For Energy-Efficient HPC, Less is More

By Ian Armas Foster

September 19, 2012

Near-Threshold Voltage, or NTV, has the potential to significantly cut energy requirements for high performance computing. This is becoming especially important for the largest supercomputers, which are already well into the multi-megawatt realm and are expected to hit tens of megawatts in the exascale era.

Intel recently demonstrated their NTV capabilities at ISSCC 2012, operating an x86 microprocessor on only 2 milliWatts of power. The company published three papers on their results, which were analyzed and discussed in an article at Real World Technologies by David Kanter.

The threshold voltage is the voltage required to generate a minimum of current across a transistor. Intel has discovered that the most efficient use of energy would be to operate a circuit near that of its threshold voltage, that is, the amount required to turn a transistor on.

There are a couple of intrinsically tricky things about operating at such a low voltage. The first is limiting dI/dt, the fancy mathematical way of expressing change in current over time. Rapid spikes or drops in current, especially those that would occur as a result of a particular transistor accidentally dropping beneath the threshold, can create computational errors.

Ideally, all transistors would be created equally. Statistically, however, since there sometimes lie billions of transistors on a given chip, some will perform worse that others.

Another challenge to overcome is the resulting power loss. The power available is proportional to the square of the voltage, such that a 10 percent reduction in voltage leads to a 19 percent reduction in power. While this reduced voltage would be a great way to increase efficiency, it would also be a great way to ensure your CPU does not have the juice required to run what it needs to.

Further, NTV significantly decreases frequency. “The 32nm Pentium core,” Kanter said about a core that ran using NTV “increased efficiency by about 5×, by running at slightly under 100MHz. The maximum frequency was 915MHz, so the absolute performance decreased by about an order of magnitude.”

As he notes, NTV would be impractical for general-purpose CPUs, as they are generally used for applications that expect reasonable single-threaded performance. Thus they require the higher voltages needed to drive faster clocks. On the other hand, HPC and its massively parallel computing environment could benefit greatly from NTV.

“Based on our analysis of these papers,” Kanter wrote, “Near-Threshold Voltage computing techniques are most applicable to highly parallel workloads. Generally, NTV is an ideal fit for HPC workloads and works very well for graphics, but not general purpose CPUs.”

Since HPC is highly parallelized and requires backups and fail-safe mechanisms throughout a computation, it can withstand the consequences of a single transistor giving out. HPC computations are also not expected to happen anywhere near real time, making the frequency decrease less of a problem. This is especially true of “throughput” accelerators like GPGPUs and Intel’s Xeon Phi, which are naturally frequency-constrained because of their high core counts.

There is a sense that this technology is being developed to specifically benefit HPC rather than it accidentally doing so. This is not only hinted at by the Intel papers themselves, but is also indirectly supported by the people funding the papers, specifically the US Government. “Perhaps most telling,” Kanter wrote, “US government grants typically focus on areas of national interest. Graphics simply is not vital to the country, whereas HPC is a critical tool for the Departments of Defense, Energy, and any number of intelligence agencies.”

Subscribe to HPCwire's Weekly Update!

Be the most informed person in the room! Stay ahead of the tech trends with industry updates delivered to you every week!

The Annual SCinet Mandala

November 30, 2023

Perhaps you have seen images of Tibetan Buddhists creating beautiful and intricate images with colored sand. These sand mandalas can take weeks to create, only to be ritualistically dismantled when the image is finished. Read more…

Alibaba Shuts Down its Quantum Computing Effort

November 30, 2023

In case you missed it, China’s e-commerce giant Alibaba has shut down its quantum computing research effort. It’s not entirely clear what drove the change. Reuters’ reported earlier this week that Alibaba “cut a Read more…

SC23: The Ethics of Supercomputing

November 29, 2023

Why should HPC practitioners care about ethics? And, what are our ethics in HPC? These questions were central to a lively discussion at the SC23 Birds-of-a-Feather (BoF) session: With Great Power Comes Great Responsib Read more…

Grace Hopper’s Big Debut in AWS Cloud While Graviton4 Launches

November 29, 2023

Editors Note: Additional Coverage of the AWS-Nvidia 65 Exaflop ‘Ultra-Cluster’ and Gravitron4 can be found on our sister site Datanami. Amazon Web Services will soon be home to a new Nvidia-built supercomputer tha Read more…

Give a Little (on Tuesday), Get a Lot

November 28, 2023

HPC is built on open source. While building HPC systems with "open plumbing" has enormous advantages, there can also be some challenges. As illustrated in the classic XKCD comic, the entire dependency tree of many usefu Read more…

AWS Solution Channel

Deploying AI/ML at the Edge with Omniflow’s Sustainable Smart Lamppost, NVIDIA, and AWS

Imagine a world where a lamppost does more than just illuminate streets; it actively contributes to a smarter, safer, and more sustainable community. Using Amazon Web Services (AWS) and NVIDIA technologies, Omniflow is turning this vision into a reality. Read more…

QCT Solution Channel

QCT and Intel Codeveloped QCT DevCloud Program to Jumpstart HPC and AI Development

Organizations and developers face a variety of issues in developing and testing HPC and AI applications. Challenges they face can range from simply having access to a wide variety of hardware, frameworks, and toolkits to time spent on installation, development, testing, and troubleshooting which can lead to increases in cost. Read more…

re:Invent 2023: AWS Talks a Little Quantum, Showcases Error Correction Progress

November 28, 2023

Quantum computing held sway in the last few minutes of AWS senior vice president Peter DeSantis’ keynote yesterday at the AWS re:Invent 2023 conference, being held in Las Vegas this week. While scarce on details, DeSan Read more…

The Annual SCinet Mandala

November 30, 2023

Perhaps you have seen images of Tibetan Buddhists creating beautiful and intricate images with colored sand. These sand mandalas can take weeks to create, only Read more…

SC23: The Ethics of Supercomputing

November 29, 2023

Why should HPC practitioners care about ethics? And, what are our ethics in HPC? These questions were central to a lively discussion at the SC23 Birds-of-a-Fe Read more…

Grace Hopper’s Big Debut in AWS Cloud While Graviton4 Launches

November 29, 2023

Editors Note: Additional Coverage of the AWS-Nvidia 65 Exaflop ‘Ultra-Cluster’ and Gravitron4 can be found on our sister site Datanami. Amazon Web Servic Read more…

Analyst Panel Says Take the Quantum Computing Plunge Now…

November 27, 2023

Should you start exploring quantum computing? Yes, said a panel of analysts convened at Tabor Communications HPC and AI on Wall Street conference earlier this y Read more…

SCREAM wins Gordon Bell Climate Prize at SC23

November 21, 2023

The first Gordon Bell Prize for Climate Modeling was presented at SC23 in Denver. The award went to a team led by Sandia National Laboratories that had develope Read more…

SC23 BOF: Inclusivity Progress and Challenges

November 21, 2023

New to SC23 was a series of talks on Inclusivity topics. Sponsored by the Inclusivity Committee and open to all conference attendees, these 90-minute birds-of-a Read more…

Supercomputing 2023: Odds and Ends from the Show

November 20, 2023

This year's fantastic Supercomputing 2023 was back in full form. Attendees seemed to be glad that the show was back in Denver, which was a preferred destination Read more…

Material Simulation with Quantum Accuracy Wins 2023 ACM Gordon Bell Prize

November 20, 2023

Accurately calculating interactions among electrons has been a significant obstacle to reliable material exploration and design through computer modeling. Recen Read more…

CORNELL I-WAY DEMONSTRATION PITS PARASITE AGAINST VICTIM

October 6, 1995

Ithaca, NY --Visitors to this year's Supercomputing '95 (SC'95) conference will witness a life-and-death struggle between parasite and victim, using virtual Read more…

SGI POWERS VIRTUAL OPERATING ROOM USED IN SURGEON TRAINING

October 6, 1995

Surgery simulations to date have largely been created through the development of dedicated applications requiring considerable programming and computer graphi Read more…

U.S. Will Relax Export Restrictions on Supercomputers

October 6, 1995

New York, NY -- U.S. President Bill Clinton has announced that he will definitely relax restrictions on exports of high-performance computers, giving a boost Read more…

Dutch HPC Center Will Have 20 GFlop, 76-Node SP2 Online by 1996

October 6, 1995

Amsterdam, the Netherlands -- SARA, (Stichting Academisch Rekencentrum Amsterdam), Academic Computing Services of Amsterdam recently announced that it has pur Read more…

Cray Delivers J916 Compact Supercomputer to Solvay Chemical

October 6, 1995

Eagan, Minn. -- Cray Research Inc. has delivered a Cray J916 low-cost compact supercomputer and Cray's UniChem client/server computational chemistry software Read more…

NEC Laboratory Reviews First Year of Cooperative Projects

October 6, 1995

Sankt Augustin, Germany -- NEC C&C (Computers and Communication) Research Laboratory at the GMD Technopark has wrapped up its first year of operation. Read more…

Sun and Sybase Say SQL Server 11 Benchmarks at 4544.60 tpmC

October 6, 1995

Mountain View, Calif. -- Sun Microsystems, Inc. and Sybase, Inc. recently announced the first benchmark results for SQL Server 11. The result represents a n Read more…

New Study Says Parallel Processing Market Will Reach $14B in 1999

October 6, 1995

Mountain View, Calif. -- A study by the Palo Alto Management Group (PAMG) indicates the market for parallel processing systems will increase at more than 4 Read more…

Leading Solution Providers

Contributors

SC23 Booth Videos

AMD @ SC23
AWS @ SC23
Altair @ SC23
CoolIT @ SC23
Cornelis Networks @ SC23
CoreHive @ SC23
DDC @ SC23
HPE @ SC23 with Justin Hotard
HPE @ SC23 with Trish Damkroger
Intel @ SC23
Intelligent Light @ SC23
Lenovo @ SC23
Penguin Solutions @ SC23
QCT Intel @ SC23
Tyan AMD @ SC23
Tyan Intel @ SC23
HPCwire LIVE from SC23 Playlist

CORNELL I-WAY DEMONSTRATION PITS PARASITE AGAINST VICTIM

October 6, 1995

Ithaca, NY --Visitors to this year's Supercomputing '95 (SC'95) conference will witness a life-and-death struggle between parasite and victim, using virtual Read more…

SGI POWERS VIRTUAL OPERATING ROOM USED IN SURGEON TRAINING

October 6, 1995

Surgery simulations to date have largely been created through the development of dedicated applications requiring considerable programming and computer graphi Read more…

U.S. Will Relax Export Restrictions on Supercomputers

October 6, 1995

New York, NY -- U.S. President Bill Clinton has announced that he will definitely relax restrictions on exports of high-performance computers, giving a boost Read more…

Dutch HPC Center Will Have 20 GFlop, 76-Node SP2 Online by 1996

October 6, 1995

Amsterdam, the Netherlands -- SARA, (Stichting Academisch Rekencentrum Amsterdam), Academic Computing Services of Amsterdam recently announced that it has pur Read more…

Cray Delivers J916 Compact Supercomputer to Solvay Chemical

October 6, 1995

Eagan, Minn. -- Cray Research Inc. has delivered a Cray J916 low-cost compact supercomputer and Cray's UniChem client/server computational chemistry software Read more…

NEC Laboratory Reviews First Year of Cooperative Projects

October 6, 1995

Sankt Augustin, Germany -- NEC C&C (Computers and Communication) Research Laboratory at the GMD Technopark has wrapped up its first year of operation. Read more…

Sun and Sybase Say SQL Server 11 Benchmarks at 4544.60 tpmC

October 6, 1995

Mountain View, Calif. -- Sun Microsystems, Inc. and Sybase, Inc. recently announced the first benchmark results for SQL Server 11. The result represents a n Read more…

New Study Says Parallel Processing Market Will Reach $14B in 1999

October 6, 1995

Mountain View, Calif. -- A study by the Palo Alto Management Group (PAMG) indicates the market for parallel processing systems will increase at more than 4 Read more…

  • arrow
  • Click Here for More Headlines
  • arrow
HPCwire