Search Results for: “scalability”

University of London Simplifies Storage Management for Researchers with DDN

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Today DataDirect Networks announced that University College London has selected DDN technolgy to provide up to 3,000 researchers with a safe and resilient storage solution for sharing, reusing and preserving project-based research data.

In an effort to better support researchers, UCL sought to remove the burden of storing and preserving research data from individual users. They selected the combination of DDN’s distributed WOS and GRIDScaler technology to provide the desired scalability, performance, reliability, portability and management simplicity.

DDN is empowering us to deliver performance and cost savings through a dramatically simplified approach. Add in the fact that DDN’s resilient, extensible storage technology provided evidence for seamless expansion from a half-petabyte to 100PBs, and we found exactly the foundation we were looking for.”

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New Whitepaper: Intel True Scale Fabric Architecture for Enhanced HPC Performance

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A new whitepaper from Intel looks at Truescale InfiniBand performance for HPC applications.

There are two types of InfiniBand architectures available today in the marketplace, the first being the traditional InfiniBand design, created as a channel interconnect for the data center. The latest InfiniBand architecture was built with HPC in mind. This enhanced HPC fabric offering is optimized for key interconnect performance factors, featuring MPI message rating, end-to-end latency and collective performance, resulting in increased HPC application performance. ‡enhanced intel True Scale Fabric Architecture – Offers 3x to 17x the MPI (Message Passing Interface) message throughput of the other InfiniBand architecture. For many MPI applications, small message rate throughput is an important factor that contributes to overall performance and scalability.

Intel tested a number of MPI applications and found that they performed up to 11 percent better on the cluster based Intel True Scale Fabric QDR-40 (dual-channel) than the traditional InfiniBand-based architecture running at FDR (56 Gbps). Download the whitepaper (PDF).

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Penguin Computing Unveils Large-Scale Storage Platform

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Penguin Computing has revealed its new Cloud CS Storage Platform that will utilize Scality’s RING Organic Storage software.

Performance, availability and scalability requirements of large scale cloud businesses cannot be met with traditional IT approaches to storage, that typically excel in one of these areas and fall short in another,” said Charles Wuischpard, CEO Penguin Computing. “To meet the demands of our customers that require storage solutions at the petabyte scale we based our large scale storage appliance Icebreaker CS on software from Scality. With its distributed no-shared architecture and its sophisticated Advanced Resilience Configuration, Scality RING offers excellent storage scalability and great availability without compromising performance.”

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insideHPC Video Archive

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insideHPC Video Archive

We try to keep this page up to date, but you can always find our latest works on our RichReport YouTube Channel.

2013 Event Coverage:

SC12 Videos (Alphabetical by Vendor Name):

Adaptive Computing

Adaptive Computing SC12 Booth Theater

Aeon

Allinea

Altair

AMD

Asetek

Bull

CAPS-Enterprise

Colfax International

Cycle Computing

DDN

  • DDN Powers Genomics at the Virginia Bioinformatics Institute. Dr. Harold (Skip) Garner from the Virginia Bioinformatics Institute describes how Big Data I/O is required to crunch Genomics data in the fight against cancer.
  • DDN Ramps Up for Exascale at SC12. Jeff Denworth from Data Direct Networks describes the company’s high performance storage solutions for HPC. Used by 60 percent of the TOP100 supercomputers in the works, DDN recently announced a $100 Million dollar investment in Exascale technologies.
  • Steve Simms on the Data Capacitor II at Indiana University. Steve Simms from Indiana University describes a recent upgrade to the Data Capacitor project, a high-speed, high-capacity storage facility for very large data sets. With 5 PB of storage, Data Capacitor II will support big data applications used in computational research. IU partnered with DDN to develop Data Capacitor II, which is scheduled to be installed in the IU Data Center in spring 2013.

Dell

Gnodal

HPC Advisory Council

  • HPC Advisory Council Announces Student Cluster Teams for ISC’12. Gilad Shainer, Tong Liu, and Pak Lui from the HPC Advisory Council revue the organization’s outreach efforts for the past year and look forward to 2013. The council is an active sponsor of international Student Cluster Competitions that encourage young people to learn parallel programming skills.

IBM

IDC

  • IDC HPC Market Update from SC12. Did you know that 3Q2012 was the biggest quarter of revenue in the history of HPC? In this video from SC12, Earl Joseph from IDC presents the latest on the supercomputing market.

Inktank

  • Inktank Boosts Open Source Ceph File System. Neil Levine from Inktank describes the company’s efforts to commercialize and support the Ceph open source file system. With high reliability and nearly unlimited scalability, Ceph has great potential for Big Data applications as well as an enabling technology for Exascale computing.

Intel

Intersect360 Research

NAG

Nirvana

Numascale

Nvidia

Mellanox

  • Mellanox Breaks Performance Records, Dominates TOP500 at SC12. Todd Wilde from Mellanox describes the company’s recent advancements in high speed InfiniBand interconnects. Infiniband recently InfiniBand has become the leading interconnect on the TOP500 with 224 clusters and the Connect-IB dual-port 56Gb/s FDR InfiniBand adapter recently achieved the industry’s highest throughput of more than 100Gb/s utilizing PCI Express 3.0 x16 and over 135 million messages per second, 4.5X higher than previous or competing solutions.

OpenSFS & EOFS

Panasas

  • Panasas Showcases ActiveStor 14 at SC12. By accelerating small file and metadata performance with Solid State Drive (SSD) technology, ActiveStor 14 delivers extreme performance, for the technical computing and big data workloads commonly found in HPC environments.
  • Panasas Chief Scientist on Where HPC Meets Big Data and Hadoop. Panasas ActiveStor not only accelerates product design and scientific discovery applications, but will perform seamless Hadoop analyses, ensuring that customers can extract maximum value from their existing big data infrastructure.

Penguin Computing

Rogue Wave Software

Samplify

SC12 Committee

  • SC12 Press Conference with Jeff Hollingsworth. In this video, SC12 General Chair Jeff Hollingsworth opens the show press conference in Salt Lake City. This year there were a record number of exhibitors have booths at the show. Recorded Nov. 12, 2012.

Scalable Informatics

Seneca

SGI

  • Interview: SGI Teams with Altair on the Road to Exascale. Paul Kinyon from SGI’s product management team describes how the company is working with partners like Altair to solve customer’s toughest computational challenges. The company is looking at a range of technologies that could enbable Exascale computing capabilities at a practical level of power consumption.
  • Intel Xeon Phi Adds Smarts to SGI UV. SGI’s Chief Marketing Office Franz Aman describes the company’s full range of solutions featuring the new Intel Xeon Phi coprocessor for HPC.

Solarflare

Spectra Logic

Supermicro

Sugon

Texas Instruments

The Portland Group

  • PGI’s Michael Wolfe on OpenACC Directives for GPUs. Michael Wolfe from The Portland Group discusses the origins of the OpenACC standard for programming directives in GPUs. He also weighs in on the recent OpenMP 4.0 technical report, which proposed to incorporate OpenACC directives into OpenMP 4.0 sometime in 2013.

VMware

  • Interview: Josh Simons on HPC Cloud Trends at SC12. Josh Simons from the VMware CTO office describes recent trends in Cloud Computing for HPC. The company is looking at how virtualization technologies could benefit supercomputing on the road to Exascale.

Xyratex


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Video: Warp Mechanics ZFS Array

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In this video from the Lustre User Group 2013 conference, Josh Judd from Warp Mechanics presents: Warp Mechanics ZFS Array.

The WARP Mechanics 39830 is a turnkey network-attached non-volatile RAM + SSD system with industry-leading price, performance, and scalability. This system maximizes the IOPs performance for the most demanding application profiles. It is an ultra-dense space and power saving solution. This is optimal for large-scale IO intensive workloads with large live data sets. The 50x high capacity 2TB SSD modules per 4U enclosure are configured into five 10-disk RAID 6 sets to maximize protection and performance. Each RAID set has a two NV-RAM modules serving as write cache. These RAID sets are added to the overall ZFS storage pool and can be allocated to a nearly limitless number of any sized volumes presented to hosts. This yields a flexible 100TB of usable RAID protected SSD storage.

Download the slides (PDF). Check out more Lustre presentation videos at our LUG 2013 Video Gallery.

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Posted in Events, HPC, HPC Hardware, HPC Software, LUG, Lustre, Storage, Video, ZFS | Leave a comment

Interview: NAG’s Andrew Jones on the HPC Opportunities Coming to ISC’13

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As an active blogger and HPC community member, Andrew Jones from NAG is a fixture at many HPC conferences worldwide. With ISC’13 coming up in Leipzig on June 16-20, I caught up with Andrew to get his perspectives on the conference, HPC trends, and an update on his 2013 predictions.

insideHPC: In your blog and various talks I’ve seen, it is obvious that you are very passionate about the topics of hardware and software in the HPC space. What are the issues that resonate with you in these areas?

Andrew Jones: Yes, as anyone who has encountered me at conferences or read my blogs (hpcnotes.com and blog.nag.com) will know, I am a passionate advocate of HPC as a tool for science and economic impact – and equally passionate about ensuring that HPC is seen as a complete ecosystem of hardware, software, people, processes, etc. and not merely the hardware that is often the default focus of HPC. Clearly the hardware matters – a supercomputer offers the promise of a big performance increase over smaller computers. But the supercomputer on its own is just a device for converting money into waste heat (via some floating point units and an oversized electricity bill). The hardware needs software (applications) to turn the potential performance into a real science tool or engineering capability etc. And in turn, those applications need supporting infrastructure (middleware) to efficiently use the resources. Underpinning all of this software and hardware is the requirement for people – to design, deliver, program, etc. this complex ecosystem which can be such a powerful tool. All parts of this ecosystem need attention (and investment) in order to achieve the maximum rewards of HPC. I am lucky that I am not merely evangelizing this “software & people deliver performance” message based on faith. At NAG we have built up a significant evidence of success stories (from over 50 projects) that demonstrate that HPC expertise applied to application innovation really does deliver increased science/engineering output – much more so than investing the same effort/money in more hardware.

insideHPC: You attend many of the same HPC events around the world as I do. The other day, you mentioned at dinner that any HPC event is really not about the technical program so much but everything else around it, such as the networking opportunities, the exhibition, etc. Can you elaborate on that?

Andrew Jones: I believe the greatest potential value for most attendees is informally meeting a diverse range of fellow HPC professionals and users. Perhaps I could illustrate this by looking at the extreme – much of the obvious content of the technical program could be acquired through reading published papers or watching recordings of the conference talks, etc. However, attending the conference itself allows the possibility of a conversation with the author, or perhaps one of the other audience members inspired by the paper, etc. To me, it is that discussion inspired by the talks that is the real opportunity of HPC events. In smaller events the technical program is critical because that is where most of the attendees will spend most of their time and thus it sparks opportunities for networking. In the bigger events (e.g., SC or ISC) only a small proportion of the attendees will spend significant time in the main technical program, the rest being spent in the exhibition or surrounding side-meetings. Indeed, it is difficult to create a program of quality in every topic required to attract the breadth of attendees at such large events. At these events, the knowledge on offer comes also from a comprehensive exhibition (an often undervalued aspect of the bigger HPC events) which allows a much broader set of ideas, products and research to be offered to catch people’s attention than a technical program could do in a sensible timeframe. In my experience, catching up with existing contacts, discussing experiences with industry practitioners and experts, and creating new relationships are the key activities at HPC events that are likely to lead to beneficial collaborations.

insideHPC: We’re well into the year 2013. How well are your those HPC predictions you blogged about coming into fruition?

Andrew Jones: I said Big Data will gradually be overtaken as the buzzword of choice for the HPC community. No sign of that yet! I predicted that some new buzz-themes (needing catchy buzzwords) would emerge, specifically energy-efficient computing and ease-of-use in HPC. There are some tentative signs of this happening, especially energy-efficient computing, but I think there is still more to come this year.

I said there would be continuing discussion of GPU vs. Phi as the accelerator of choice – especially at ISC’13. I think this one is pretty much true so far, but let’s see in Leipzig!

I also predicted that the HPC community would see a strong focus on industrial HPC this year, especially engagement between centers of HPC expertise and industry users. [Note that I say “centers of HPC expertise” – it is critical that this does not mean only supercomputer centers – there is a lot of real expertise in HPC outside of the supercomputer centers – e.g., within the main HPC vendors, or specialist HPC expertise providers such as NAG, or in some cases within the industrial end users themselves.] I think this prediction has already come true, with more on the way. I hear companies increasingly seeing the potential of HPC within their business; those who have previously invested are increasing and broadening their investments; and companies are seeking interactions with centers of HPC expertise to get a step ahead of their competitors. At least in the UK, politicians are very keen to get industry using HPC and that investments are increasingly being predicated on that.

insideHPC: What will NAG be showcasing at their ISC’13 exhibit?

Andrew Jones: As always, NAG will send several staff to ISC’13. We will be available to discuss how our team of HPC software engineers can enhance customer application codes to implement better scalability, new algorithms or other innovations to get more performance and solve more complex problems. We can also help with advice on HPC strategy and procurement, and planning application development to exploit future hardware technologies.

As well as the HPC services and consulting side of our business, NAG will be showcasing the latest in our libraries products. In particular, this year we have a new release of the NAG Library (Mark 24) including new routines in optimization, FFTs, wavelets and data fitting – well over 1,000 routines in total including the existing NAG chapters. We’ll also display the NAG routines on the Intel Xeon Phi co-processor and other parallel computer technologies.

insideHPC: What is the NAG Library for SMP & Multicore?

Andrew Jones: The NAG Library for SMP & Multicore is a full implementation of the NAG Library in which a large number of the routines have been enhanced for parallel processing using OpenMP. This means they can run significantly faster on multi-socket and multicore systems, processing larger amounts of data, etc. This offers customers an easy way to achieve the performance advantage of multicore processors – simply link to the multicore version of the NAG Library instead of the serial version.

insideHPC: Why do you continue to attend and exhibit at ISC year after year? What makes this event special?

Andrew Jones: It is a HPC event that combines the best of everything. It has scale – over a thousand attendees – while somehow managing to retain the engaging small conference atmosphere of its origins. It has one of the better technical programs of the larger conferences due to the hard work by the organizers to balance well-chosen invited talks, discussion panels and peer-reviewed papers. Most importantly, the agenda, the exhibition, and the surrounding social events are all planned with excellent opportunities for networking.

At a local level, Germany is an important market for us both in both commercial and academic sectors (e.g., we have a number of large academic site licenses for our libraries), so ISC is a good opportunity to meet some of our end users.

Overall, for NAG, ISC’13 is a great place to meeting new people, to learn from them and to understand how NAG can help them with their HPC and numerical computing.

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Univa Survey: 75% of Enterprises Encounter Problems When Using Open Source Software

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This week Univa announced the findings of its 2013 Open Source Software Use survey. Conducted online by uSAMP, the report finds that free and Open Source software (FOSS) is prominent within businesses today with 76% of companies using FOSS, while 75% have experienced a problem with using it. Businesses are relying heavily on unsupported Open Source solutions today; therefore 64% say they would pay for supported software should it solve their problems.

We have always said that users are willing to pay for quality when it comes to Open Source software, and the results of the survey have confirmed as such,” said Gary Tyreman, Univa CEO. “A large number of organizations use Open Source Grid Engine as a key ingredient in product development, but as the company grows they can’t afford to rely on unsupported Open Source Grid Engine. That is when they can turn to us for peace of mind, scalability and reliability provided by our team and proven Univa Grid Engine.”

According to the survey report, a lack of enterprise-grade support is the largest problem FOSS users experience in their company with 27% of respondents raising it as their top concern. Other troublesome issues include usability (24%), maintenance (20%), crashes (19%), bugs (18%), downtime (16%), loss off productivity (16%) and interoperability (16%).

Indeed FOSS’ importance today means that 64% are willing to pay for better quality, with the following listed as reasons to do so:

  • Stability (25%)
  • Enterprise-grade support (22%)
  • Ease of use (20%)
  • Extra functionality (18%)
  • Bug reports/fixes (15%)
  • Integrated solution (13%)
  • Product upgrades (13%)
  • Predictable lifecycles (13%)

The key product development departments of a business where most mission-critical software resides – engineering and R&D – rely most heavily on FOSS (32%). These trump executive (5%), legal (1%), finance (6%), sales (8%), HR (3%) and marketing (6%) combined. One in ten businesses uses FOSS across the board in every department, indicating how important FOSS is depended upon as the backbone of a company.

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Posted in Grid Engine, HPC, HPC Software | 1 Comment

Bill Dally from Nvidia to Deliver ISC’13 Opening Keynote

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Nvidia’s Chief Scientist and Senior Vice President of Research Bill Dally will discuss “Future Challenges of Large-Scale Computing” as the conference keynote address at the 2013 International Supercomputing Conference. ISC’13 takes place in Leipzig June 16-20.

In his talk on Monday, June 17, Dally will discuss how high performance computing and data analytics share challenges of power, programmability, and scalability to realize their potential, with energy efficiency playing a greater role in determining system performance. At the same time, the large-scale parallelism and storage hierarchy of future machines pose programming challenges. Dally will discuss both these challenges and some of the technologies being developed to address them.

Now in its 28th year, ISC’13 is expected to draw 2,500 attendees from academia, research institutions and industry around the world to the Congress Center Leipzig. Read the Full Story.

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Allinea DDT Sets Record with 700,000+ MPI Tasks on Blue Waters

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Today Allinea announced a new scalability record on the Blue Waters supercomputer at NCSA. Now in full production mode, Blue Waters is the world’s fastest supercomputer on a university campus with a theoretical capacity of 11.62 petaflops.

While getting the machine up to speed, the Blue Waters team ran their own demanding acceptance trials with Allinea DDT debugging more than 700,000 MPI processes simultaneously.

Having Allinea DDT in the hands of users at this scale whenever the need arises and at any scale – with its lightning fast performance and easy to use interface – is a critical part of getting the scientific applications to super-petascale,” says David Lecomber, COO and founder of Allinea.The implementation of the Blue Waters system had a tough timeline – and having a debugger ready to deploy at large scales was critical to meeting the schedule. “We knew our tool was more than ready,” says Lecomber. “We wanted the NCSA to take Allinea DDT to the extreme and see it first-hand, as real users. They came back with the news that it was 30x faster than they specified in performing common debugging tasks—without any extra tuning.”

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Thomas Sterling Presents: Towards the Exascale Target – the Arrow in Flight

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In this video from the 2013 National HPCC Conference, Dr. Thomas Sterling from Indiana University presents: Towards the Exascale Target – the Arrow in Flight.

The preceding year has witnessed a strong impetus towards the ultimate US achievement of practical exascale computing through the initiation of research and development programs. There are two trajectories in flight toward this ambitious target in the US, both guided principally by the DOE through an important partnership between the NNSA and the OS/ASCR. One, the incremental flight path through a series of successive petascale systems, is building on step-wise extensions of conventional practices for low risk and minimal disruption to ensure continued US capability growth in performing mission-critical applications throughout the remainder of this decade. The second, the advanced course of revolutionary research, has in its target cross hairs a truly general purpose and easily programmed class of exascale systems. This strategy is enabled by a set of principles that transform a once static methodology to a dynamic adaptive paradigm to advance efficiency and scalability while exhibiting a far more programmable user interface. This presentation will review the important strides made over the last year and describe the significant accomplishments that have been achieved under the guidance of the DOE leadership in establishing key programs that will maintain US competitiveness internationally and leadership at home.


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Posted in Events, Exascale, HPC, National HPCC Conference, Video | 1 Comment

Job of the Week: HPC Performance Engineer at NERSC

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NERSC is seeking a talented HPC Performance Engineer in our Job of the Week.

NERSC is a world leader in accelerating scientific discovery through computation, providing high performance computing, data storage and analysis tools and expertise to researchers. As a member of the Advanced Technology Group you will contribute to an on-going team effort to develop a complete understanding of the issues that contribute to optimal application and computer system performance on extreme-scale advanced architectures. The HPC Performance Engineer (Computer Systems Engineer) will assist NERSC in evaluating existing and emerging HPC systems by analyzing the performance characteristics of leading-edge DOE Office of Science application codes. The successful applicant will require knowledge of computer architecture, with a particular focus on understanding the implications of upcoming computer technologies on the scalability and programmability of future scientific computing applications.

Are you paying too much for your job ads? Not only do we offer ads for a fraction of what the other guys charge, our insideHPC Job Board is powered by SimplyHIred, the world’s largest job search engine.

As a reminder, we are offering FREE job listings for .EDU and .GOV domains, so email us at: info @ insideHPC.com for a special discount code.

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Interview: Thomas Sterling on HPC Achievement and Impact in 2013

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Over at International Science Grid This Week, Nages Sieslack interviews Thomas Sterling from Indiana University. As one of our Rock Stars of HPC, Sterling will be keynoting ISC’13 on the topic of HPC Achievement and Impact – 2013,

At the risk of appearing self-serving, I am really excited about what I perceive as this period of transition between the paradigm of the past and the execution model of the future. This viewpoint is not widely held but I am convinced this it is what we are seeing. We don’t really have a choice. Technology demands it as it has many times in our short history. Indeed, for practical reasons of markets, road maps, and legacy codes we have deferred this too long. Each time this has happened, we find new ways to address in synergy the fundamental problems that have always faced parallel computing: starvation, latency, overhead, and the waiting due to contention for shared resources. Now we need to find ways to exploit the exponential growth of numbers of cores and the heterogeneous mix of their internal structures and external organization. It is likely that we will tap the largely unused runtime information combined with adaptive methods to significantly improve local efficiencies and vastly expand global scalability. After the brilliantly successful Pax-MPI era of the preceding two decades, we may be reformulating the interrelationships across the system layers in a transformative approach embracing dynamic adaptive cooperation and control. Such periods of change in our field are rare and it is inspiring to be a part of it.

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Video: Architecting High Availability Lustre Storage Solution – ClusterStor 6000

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In this video from the HPC Advisory Council Switzerland Conference, Torben Kling Petersen from Xyratex presents: Architecting High Availability Lustre Storage Solution – ClusterStor 6000.

Part of the ClusterStor family, ClusterStor 6000 is designed to support installations with linear performance scalability in less space, scaling from up to 6 gigabytes per second to installations providing 1 terabyte per second file system throughput, as well as linear data storage capacity from terabytes up to tens of petabytes.

Download the Slides (PDF).

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Revolutionary Thinking, Evolutionary Technology – How Intel’s Bet on Fabric Integration will Enable Exaflops

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In this special guest feature from The Exascale Report, Mike Bernhardt writes that Intel is placing a big bet on fabric integration on its journey to Exascale.

We already know exascale-class systems will be far too expensive to make them commercially available. And we’ve heard several years of discussion on the staggering power requirements an exaFLOPS system would require. So, is anyone doing anything creative to get past these barriers?

With a clever brand most of us marketing types can really appreciate, Intel’s True Scale Fabric represents an architectural change that can potentially benefit Cloud Computing, Big Data, HPC, and establish a path toward exascale.
The architectural change Intel is going for here is to bring the processor and the controller closer together. There’s more to it of course including some specialized hardware and software as one would expect, but the net effect according to Intel will be a reduction of power consumption and the density of the servers.

The move in this direction did not happen overnight. Intel has been working on this strategy for quite some time. Intel’s portfolio of assets to support this integration of storage and network controllers with Intel’s processors has been significantly enhanced with its acquisition of HPC interconnect technology from Cray, the acquisition of the Ethernet switching company, Fulcrum
Microsystems, and pulling in the InfiniBand assets of QLogic.

Joe Yaworski, Intel’s Fabric Product Marketing Manager, recently presented five key points to emphasize Intel’s wisdom in moving in this direction:

  • Datacenter (HPC & Cloud) growth requires new innovations to meet the growing demand and performance requirements
  • Fabrics are becoming the next bottleneck to an unrelenting need for data in cloud and HPC workloads
  • Fabric integration will be required to address the growing need for bandwidth, scalability, power and system density
  • Intel is uniquely positioned with its acquisitions of – Cray interconnect group, QLogic InfiniBand program and products and Fulcrum assets to meet the need with fabrics technology innovation and CPU platform integration in the future
  • One of the solutions for the future may be moving the fabric controller closer to the CPU. This will provide the potential for meeting high bandwidth and performance goals, while at the same time delivering the highest possible energy efficiency

For The Exascale Report, we do not consider this article in the category of a product announcement as any products based on such an integrated fabric are still in the future. We do see this as an important path to be explored, and we will continue to monitor and report on this topic.

Download the PDF or Subscribe to The Exascale Report.

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Silicon Informatics to Commercialize New Ways to Model Complex Phenomena

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This week Minnesota Startup Silicon Informatics has been awarded a Small Business Technology Transfer (STTR) contract by the U.S. Army Research Office to advance scalable parallel random number generation technology into products for HPC applications. Scholars from The University of Texas at San Antonio and Florida State University will participate in the research, which will ultimately lead to the development and commercialization of software tools that can help software applications realistically mimic complex phenomena.

The extent to which computer modeling can reflect reality is often limited by the quality and scalability of the random number generation methods. The random number generator and the quality evaluation tool developed in this project will help remove this limitation,” said Boppana. “We feel very privileged to be selected by Silicon Informatics for this research and expect the methods we create to be applicable to a wide range of industries that model complex behaviors, from entertainment and finance to science and engineering.”

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