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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Transforming Computational Fluid
Dynamics (CFD) with GPUs on AWS
Nicola Venuti
Sr. HPC Specialized SA
AWS
C M P 3 2 7
Dr. Marc Ratzel
Director Aerodynamics CFD
Altair
High Performance Computing (HPC) most generally refers to
the practice of aggregating computing power in a way that
delivers much higher performance than one could get out of
a typical desktop computer or workstation in order to solve
large problems in science, engineering, or business
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HPC—Use cases
Clustered (Tightly coupled)
Distributed/Grid (Loosely coupled)
Data light
Minimal
requirements for
high performance
storage
Data heavy
Benefits from
access to high
performance
storage
Fluid dynamics
Weather forecasting
Materials simulations
Crash simulations
Risk simulations
Molecular modeling
Contextual search
Logistics simulations
Seismic processing
Metagenomics
Astrophysics
Deep learning
Animation and VFX
Semiconductor verification
Image processing
Genomics
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Elastic Compute Cloud (Amazon EC2
instances
General
purpose Dense
storage
Compute
optimized
FPGAs
General
purpose
GPU
Big data
optimized
Graphics
intensive
Memory
optimized
High
I/OM5 D2 X1T3 R5.metal I3.metal C5d F1M5d P3H1 z1dG3X1e I3 C5
High
I/O
Burstable
Compute and
memory intensive
R5
C O M I N G
S O O N
Memory
intensive
z1d.metal
Amazon
Lightsail
In-memory
Virtual
private
servers
C O M I N G
S O O N
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Whiteboarding—CFD workflows
• Traditional HPC—CFD jobs
• Compute
• Storage
• Network
• Visualization
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Fluid dynamics
 C4.8xlarge instance type
 140M cell model
 F1 car Computational Fluid
Dynamics (CFD) benchmark
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
2,000+
Engineers, scientists, and creative thinkers
Founded 1985
Headquartered in Troy, MI, U.S.
60,000+
Users
$313M
2016 revenue
5,000+
Customer installations globally
50+ISV partners under our unique,
patented licensing model
69offices
in 24 countries
Altair at a glance (ALTR)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
External aerodynamics (motivation)
Cooling
• Engine
• Transmission
• Brakes
• Condenser
Comfort
• Ventilation
• Heating
• Air conditioning
• Wind noise
Stability
• Directional
• Cross wind
Performance
• Fuel economy
• Emission
• Max. speed
• Acceleration
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Aerodynamics in the design process
Requirements
• A designer can create up to 10 designs per day
• Quick response time (design  aerodynamic evaluation)
• Accuracy/reliable trend prediction
• Provide insight into flow physics/explain why “things” happen
• Standardization of process
Solution
• ultraFluidX, Lattice Boltzmann method (LBM) on GPUs
• Fully detailed car analysis over night (transient)
• Less stringent model requirements than conventional approach
• Robust volume discretization included in solver step
• Easy part replacement “drag & drop”
Sketch
CFD
LBM
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Gearbox oil sloshing
Physics
• Complex, fast moving geometry
• Air & oil (two phase flow)
• Oil phase highly deformed
Solution
• nanoFluidX, Smooth particle hydrodynamics (SPH) on GPUs
• Meshless methods
• Fluid represented by particles
• Runtime few days as opposed to weeks with conventional CFD
Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Nicola Venuti
Marc Ratzel
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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Transforming Computational Fluid Dynamics (CFD) with GPUs on AWS (CMP327) - AWS re:Invent 2018

  • 1.
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Transforming Computational Fluid Dynamics (CFD) with GPUs on AWS Nicola Venuti Sr. HPC Specialized SA AWS C M P 3 2 7 Dr. Marc Ratzel Director Aerodynamics CFD Altair
  • 3. High Performance Computing (HPC) most generally refers to the practice of aggregating computing power in a way that delivers much higher performance than one could get out of a typical desktop computer or workstation in order to solve large problems in science, engineering, or business © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. HPC—Use cases Clustered (Tightly coupled) Distributed/Grid (Loosely coupled) Data light Minimal requirements for high performance storage Data heavy Benefits from access to high performance storage Fluid dynamics Weather forecasting Materials simulations Crash simulations Risk simulations Molecular modeling Contextual search Logistics simulations Seismic processing Metagenomics Astrophysics Deep learning Animation and VFX Semiconductor verification Image processing Genomics
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Elastic Compute Cloud (Amazon EC2 instances General purpose Dense storage Compute optimized FPGAs General purpose GPU Big data optimized Graphics intensive Memory optimized High I/OM5 D2 X1T3 R5.metal I3.metal C5d F1M5d P3H1 z1dG3X1e I3 C5 High I/O Burstable Compute and memory intensive R5 C O M I N G S O O N Memory intensive z1d.metal Amazon Lightsail In-memory Virtual private servers C O M I N G S O O N
  • 6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Whiteboarding—CFD workflows • Traditional HPC—CFD jobs • Compute • Storage • Network • Visualization
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Fluid dynamics  C4.8xlarge instance type  140M cell model  F1 car Computational Fluid Dynamics (CFD) benchmark
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2,000+ Engineers, scientists, and creative thinkers Founded 1985 Headquartered in Troy, MI, U.S. 60,000+ Users $313M 2016 revenue 5,000+ Customer installations globally 50+ISV partners under our unique, patented licensing model 69offices in 24 countries Altair at a glance (ALTR)
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. External aerodynamics (motivation) Cooling • Engine • Transmission • Brakes • Condenser Comfort • Ventilation • Heating • Air conditioning • Wind noise Stability • Directional • Cross wind Performance • Fuel economy • Emission • Max. speed • Acceleration
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Aerodynamics in the design process Requirements • A designer can create up to 10 designs per day • Quick response time (design  aerodynamic evaluation) • Accuracy/reliable trend prediction • Provide insight into flow physics/explain why “things” happen • Standardization of process Solution • ultraFluidX, Lattice Boltzmann method (LBM) on GPUs • Fully detailed car analysis over night (transient) • Less stringent model requirements than conventional approach • Robust volume discretization included in solver step • Easy part replacement “drag & drop” Sketch CFD LBM
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Gearbox oil sloshing Physics • Complex, fast moving geometry • Air & oil (two phase flow) • Oil phase highly deformed Solution • nanoFluidX, Smooth particle hydrodynamics (SPH) on GPUs • Meshless methods • Fluid represented by particles • Runtime few days as opposed to weeks with conventional CFD
  • 13. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Nicola Venuti Marc Ratzel
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.