This document provides a monthly highlights summary of OpenACC:
- OpenACC is a programming model for parallel computing on CPUs and GPUs using compiler directives to add parallelism to existing serial code.
- OpenACC is seeing wide adoption across major HPC applications and allows performance portability between CPU and GPU.
- The document highlights recent optimizations, events, publications and resources around OpenACC programming.
Stay up-to-date with the OpenACC Monthly Highlights. June's edition covers the OpenACC Summit 2021, NVIDIA GTC'21 on-demand sessions, upcoming GPU Hackathons and Bootcamps, Intersect360 Research HPC market forecast, recent research, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the Organization's newly elected president, an updated OpenACC 3.1 specification, upcoming 2021 GPU Hackathons, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers an upcoming OpenACC webinar, complete schedule of GPU hackathons, recent research papers and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers a Mentor Spotlight on Matthew Norman from ORNL, the first GPU Hackathon of the 2021 season, GTC21, Clacc, upcoming GPU Hackathons and Bootcamps, and new resources!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the most recent 2019 GPU Hackathons, a complete schedule of upcoming events, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers pseudo random number generation, the first-ever MONAI Bootcamp, upcoming GPU Hackathons and Bootcamps, and new resources!
The document provides highlights from OpenACC in February 2021, including:
- What OpenACC is and how it provides directives-based programming for parallel computing on CPUs and GPUs.
- Wide adoption of OpenACC across key HPC codes like ANSYS Fluent and momentum for its performance and portability.
- Upcoming events in 2021 focused on GPU programming and OpenACC, including hackathons and conferences.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers working on applications for the new Frontier supercomputer, using OpenACC for weather forecasting, upcoming GPU Hackathons and Bootcamps, and new resources!
Stay up-to-date with the OpenACC Monthly Highlights. June's edition covers the OpenACC Summit 2021, NVIDIA GTC'21 on-demand sessions, upcoming GPU Hackathons and Bootcamps, Intersect360 Research HPC market forecast, recent research, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the Organization's newly elected president, an updated OpenACC 3.1 specification, upcoming 2021 GPU Hackathons, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers an upcoming OpenACC webinar, complete schedule of GPU hackathons, recent research papers and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers a Mentor Spotlight on Matthew Norman from ORNL, the first GPU Hackathon of the 2021 season, GTC21, Clacc, upcoming GPU Hackathons and Bootcamps, and new resources!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the most recent 2019 GPU Hackathons, a complete schedule of upcoming events, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers pseudo random number generation, the first-ever MONAI Bootcamp, upcoming GPU Hackathons and Bootcamps, and new resources!
The document provides highlights from OpenACC in February 2021, including:
- What OpenACC is and how it provides directives-based programming for parallel computing on CPUs and GPUs.
- Wide adoption of OpenACC across key HPC codes like ANSYS Fluent and momentum for its performance and portability.
- Upcoming events in 2021 focused on GPU programming and OpenACC, including hackathons and conferences.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers working on applications for the new Frontier supercomputer, using OpenACC for weather forecasting, upcoming GPU Hackathons and Bootcamps, and new resources!
Stay up-to-date with the OpenACC Monthly Highlights. July's edition covers the OpenACC Summit 2021, upcoming GPU Hackathons and Bootcamps, PEARC21 panel review , recent research, new resources and more!
Learn about the accomplishments and activities of the OpenACC organization over the course of 2019. This OpenACC Highlights covers the newest additions to the OpenACC leadership, the updated specification, conference participation, GPU Hackathons and more.
This document provides a summary of highlights from the 2020 GPU Technology Conference (GTC) related to OpenACC, including:
- OpenACC is a programming model for parallel computing on CPUs and GPUs using compiler directives.
- GTC 2020 content included sessions on using OpenACC across various disciplines like weather modeling, seismic imaging, and computational fluid dynamics.
- Presentations, tutorials, posters, and "Connect with Experts" sessions provided information on OpenACC optimizations, multi-GPU programming, and applications in various domains.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming OpenACC Summit, a complete schedule of upcoming events, using OpenACC to optimize structural analysis, new resources and more!
Stay up-to-date with the OpenACC Monthly Highlights. August's edition covers the OpenACC Summit 2021, upcoming GPU Hackathons and Bootcamps, pioneers of Frontier, new resources and more!
Stay up-to-date with the OpenACC Monthly Highlights. February's edition covers the updated specification OpenACC 3.2, upcoming GPU Hackathons and Bootcamps, OpenACC's BOF at SC21 , recent research, new resources and more!
Stay up-to-date with the OpenACC Monthly Highlights. July's edition covers the OpenACC Summit 2021, GCC, upcoming GPU Hackathons and Bootcamps, Sunita Chandrasekaran named as PI for SOLLVE Project, recent research and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the first remote GPU Hackathons, a complete schedule of upcoming events, using OpenACC for a biophysics problem, NVIDIA HPC SDK, GCC 10, new resources and more!
In this deck from FOSDEM'19, Thomas Schwinge presents: Speeding up Programs with OpenACC in GCC.
"Proven in production use for decades, GCC (the GNU Compiler Collection) offers C, C++, Fortran, and other compilers for a multitude of target systems. Over the last few years, we -- formerly known as "CodeSourcery", now a group in "Mentor, a Siemens Business" -- added support for the directive-based OpenACC programming model. Requiring only few changes to your existing source code, OpenACC allows for easy parallelization and code offloading to accelerators such as GPUs. We will present a short introduction of GCC and OpenACC, implementation status, examples, and performance results.
OpenACC is a user-driven directive-based performance-portable parallel programming model designed for scientists and engineers interested in porting their codes to a wide-variety of heterogeneous HPC hardware platforms and architectures with significantly less programming effort than required with a low-level model."
Watch the video: https://wp.me/p3RLHQ-jOR
Learn more: https://fosdem.org/2019/
and
https://www.openacc.org/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
OpenACC is a programming model for parallel computing on CPUs and GPUs. This document highlights that the PGI OpenACC compiler now supports the NVIDIA Tesla V100 GPU and CUDA unified memory. It also summarizes an evaluation paper finding that OpenACC provides a flexible and portable approach for GPU programming compared to lower-level models like OpenCL. Upcoming events involving OpenACC are listed.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the newly elected OpenACC.org vice president, 2019 OpenACC Annual Meeting, GPU Bootcamp at RIKEN R-CCS, a complete schedule of GPU hackathons and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming OpenACC Summit and GPU Bootcamp, a complete schedule of upcoming events, OpenACC and base language parallelism, FortranCon2020, VASP 6, OmpSs-2@OpenACC version of the ZIPC application, new resources and more!
In this deck from the University of Houston CACDS HPC Workshop, Jeff Larkin from Nvidia presents: The Past, Present, and Future of OpenACC.
"OpenACC is an open specification for programming accelerators with compiler directives. It aims to provide a simple path for accelerating existing applications for a wide range of devices in a performance portable way. This talk with discuss the history and goals of OpenACC, how it is being used today, and what challenges it will address in the future."
Watch the video presentation: http://wp.me/p3RLHQ-dTm
OpenACC April Monthly Highlights are full of the latest OpenACC news, events, resources and more. Learn about upcoming events, including ISC, and explore GTC recorded sessions covering a variety of OpenACC topics.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers highlights from the OpenACC Annual Meeting, SC19, recent GPU Hackathons and more!
Check out the latest in OpenACC this month including the PGI 18.1 release, GTC 2018 activity, paper highlights, upcoming events and a call for paper submissions.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the newly released PGI 19.7, the upcoming 2019 OpenACC Annual Meeting, GPU Bootcamp at RIKEN R-CCS, a complete schedule of GPU hackathons and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the on-demand sessions from the OpenACC Summit 2020, upcoming GPU Hackathons and Bootcamps, an OpenACC-to-FPGA framework, the NERSC GPU Hackathon, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming NVIDIA GTC 2019, complete schedule of GPU hackathons and more!
OpenACC and Open Hackathons Monthly Highlights: July 2022.pptxOpenACC
Stay up-to-date with the OpenACC and Open Hackathons Monthly Highlights. July’s edition covers the 2022 OpenACC and Hackathons Summit, NVIDIA’s Applied Research Accelerator Program, upcoming Open Hackathons and Bootcamps, recent research, new resources, and more!
OpenACC and Open Hackathons Monthly Highlights: September 2022.pptxOpenACC
Stay up-to-date on the latest news, research and resources. This month's edition covers the Princeton GPU Hackathon, OpenACC at SC22, updates from GNU Tools Cauldron, the upcoming UK DPU Hackathon, relevant research and more!
Stay up-to-date with the OpenACC Monthly Highlights. July's edition covers the OpenACC Summit 2021, upcoming GPU Hackathons and Bootcamps, PEARC21 panel review , recent research, new resources and more!
Learn about the accomplishments and activities of the OpenACC organization over the course of 2019. This OpenACC Highlights covers the newest additions to the OpenACC leadership, the updated specification, conference participation, GPU Hackathons and more.
This document provides a summary of highlights from the 2020 GPU Technology Conference (GTC) related to OpenACC, including:
- OpenACC is a programming model for parallel computing on CPUs and GPUs using compiler directives.
- GTC 2020 content included sessions on using OpenACC across various disciplines like weather modeling, seismic imaging, and computational fluid dynamics.
- Presentations, tutorials, posters, and "Connect with Experts" sessions provided information on OpenACC optimizations, multi-GPU programming, and applications in various domains.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming OpenACC Summit, a complete schedule of upcoming events, using OpenACC to optimize structural analysis, new resources and more!
Stay up-to-date with the OpenACC Monthly Highlights. August's edition covers the OpenACC Summit 2021, upcoming GPU Hackathons and Bootcamps, pioneers of Frontier, new resources and more!
Stay up-to-date with the OpenACC Monthly Highlights. February's edition covers the updated specification OpenACC 3.2, upcoming GPU Hackathons and Bootcamps, OpenACC's BOF at SC21 , recent research, new resources and more!
Stay up-to-date with the OpenACC Monthly Highlights. July's edition covers the OpenACC Summit 2021, GCC, upcoming GPU Hackathons and Bootcamps, Sunita Chandrasekaran named as PI for SOLLVE Project, recent research and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the first remote GPU Hackathons, a complete schedule of upcoming events, using OpenACC for a biophysics problem, NVIDIA HPC SDK, GCC 10, new resources and more!
In this deck from FOSDEM'19, Thomas Schwinge presents: Speeding up Programs with OpenACC in GCC.
"Proven in production use for decades, GCC (the GNU Compiler Collection) offers C, C++, Fortran, and other compilers for a multitude of target systems. Over the last few years, we -- formerly known as "CodeSourcery", now a group in "Mentor, a Siemens Business" -- added support for the directive-based OpenACC programming model. Requiring only few changes to your existing source code, OpenACC allows for easy parallelization and code offloading to accelerators such as GPUs. We will present a short introduction of GCC and OpenACC, implementation status, examples, and performance results.
OpenACC is a user-driven directive-based performance-portable parallel programming model designed for scientists and engineers interested in porting their codes to a wide-variety of heterogeneous HPC hardware platforms and architectures with significantly less programming effort than required with a low-level model."
Watch the video: https://wp.me/p3RLHQ-jOR
Learn more: https://fosdem.org/2019/
and
https://www.openacc.org/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
OpenACC is a programming model for parallel computing on CPUs and GPUs. This document highlights that the PGI OpenACC compiler now supports the NVIDIA Tesla V100 GPU and CUDA unified memory. It also summarizes an evaluation paper finding that OpenACC provides a flexible and portable approach for GPU programming compared to lower-level models like OpenCL. Upcoming events involving OpenACC are listed.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the newly elected OpenACC.org vice president, 2019 OpenACC Annual Meeting, GPU Bootcamp at RIKEN R-CCS, a complete schedule of GPU hackathons and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming OpenACC Summit and GPU Bootcamp, a complete schedule of upcoming events, OpenACC and base language parallelism, FortranCon2020, VASP 6, OmpSs-2@OpenACC version of the ZIPC application, new resources and more!
In this deck from the University of Houston CACDS HPC Workshop, Jeff Larkin from Nvidia presents: The Past, Present, and Future of OpenACC.
"OpenACC is an open specification for programming accelerators with compiler directives. It aims to provide a simple path for accelerating existing applications for a wide range of devices in a performance portable way. This talk with discuss the history and goals of OpenACC, how it is being used today, and what challenges it will address in the future."
Watch the video presentation: http://wp.me/p3RLHQ-dTm
OpenACC April Monthly Highlights are full of the latest OpenACC news, events, resources and more. Learn about upcoming events, including ISC, and explore GTC recorded sessions covering a variety of OpenACC topics.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers highlights from the OpenACC Annual Meeting, SC19, recent GPU Hackathons and more!
Check out the latest in OpenACC this month including the PGI 18.1 release, GTC 2018 activity, paper highlights, upcoming events and a call for paper submissions.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the newly released PGI 19.7, the upcoming 2019 OpenACC Annual Meeting, GPU Bootcamp at RIKEN R-CCS, a complete schedule of GPU hackathons and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the on-demand sessions from the OpenACC Summit 2020, upcoming GPU Hackathons and Bootcamps, an OpenACC-to-FPGA framework, the NERSC GPU Hackathon, new resources and more!
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming NVIDIA GTC 2019, complete schedule of GPU hackathons and more!
OpenACC and Open Hackathons Monthly Highlights: July 2022.pptxOpenACC
Stay up-to-date with the OpenACC and Open Hackathons Monthly Highlights. July’s edition covers the 2022 OpenACC and Hackathons Summit, NVIDIA’s Applied Research Accelerator Program, upcoming Open Hackathons and Bootcamps, recent research, new resources, and more!
OpenACC and Open Hackathons Monthly Highlights: September 2022.pptxOpenACC
Stay up-to-date on the latest news, research and resources. This month's edition covers the Princeton GPU Hackathon, OpenACC at SC22, updates from GNU Tools Cauldron, the upcoming UK DPU Hackathon, relevant research and more!
Stay up-to-date on the latest news, research and resources. This month's edition covers the Georgia Tech Open Hackathon, milestones in OpenACC development, upcoming Open Hackathons and Bootcamps, NVIDIA's developer program, and more!
OpenACC and Open Hackathons Monthly Highlights: April 2022OpenACC
Stay up-to-date on the latest news, events and resources for the OpenACC and Open Hackathon community. This month’s highlights covers upcoming GPU Hackathons and Bootcamps, call for speakers for the OpenACC and Hackthons 2022 Summit , recent research, new resources and more!
OpenACC and Open Hackathons Monthly Highlights August 2022OpenACC
Stay up-to-date with the OpenACC and Open Hackathons Monthly Highlights. August’s edition covers the 2022 OpenACC and Hackathons Asia-Pacific Summit, NVIDIA’s GTC, upcoming Open Hackathons and Bootcamps, EuroHPC, the launch of Frontier and Polaris supercomputers, recent research, new resources, and more!
OpenACC and Open Hackathons Monthly Highlights June 2022.pdfOpenACC
Stay up-to-date with the OpenACC and Open Hackathons Monthly Highlights. June’s edition covers the 2022 OpenACC and Hackathons Summit, NSF’s Traineeship Program, NVIDIA’s Academic Hardware Grant program, upcoming Open Hackathons and Bootcamps, recent research, new resources, and more!
This document provides an update on PGI compilers and tools for heterogeneous supercomputing. It discusses PGI's support for OpenACC directives to accelerate applications on multicore CPUs and NVIDIA GPUs from a single source. It highlights new compiler features including support for Intel Skylake, AMD EPYC and IBM POWER9 CPUs as well as NVIDIA Volta GPUs. Benchmark results show strong performance of OpenACC applications on these platforms. The document also discusses the growing adoption of OpenACC in HPC applications and resources available to support OpenACC development.
Stay up-to-date on the latest news, events and resources for the OpenACC community. This month’s highlights covers the upcoming NVIDIA GTC 2019, complete schedule of GPU hackathons and more!
This document summarizes highlights from OpenACC in May 2017, including:
- OpenACC provides a directives-based approach to parallel programming for performance and portability on CPUs and GPUs.
- A molecular simulation saw an 11.7x speedup using a GPU compared to a CPU.
- Adding simple OpenACC directives to serial code enabled parallel execution on different hardware with minimal code changes.
- Upcoming OpenACC events in June 2017 include a user group meeting and workshops at the ISC conference.
Get updates about OpenACC. This month focuses on: A new OpenACC Online Course, book and number of exciting events highlighted in the OpenACC September Update
COMPARING PROGRAMMER PRODUCTIVITY IN OPENACC AND CUDA: AN EMPIRICAL INVESTIGA...IJCSEA Journal
OpenACC has been touted as a "high productivity" API designed to make GPGPU programming accessible
to scientific programmers, but to date, no studies have attempted to verify this quantitatively. In this paper,
we conduct an empirical investigation of program productivity comparisons between OpenACC and CUDA
in the programming time, the execution time and the analysis of independence of OpenACC model in high
performance problems. Our results show that, for our programs and our subject pool, this claim is true. We
created two assignments called Machine Problem 3(MP3) and Machine Problem 4(MP4) in the classroom
environment and instrumented the WebCode website developed by ourselves to record details of students’
coding process. Three hypotheses were supported by the statistical data: for the same parallelizable
problem, (1) the OpenACC programming time is at least 37% shorter than CUDA; (2) the CUDA running
speed is 9x faster than OpenACC; (3) the OpenACC development work is not significantly affected by
previous CUDA experience
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2. 2
WHAT IS OPENACC?
main()
{
<serial code>
#pragma acc kernels
{
<parallel code>
}
}
Add Simple Compiler Directive
POWERFUL & PORTABLE
Directives-based
programming model for
parallel
computing
Designed for
performance and
portability on
CPUs and GPUs
SIMPLE
Open Specification Developed by OpenACC.org Consortium
3. 3
silica IFPEN, RMM-DIIS on P100
OPENACC GROWING MOMENTUM
Wide Adoption Across Key HPC Codes
ANSYS Fluent
Gaussian
VASP
LSDalton
MPAS
GAMERA
GTC
XGC
ACME
FLASH
COSMO
Numeca
200 APPS* USING OpenACC
Prof. Georg Kresse
Computational Materials Physics
University of Vienna
For VASP, OpenACC is the way forward for GPU
acceleration. Performance is similar to CUDA, and
OpenACC dramatically decreases GPU
development and maintenance efforts. We’re
excited to collaborate with NVIDIA and PGI as an
early adopter of Unified Memory.
“ “
VASP
Top Quantum Chemistry and Material Science Code
* Applications in production and development
4. 4
READ BLOG
Something that started as a preliminary investigation
for an undergraduate class project has become the
cover of a prestigious journal publication.
Discover how students at the University of Delaware
used OpenACC to accelerate molecular dynamics
code PPM_One running a large protein complex
(approximately 11.3 million atoms) from 14 hours to
under 47 seconds. and became the PLOS
Computational Biology journal cover.
FROM UNDERGRAD PROJECT TO PLOS
COVER: OPENACC FOR BIOPHYSICS
Image credit: Alex Bryer and Juan R. Perilla
5. 5
DON’T MISS THESE UPCOMING EVENTS
COMPLETE LIST OF EVENTS
Event Call Closes Event Date
C-DAC GPU Hackathon July 7, 2020 September 7-11, 2020
Helmholtz GPU Hackathon July 14, 2020 September 14-18, 2020
USTC GPU Bootcamp (Digital) July 21, 2020 September 21-25, 2020
Swiss National Supercomputing Center (Digital) July 12, 2020 September 21-30, 2020
NASA GPU Hackathon July 31, 2020 October 5-10, 2020
NCHC GPU Hackathon (Digital) July 31, 2020 October 12-16, 2020
New in 2020: Many of our events are happening digitally! Get the same high-touch training and
mentorship without the hassle of travel!
6. 6
REGISTER
HPC Summit Digital brings leaders, developers,
scientists, and researchers from around the world
together to engage with technical experts, ask tough
questions, provide feedback, and learn from their
peers in an interactive, online setting.
Join us to learn about new trends and innovations,
engage with experts, and get answers to all your
technical questions in our webinars and breakout
forums.
Best of all, it’s free.
LEARN FROM LEADERS IN HPC AT
HPC SUMMIT DIGITAL
7. 7
READ BLOG
The recently concluded GPU Hackathon, hosted by the
San Diego Supercomputer Center (SDSC) and held in
partnership with Oak Ridge Leadership Computing
Facility (OLCF), NVIDIA, and the National Energy
Research Scientific Computing Center (NERSC), brought
together seven teams across multiple disciplines using a
newly launched completely remote, digital event format.
By collaborating with mentors who are experts in GPU
programming, these seven teams from 11 institutions—
many of them having relatively little to no GPU
experience—worked to port and optimize their
applications. Every team achieved a speed-up.
2020 GPU HACKATHON SERIES KICKS OFF
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LEARN MORE
The Programming Models group at Barcelona
Supercomputing Center (BSC) has published
a new release (version 2020.06) of the
OmpSs-2 programming model. The release
has several new major features such as a
compiler based on LLVM, an integrated
tracing tool, and support for OpenACC
kernels. Moreover, BSC has optimized the
scheduler infrastructure, the memory allocator
and the discrete dependency system to
improve performance and scalability of
OmpSs-2 applications on many-core systems.
UPDATE BRINGS NEW FEATURES
OMPSS-2 NEW RELEASE
9. 9
UPCOMING TALKS
FortranCon 2020: Highly Parallel Fortran and
OpenACC Directives
Jeff Larkin and Michael Wolfe
REGISTER
Fortran has long been the language of computational math and science
and it has outlived many of the computer architectures on which it has
been used. Modern Fortran must be able to run on modern, highly
parallel, heterogeneous computer architectures. A significant number of
Fortran programmers have had success programming for
heterogeneous machines by pairing Fortran with the OpenACC
language for directives-based parallel programming. This includes
some of the most widely-used Fortran applications in the world, such as
VASP and Gaussian. This presentation will discuss what makes
OpenACC a good fit for Fortran programmers and what the OpenACC
language is doing to promote the use of native language parallelism in
Fortran, such as do concurrent and Co-arrays.
10. 10
UPCOMING TALKS
FortranCon 2020: Evolving Fortran for Emerging
Architectures: Lessons from the ICON-GPU
Atmospheric Model
William Sawyer
REGISTER
For decades Fortran has been on the forefront of high performance
computing. As new architectures emerged, the Fortran standard added
constructs to exploit them, but not always with complete success.
The advent of General Purpose Graphics Processing Units (GPGPUs)
has created another conundrum. They can be programmed with an
appropriate language (CUDA, CUDAFortran, or OpenCL) or with
directives (e.g., OpenMP4.5 or OpenACC3.0), each with disadvantages.
In this talk, we outline the lessons learned in porting the ICON
atmospheric model to GPUs with OpenCL, CUDAFortran and, finally,
OpenACC, with the latter now in production at the Swiss National
Supercomputing Centre (CSCS). Now that we understand the
programming challenges, it is possible to consider new extensions to the
Fortran standard to address GPUs, which are clearly not going away any
time soon. We attempt to give some future perspectives.
11. 11
RESOURCES
Paper: GPU-acceleration of A High Order Finite
Difference Code Using Curvilinear Coordinates
Marco Kupiainen, Jing Gong, Lilit Axner, Erwin Laure, and
Jan Nordström
READ PAPER
GPU-accelerated computing is becoming a popular technology due to the
emergence of techniques such as OpenACC, which makes it easy to port
codes in their original form to GPU systems using compiler directives, and
thereby speeding up computation times relatively simply. In this study we have
developed an OpenACC implementation of the high order finite difference CFD
solver ESSENSE for simulating compressible flows. The solver is based on
summation-by-part form difference operators, and the boundary and interface
conditions are weakly implemented using simultaneous approximation terms.
This case study focuses on porting code to GPUs for the most time-consuming
parts namely sparse matrix vector multiplications and the evaluations of fluxes.
The resulting OpenACC implementation is used to simulate the Taylor-Green
vortex which produces a maximum speed-up of 61.3 on a single V100 GPU by
compared to serial CPU version.
12. 12
RESOURCES
Paper: Optimization of Tensor-product Operations in
Nekbone on GPUs
Martin Karp, Niclas Jansson, Artur Podobas, Philipp Schlatter, and
Stefano Markidis
In the CFD solver Nek5000, the computation is dominated by the evaluation of small
tensor operations. Nekbone is a proxy app for Nek5000 and has previously been
ported to GPUs with a mixed OpenACC and CUDA approach. In this work, we
continue this effort and optimize the main tensor-product operation in Nekbone
further. Our optimization is done in CUDA and uses a different, 2D, thread structure
to make the computations layer by layer. This enables us to use loop unrolling as well
as utilize registers and shared memory efficiently. Our implementation is then
compared on both the Pascal and Volta GPU architectures to previous GPU versions
of Nekbone as well as a measured roofline. The results show that our implementation
outperforms previous GPU Nekbone implementations by 6-10%. Compared to the
measured roofline, we obtain 77 - 92% of the peak performance for both Nvidia P100
and V100 GPUs for inputs with 1024 - 4096 elements and polynomial degree 9.
READ PAPER
13. 13
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