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Achieving Higher Productivity on Abaqus Simulations for Small and Mid-size Enterprises with HPC and Clustering Technologies Pak Lui Application Performance Manager SIMULIA Regional User Meetings West Regional User Meeting October 30, 2014 Hayes Mansion - San Jose, California

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Page 1: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

Achieving Higher Productivity on Abaqus Simulations for Small and Mid-size Enterprises

with HPC and Clustering Technologies

Pak Lui

Application Performance Manager

SIMULIA Regional User Meetings West Regional User Meeting

October 30, 2014

Hayes Mansion - San Jose, California

Page 2: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

2

The HPC Advisory Council Update

• World-wide HPC non-profit organization (390+ members)

• Bridges the gap between HPC usage and its potential

• Provides best practices and a support/development center

• Explores future technologies and future developments

• Leading edge solutions and technology demonstrations

Page 3: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

3

HPC Advisory Council Members

Page 4: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

4

Centers of Excellence

Page 5: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

5

Special Interest Subgroups

• HPC|Scale Subgroup

– Explore usage of commodity HPC as a

replacement for multi-million dollar

mainframes and proprietary based

supercomputers

• HPC|Cloud Subgroup

– Explore usage of HPC components as part of

the creation of external/public/internal/private

cloud computing environments.

• HPC|Works Subgroup

– Provide best practices for building balanced

and scalable HPC systems, performance

tuning and application guidelines.

• HPC|Storage Subgroup

– Demonstrate how to build high-performance

storage solutions and their affect on

application performance and productivity

• HPC|GPU Subgroup

– Explore usage models of GPU components

as part of next generation compute

environments and potential optimizations for

GPU based computing

• HPC|FSI Subgroup

– Explore the usage of high-performance

computing solutions for low latency trading,

productive simulations and overall more

efficient financial services

• HPC|Music

– To enable HPC in music production and to

develop HPC cluster solutions that further

enable the future of music production

Page 6: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

6

HPC Advisory Council HPC Center

Dell™ PowerEdge™ R720xd/R720

33-node cluster HP Cluster Platform 3000SL

16-node cluster

HP ProLiant SL230s Gen8

4-node cluster

Dell™ PowerEdge™ R815

11-node cluster

Dell™ PowerEdge™ C6145

6-node cluster

Dell™

PowerEdge™

M610

38-node cluster Dell™ PowerEdge™ C6100

4-node cluster

Dell™ PowerVault

MD3420 / MD3460

InfiniBand-based

Lustre Storage

Page 7: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

7

• LS-DYNA

• miniFE

• MILC

• MSC Nastran

• MR Bayes

• MM5

• MPQC

• NAMD

• Nekbone

• NEMO

• NWChem

• Octopus

• OpenAtom

• OpenFOAM

• MILC

• OpenMX

• PARATEC

• PFA

• PFLOTRAN

• Quantum ESPRESSO

• RADIOSS

• SPECFEM3D

• WRF

130 Applications Best Practices Published

• Abaqus

• AcuSolve

• Amber

• AMG

• AMR

• ABySS

• ANSYS CFX

• ANSYS FLUENT

• ANSYS Mechanics

• BQCD

• CCSM

• CESM

• COSMO

• CP2K

• CPMD

• Dacapo

• Desmond

• DL-POLY

• Eclipse

• FLOW-3D

• GADGET-2

• GROMACS

• Himeno

• HOOMD-blue

• HYCOM

• ICON

• Lattice QCD

• LAMMPS

Page 8: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

8

University Award Program

• University award program – Universities are encouraged to submit proposals for advanced research – Once / twice a year, the HPC Advisory Council will select a few proposals

• Selected proposal will be provided with: – Exclusive computation time on the HPC Advisory Council’s Compute Center – Invitation to present in one of the HPC Advisory Council’s worldwide workshops – Publication of the research results on the HPC Advisory Council website

• 2010 award winner is Dr. Xiangqian Hu, Duke University – Topic: “Massively Parallel Quantum Mechanical Simulations for Liquid Water”

• 2011 award winner is Dr. Marco Aldinucci, University of Torino – Topic: “Effective Streaming on Multi-core by Way of the FastFlow Framework’

• 2012 award winner is Jacob Nelson, University of Washington – “Runtime Support for Sparse Graph Applications”

• 2013 award winner is Antonis Karalis – Topic: “Music Production using HPC”

• To submit a proposal – please check the HPC Advisory Council web site

Page 9: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

9

ISC’14 – Student Cluster Competition

• University-based teams to compete and demonstrate the incredible

capabilities of state-of- the-art HPC systems and applications on the

ISC’14 show-floor

• The Student Cluster Challenge is designed to introduce the next

generation of students to the high performance computing world and

community

Page 10: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

10

ISC’14 – Student Cluster Competition Teams

Page 11: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

11

HPCAC - ISC’14

– Student Cluster Competition Teams

Page 12: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

12

2014 HPC Advisory Council Conferences

• HPC Advisory Council (HPCAC)

– 370+ members, http://www.hpcadvisorycouncil.com/

– Application best practices, case studies

– Benchmarking center with remote access for users

– World-wide workshops

– Value add for your customers to stay up to date and

in tune to HPC market

• 2014 Conferences

– USA (Stanford University) – February 3, 2014

– Switzerland (CSCS) – March 31, 2014

– Brazil (University of São Paulo) – May 26, 2014

– Germany (ISC’14) – June 22, 2014

– Spain (BSC) – September 24, 2014

– Singapore (A*STAR) – October 7, 2014

– China (HPC China) – November 5, 2014

– South Africa – December 3, 2014

• For more information

– www.hpcadvisorycouncil.com

[email protected]

Page 13: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

13

HPCAC Conferences 2014

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14

Note

• The following research was performed under the HPC

Advisory Council activities

– Special thanks for: HP, Mellanox

• For more information on the supporting vendors solutions

please refer to:

– www.mellanox.com, http://www.hp.com/go/hpc

• For more information on the application:

– http://www.simulia.com

Page 15: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus by SIMULIA

• Abaqus Unified FEA product suite offers powerful and complete

solutions for both routine and sophisticated engineering problems

covering a vast spectrum of industrial applications

• The Abaqus analysis products listed below focus on:

– Nonlinear finite element analysis (FEA)

– Advanced linear and dynamics application problems

• Abaqus/Standard

– General-purpose FEA that includes broad range of analysis capabilities

• Abaqus/Explicit

– Nonlinear, transient, dynamic analysis of solids and structures using

explicit time integration

Page 16: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

16

Objectives

• The presented research was done to provide best practices

– Abaqus performance benchmarking

– Interconnect performance comparisons

– CPU performance comparisons

– Understanding Abaqus communication patterns

• The presented results will demonstrate

– The scalability of the compute environment to provide nearly linear

application scalability

Page 17: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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• HP ProLiant SL230s Gen8 4-node “Athena” cluster

– Processors: Dual-Socket 10-core Intel Xeon E5-2680v2 @ 2.8 GHz CPUs

– Memory: 32GB per node, 1600MHz DDR3 Dual-Ranked DIMMs

– OS: RHEL 6 Update 2, OFED 2.2-1.0.1 InfiniBand SW stack

• Mellanox Connect-IB FDR InfiniBand adapters

• Mellanox ConnectX-3 VPI Ethernet adapters

• Mellanox SwitchX SX6036 56Gb/s FDR InfiniBand and Ethernet VPI Switch

• MPI: Platform MPI 8.3 (vendor provided)

• Application: Abaqus 6.13-2 (unless otherwise stated)

• Benchmark Workload:

– Abaqus/Explicit benchmarks: E6: Concentric Spheres (244,124 elements)

– Abaqus/Standard benchmark: S2A Flywheel with centrifugal load (474,744 DoF)

Test Cluster Configuration

Page 18: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Item HP ProLiant SL230s Gen8 Server

Processor Two Intel® Xeon® E5-2600 v2 Series, 4/6/8/10/12 Cores,

Chipset Intel® Xeon E5-2600 v2 product family

Memory (256 GB), 16 DIMM slots, DDR3 up to 1600MHz, ECC

Max Memory 256 GB

Internal Storage

Two LFF non-hot plug SAS, SATA bays or

Four SFF non-hot plug SAS, SATA, SSD bays

Two Hot Plug SFF Drives (Option)

Max Internal Storage 8TB

Networking Dual port 1GbE NIC/ Single 10G Nic

I/O Slots One PCIe Gen3 x16 LP slot

1Gb and 10Gb Ethernet, IB, and FlexF abric options

Ports Front: (1) Management, (2) 1GbE, (1) Serial, (1) S.U.V port, (2)

PCIe, and Internal Micro SD card & Active Health

Power Supplies 750, 1200W (92% or 94%), high power chassis

Integrated Management iLO4

hardware-based power capping via SL Advanced Power Manager

Additional Features Shared Power & Cooling and up to 8 nodes per 4U chassis, single

GPU support, Fusion I/O support

Form Factor 16P/8GPUs/4U chassis

About HP ProLiant SL230s Gen8

Page 19: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

19

Abaqus/Explicit Performance –CPU Generation

All measurement

based on v6.12.2

73%

• Intel E5-2680v2 (Ivy Bridge) cluster outperforms prior generations

– Performs 73% higher than Westmere (X5670) cluster at 4 nodes

– Performs 11% higher than Sandy Bridge (E5-2680) cluster at 4 nodes

• Hardware components used:

– Athena-IVB: 2-socket 10-core Intel E5-2680 @ 2.7GHz, 1600MHz DIMMs, FDR IB

– Athena-SNB: 2-socket 8-core Intel E5-2680 @ 2.7GHz, 1600MHz DIMMs, FDR IB

– Plutus-WSM: 2-socket 6-core Intel X5670 @ 2.93GHz, 1333MHz DIMMs, QDR IB

Performance Rating:

based on total

runtime

11%

Page 20: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Explicit Performance –CPU Generation

All measurement

based on v6.12.2

22%

• The latest cluster with Haswell CPU performs prior generations

– Performs 22% higher than Ivy Bridge (E5-2680v2) cluster at 4 nodes

• Hardware components used:

– “Haswell”: 2-socket 14-core Intel E5-2697v3 @ 2.6GHz, 2133MHz DIMMs, FDR IB

– “Ivy Bridge”: 2-socket 10-core Intel E5-2680v2 @ 2.7GHz,1600MHz DIMMs, FDR IB

– “Sandy Bridge”: 2-socket 8-core Intel E5-2680 @ 2.7GHz,1600MHz DIMMs, FDR IB

– “Westmere”: 2-socket 6-core Intel X5670 @ 2.93GHz, 1333MHz DIMMs, QDR IB

Performance Rating:

based on total

runtime

Page 21: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Explicit Performance vs Power

• Modest dependency on CPU frequencies for Explicit case

– Approximately 23% of the gain between 2000MHz vs 2800MHz

– Tradeoff: About 51% of power needed to run from 2GHz to 2.8GHz CPUs

• Enabling Turbo Mode provides little difference performance for Explicit

– Turbo model provides ~4% of performance gain (for CPU cores running at 2800 MHz)

– It also resulted in 18% of higher power usage

Higher is better

18%

51% 23% 4%

FDR InfiniBand

Page 22: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Standard Performance vs Power

• Similar behavior regarding CPU frequency and Turbo mode is seen with Standard

– Up to 25% of the improvement at 51% of higher power utilization

– Small gain (5%) of performance when using Turbo Mode, at 18% higher power usage

• Using kernel tools called “msr-tools” to adjust Turbo Mode dynamically

– Allows dynamically turn off/on Turbo mode in the OS level

– Turbo Mode: Boosting core frequency; consequently resulted in higher power

consumption

Higher is better

18% 51% 25%

5%

FDR InfiniBand

Page 23: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Standard Performance - Interconnects

• InfiniBand enables higher cluster productivity among the interconnects tested

– Reducing the runtime by 183% versus 1GbE

– Up to 28% higher performance versus 10GbE

– Up to 18% higher performance versus 40GbE

Higher is better

18% 28%

183%

Page 24: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

24

Abaqus/Explicit Performance - Interconnect

• FDR InfiniBand is the most efficient network interconnect for Abaqus/Explicit

– FDR IB outperforms 1GbE by 142%, 10GbE by 34%, and 40GbE by 30% at 4 nodes

– InfiniBand reduces communication time; provides more time for computation

– With RDMA, IB offloads CPU from communications, thus CPU can focus on computation

Higher is better

30% 34%

142%

Page 25: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Explicit Profiling – MPI Time Ratio

• FDR InfiniBand reduces the MPI communication time

– InfiniBand FDR consumes about 37% of total runtime at 4 nodes

– Ethernet solutions consume from 53% to 72% at 4 nodes

Page 26: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Explicit Profiling – Time Spent in MPI

• Abaqus/Explicit: More time spent on MPI collective operations:

– InfiniBand FDR: MPI_Gather(54%), MPI_Allreduce(9%), MPI_Scatterv(9%)

– 1GbE: MPI_Gather(43%), MPI_Irecv(13%), MPI_Scatterv(14%)

Page 27: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Explicit Profiling – MPI calls

• Abaqus/Standard uses a wide range of MPI APIs

– MPI_Test dominates the MPI function calls (over 97%)

• Abaqus/Explicit shows high usage for testing non-blocking messages

– MPI_Iprobe (95%), MPI_Test (3%)

Page 28: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus/Explicit Profiling – Time Spent in MPI

• Abaqus/Standard shows high usage for testing non-blocking messages

• MPI_Gather dominates the MPI communication time in Abaqus/Explicit

Page 29: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus Profiling – Message Sizes

• Abaqus/Standard uses small and medium MPI message sizes

– Most message sizes are between 0B to 64B, and 65B to 256B

– Some medium size concentration in 64KB to 256KB

• Abaqus/Explicit shows a wide distribution of small message sizes

– Small messages peak in the range from 65B to 256B

Page 30: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus Performance – Software Versions

Higher is better

• Abaqus/Explicit performs faster than the previous version

– 6.13-2 outperforms 6.12-2 by 8% at 4 nodes / 80 cores

• Difference Abaqus/Standard with the newer version is not as clear

– Only slight gain can be seen on the dataset tested

8%

Page 31: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus Performance – GPU

• GPU Support for Abaqus/Standard since 2011

• Current supported version: Abaqus 6.14

– Direct Sparse solvers – symmetric & unsymmetric

– Multi-GPU/node; multi-node DMP clusters

– Flexibility to run jobs on specific GPUs

• Customer adoptions increasing across industry segments

• Abaqus GPU licensing based on tokens

– Same token scheme for CPU core & GPU

• Performance gains vary: 2-3x on average is common

Page 32: Achieving Higher Productivity on Abaqus Simulations for ... SIMULIA West RUM - Pak Lui.pdf• The Abaqus analysis products listed below focus on: –Nonlinear finite element analysis

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Abaqus Summary

• HPC clustering technology allows Abaqus Simulations to achieve Higher Productivity

– Minimize time-to-solution by deploying high performance systems to run simulation in parallel

• CPU (Generations, Frequencies, Turbo mode)

– Intel E5-2680v2 (Ivy Bridge) cluster outperforms prior generations

• Ivy Bridge provides up to 11% higher performance than Sandy Bridge, 73% higher than Westmere

– Modest increase on core frequencies: 23% gain (from 2GHz vs 2.8GHz). Tradeoff at 51% power needed

– Limited gain (5%) of performance when using Turbo Mode, at 18% higher power usage

– Cluster with Haswell outperforms the Ivy Bridge (E5-2680v2) cluster by 22% at 4 nodes

• IB is the most efficient cluster interconnect for Abaqus

– Abaqus/Explicit: FDR IB outperforms 1GbE by 142%, 10GbE by 34%, and 40GbE by 30% at 4 nodes

– Abaqus/Standard: FDR IB reduces the runtime by 183% on 1GbE, 28% on 10GbE, and 18% on 40GbE

– InfiniBand reduces communication time; provides more time for computation

– InfiniBand consumes 37% of total time, compared to 53-72% for Ethernet solutions

• Abaqus/Explicit performs faster than the previous version

– Version 6.13-2 outperforms version 6.12-2 by 8% at 4 nodes / 80 cores

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Thank You HPC Advisory Council

All trademarks are property of their respective owners. All information is provided “As-Is” without any kind of warranty. The HPC Advisory Council makes no representation to the accuracy and

completeness of the information contained herein. HPC Advisory Council undertakes no duty and assumes no obligation to update or correct any information presented herein