
•Goal 1: End poverty in all its formsdonate what you don’t use
•Goal 2: Zero Hungerwaste less food & support local farmers
•Goal 3: Healthvaccinate your family
•Goal 4: Educationhelp educate the children in your community
•Goal 5: Gender equality and women’s empowermentempower women & girls and ensure their equal rights
•Goal 6: Water and Sanitationavoid wasting water
7-12
•Goal 7: Energyuse only energy-efficient appliances & light-bulbs
•Goal 8: Economic Growthcreate job opportunities for youth
•Goal 9: Infrastructure, industrializationfund projects that provide basic infrastructure
•Goal 10: Inequalitysupport the marginalized and disadvantaged
•Goal 11: Citiesbike, walk or use public transport
•Goal 12: Sustainable consumption and productionrecycle paper, plastic, glass and aluminium
13-17
•Goal 13: Climate ChangeACT NOW to reduce CO2 emissions
•Goal 14: Oceansreduce/avoid plastics and clean the oceans
•Goal 15: Biodiversity, forests, desertificationplant trees and help protect the environment
•Goal 16: Peace, justice and strong institutionsstand up for human rights
•Goal 17: Partnershipslobby your government to boost development financing
31
SAILDRONE
Startup Charts Autonomous Oceanic Monitoring | NVIDIA Blog
Earth-2 Platform
Connecting Complex Simulation, Data and AI Workflows
Renderer
Modulus
Omniverse
Training Inference
Interactive
Visualisation
GPU
acceleratd
Simulation
AI Enterprise
Production Deployment through NVIDIA Inference Microservices
Deploy Customised Models leveraging Optimised Inference Engines
Click this linkto check out the browser demo!
Prebuilt container
and Helm chart
Industry standard
API
Optimised inference
engines
Support for custom
models
NVIDIA AI Enterprise
Domain specific
code
Resources
•More resources
•Earth-2 Solutions page
•Modulus product page
•Call to action
•For developers building Climate tech applications, please
reach out here for early access to cloud services.
•For Enterprises interested in Earth-2 platform stack, please
reach out to your Nvidia account rep
•For researchers in research and science collaboration –
Engage with us on our open-source repository
Niklas
Roeber
(Jan 2023)
OPTION 2
WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE
VIRTUAL WORLD
Rendering
OPTION 2
WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE
VIRTUAL WORLD
Physics
Rendering
WORLD SIMULATION IS THE ULTIMATE COMPUTER SCIENCE CHALLENGE
VIRTUAL WORLD
Rendering
Physics
AI
SUPERCOMPUTING BRINGS WORLD SIMULATION TO AN INFLECTION POINT
VIRTUAL WORLD
Rendering
Physic
s
AI
Sensors
Controllers
Humans
PHYSICAL WORLD
Real-Time Data
Synchronization
Control Signal
DIGITAL TWINS ARE A NEW CLASS OF WORLD SIMULATION
VIRTUAL WORLD
Rendering
Physic
s
AI
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Watch
Here
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roboCasa.ai
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MIMICGEN
https://mimicgen.github.io/
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NVIDIA Isaac
Development platform for building AI robots
PLATFORM
NVIDIA Isaac on Jetson
Isaac Sim in Omniverse
NVIDIA Isaac AI
For Autonomous Mobile Robots
For Industrial Manipulation Arms
For Humanoids
52
NVIDIA ROBOTICS
RESEARCH LABS
Drive breakthrough robotics
research to enable the next-
generation of robots that safely
work alongside humans,
transforming industries such as
manufacturing, logistics, healthcare,
and more
53
EXPLORE OMNIVERSE ENTERPRISE
SEE YOU IN OMNIVERSE
DOWNLOAD OMNIVERSE
nvidia.com/omniverse
DEVELOP ON OMNIVERSE
DOCUMENTATION
docs.omniverse.nvidia.com
FORUMS
omniverse.nvidia.com/forums
TUTORIALS AND
WEBINARS
omniverse.nvidia.com/tutorials
DISCORD
discord.gg/nvidiaomniverse
Industrial Metaverse Opportunities Exist at Every Scale
Every physical process will be software-defined
Product
Factory
City
Nation
Planetary
Galaxy
Anatomy of a Sensor Processing Workflow
A Vision of Towards Self Driving Instruments and a Science Programmable Edge
Edge GPU (xN)
Sensor
Data aggregation
and reduction,
domain specific
transforms
Pre-Processing /
Data Filtering
Apply pre-trained AI
model to data
stream to drive
real-time analytics
and experiment
AI Inference
Apply domain
specific data
transformations
Post-Processing
Show AI-augmented
results to
operator/user
Visualization
Real Time Insights and Automatic Sensor Control
Analysis &
Storage
Digital Twin /
Simulation
AI Training
Edge
Datacentre
Cloud
Scale, Resiliency, and Sensor
Fusion
NVIDIA Holoscan
SDK for Building AI-Enabled Sensor Processing Applications
▪C++ and Python APIs for
domain agnostic sensor data
processing workflows
▪Multi-Node and Multi-GPU
support with advanced
pipeline scheduling options
and network-aware data
movement
▪AI Inference with pluggable
backends such as ONNX,
Torchscript, and TensorRT
▪Scalable from Jetson Orin
Nano (ARM + GPU) to DGX
(x86 + H100)
▪Apache 2 Licensed and
Available on GitHub
Features
▪Simplifies sensor I/O to
GPU
▪Simplifies the performant
deployment of an AImodel
in a streaming pipeline
▪Provides customizable,
reusable, and flexible
components to build and
deploy GPU-accelerated
algorithms
▪Scale workloads with
Holoscan’s distributed
computing features
▪Deploy to the Cloud with
Holoscan App Packager and
Kubernetes
Benefits
GitHub
Holohub
Sample Holoscan Applications, Tutorials,
and Helpful Operators
IO:UDP Ethernet, Lidar, High Speed Cameras, SDR, SAR, 3D Volumes
AI:Segmentation, Tracking, AR/VR, LLMs
Tools/Tutorial: MATLAB, MONAI, Playground on AWS, Scaling Apps
GitHub
Deep Space Demonstration
Allen Telescope Array Holoscan Pipelinewith CyberEther
CyberEthe
rGitHub
Allen Telescope Array
Hat Creek, CA
Getting Started with Holoscan
Holoscan References
https://github.com/nvidia-holoscan/holoscan-sdk
docker pull nvcr.io/nvidia/clara-holoscan/holoscan:v2.2.0-dgpu
pip install holoscan
https://docs.nvidia.com/clara-holoscan/sdk-user-guide/index.html
Debian Packages available on NGC
Holoscan Bootcamp and Open Hackathons
Half Day Free Tutorial –September 24
th
, 2024 –1pm –5pm Eastern
Register Here
Free AI Technical Training
A Few Clicks Away
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time, we are offering a complimentary self-paced training course
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