Whether they're looking at nanoscale electron behaviors or starry galaxies colliding millions of light years away, many scientists share a common challenge - they must comb through petabytes of data to extract insights that can advance their fields.
With the NVIDIA cuPyNumeric accelerated computing library, researchers can now take their data-crunching Python code and effortlessly run it on CPU-based laptops and GPU-accelerated workstations, cloud servers or massive supercomputers. The faster they can work through their data, the quicker they can make decisions about promising data points, trends worth investigating and adjustments to their experiments.
To make the leap to accelerated computing, researchers don't need expertise in computer science. They can simply write code using the familiar NumPy interface or apply cuPyNumeric to existing code, following best practices for performance and scalability.
Once cuPyNumeric is applied, they can run their code on one or thousands of GPUs with zero code changes.
The latest version of cuPyNumeric, now available on Conda and GitHub, offers support for the NVIDIA GH200 Grace Hopper Superchip, automatic resource configuration at run time and improved memory scaling. It also supports HDF5, a popular file format in the scientific community that helps efficiently manage large, complex data.
Researchers at the SLAC National Accelerator Laboratory, Los Alamos National Laboratory, Australia National University, UMass Boston, the Center for Turbulence Research at Stanford University and the National Payments Corporation of India are among those who have integrated cuPyNumeric to achieve significant improvements in their data analysis workflows.
Less Is More: Limitless GPU Scalability Without Code Changes Python is the most common programming language for data science, machine learning and numerical computing, used by millions of researchers in scientific fields including astronomy, drug discovery, materials science and nuclear physics. Tens of thousands of packages on GitHub depend on the NumPy math and matrix library, which had over 300 million downloads last month. All of these applications could benefit from accelerated computing with cuPyNumeric.
Many of these scientists build programs that use NumPy and run on a single CPU-only node - limiting the throughput of their algorithms to crunch through increasingly large datasets collected by instruments like electron microscopes, particle colliders and radio telescopes.
cuPyNumeric helps researchers keep pace with the growing size and complexity of their datasets by providing a drop-in replacement for NumPy that can scale to thousands of GPUs. cuPyNumeric doesn't require code changes when scaling from a single GPU to a whole supercomputer. This makes it easy for researchers to run their analyses on accelerated computing systems of any size.
Solving the Big Data Problem, Accelerating Scientific Discovery Researchers at SLAC National Accelerator Laboratory, a U.S. Department of Energy lab operated by Stanford University, have found that cuPyNumeric helps them speed up X-ray experiments conducted at the Linac Coherent Light Source.
A SLAC team focused on materials science discovery for semiconductors found that cuPyNumeric accelerated its data analysis application by 6x, decreasing run time from minutes to seconds. This speedup allows the team to run important analyses in parallel when conducting experiments at this highly specialized facility.
By using experiment hours more efficiently, the team anticipates it will be able to discover new material properties, share results and publish work more quickly.
Other institutions using cuPyNumeric include:
Australia National University, where researchers used cuPyNumeric to scale the Levenberg-Marquardt optimization algorithm to run on multi-GPU systems at the country's National Computational Infrastructure. While the algorithm can be used for many applications, the researchers' initial target is large-scale climate and weather models.
Los Alamos National Laboratory, where researchers are applying cuPyNumeric to accelerate data science, computational science and machine learning algorithms. cuPyNumeric will provide them with additional tools to effectively use the recently launched Venado supercomputer, which features over 2,500 NVIDIA GH200 Grace Hopper Superchips.
Stanford University's Center for Turbulence Research, where researchers are developing Python-based computational fluid dynamics solvers that can run at scale on large accelerated computing clusters using cuPyNumeric. These solvers can seamlessly integrate large collections of fluid simulations with popular machine learning libraries like PyTorch, enabling complex applications including online training and reinforcement learning.
UMass Boston, where a research team is accelerating linear algebra calculations to analyze microscopy videos and determine the energy dissipated by active materials. The team used cuPyNumeric to decompose a matrix of 16 million rows and 4,000 columns.
National Payments Corporation of India, the organization behind a real-time digital payment system used by around 250 million Indians daily and expanding globally. NPCI uses complex matrix calculations to track transaction paths between payers and payees. With current methods, it takes about 5 hours to process data for a one-week transaction window on CPU systems. A trial showed that applying cuPyNumeric to accelerate the calculations on multi-node NVIDIA DGX systems could speed up matrix multiplication by 50x, enabling NPCI to process larger transaction windows in less than an hour and detect suspected money laundering in near real time.
To learn more about cuPyNumeric, see a live demo in the NVIDIA booth at the Supercomputing 2024 conference in Atlanta, join the theater talk in the expo
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
01/04/2026
January 4 2026, 18:00 (PST) DOLBY AND DOUYIN EMPOWER THE NEXT GENERATON OF CREATORS WITH DOLBY VISION
Douyin Users Can Now Create And Share Videos With Stun...
28/01/2026
Top L-R: The Liars, Jazz Infernal, Living with a Visionary
Second Row L-R: Paper Trail, The Baddest Speechwriter of All, Crisis Actor
Third Row: The Boys and ...
28/01/2026
Music discovery should feel intuitive and personal. That's why we're continuing to give you more control, so you can ask for what you want, shape what y...
28/01/2026
Today, Charlie Hellman, Spotify's Head of Music, shared the following note on the Spotify for Artists blog that the company paid out more than $11 billion t...
28/01/2026
The National Film and Video Foundation (NFVF), in partnership with the Oudtshoorn Municipality, invites aspiring and emerging filmmakers to apply for the Sediba...
28/01/2026
As demand for more complex live sports coverage grows, Balkan broadcast specialist MVP has upgraded its flagship HD1 progressive OB truck with the installation ...
28/01/2026
Airlines, cruise and tour operators double down on ad spend as Australians' prioritise travel
Sydney January 28, 2026 - New Nielsen Ad Intel data shows a...
28/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/01/2026
Marshall Electronics launches the CV420-27X, its next-generation ultra-high-definition (UHD) IP camera, at ISE 2026 (Stand 4N900). Engineered for modern IP-base...
28/01/2026
Grass Valley has announced that Television Mobiles Ltd. (TVM), one of Europe's leading independent outside broadcast providers, has carried out a major refu...
28/01/2026
AI, graphics and virtual software power new production capabilities
FOR-A is bringing remarkable new technologies to FOMEX, the Future of Media Exhibition (ex...
28/01/2026
Continuing a longstanding collaboration, Riedel Communications and Nordic media technology company Media Tailor have once again joined forces to deliver a state...
28/01/2026
Pebble has appointed Paul Nagle-Smith as vice president for customer fulfilment, strengthening its senior leadership focus on customer delivery and operational ...
28/01/2026
Cloud playout solutions provider, Veset has announced that leading Mexican broadcaster, TV Azteca is using Veset Nimbus on AWS as a disaster recovery (DR) playo...
28/01/2026
Ensuring it can keep pace with a rapidly evolving live sports market, Balkan broadcast facility provider MVP Most Valuable Production has upgraded its flags...
28/01/2026
Akamai Technologies, Inc. (NASDAQ: AKAM), the cloud solutions provider that powers and protects life online, and Yospace, the leader in dynamic ad insertion tec...
28/01/2026
The renowned Reykjavik City Theatre (RCT) recently underwent a major intercom system upgrade using Clear-Com solutions. This milestone project utilizes Clear-C...
28/01/2026
Luxembourg, January 26, 2026 - SES S.A. ( SES or the Company ), a leading space solutions company, acknowledges the credit rating action announced by Fitch to...
28/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/01/2026
28 01 2026 - Media release Screen Australia refreshes Market & Audience approach...
28/01/2026
Boston Conservatory Orchestra Premieres a New Piano Concerto by Peter and Leonar...
28/01/2026
28 Jan 2026
VEON Notes Kyivstar Group Publication of Selected Full Year 2025 Fi...
28/01/2026
Rohde & Schwarz to host 2026 edition of its online event Demystifying EMC Rohde & Schwarz invites the global EMC community to join a crucial discussion on pre...
28/01/2026
Back to All News
The Wait Is Over: Teaser Trailer Drops for Jo Nesbo's Dete...
28/01/2026
Back to All News
Netflix Announces a Fictional Miniseries Inspired by the Marta del Castillo Case
Entertainment
28 January 2026
GlobalSpain
Link copied to ...
28/01/2026
Back to All News
Netflix Announces Santiago Mitres New Film Starring Ver nica L...
28/01/2026
Back to All News
Netflix Unveils the Teaser Trailer for Berlin and the Lady wit...
28/01/2026
Stadtwerke Wolfhagen Modernize Customer Management with AEP.energysuite from Arv...
27/01/2026
Click for Japanese version
Tokyo, Japan - January 27, 2026 - Akamai Technolo...
27/01/2026
L-R: Jonathan Cuchacovich, Sonia Kennebeck, Alan Fischer, Daeil Kim, Andrew Sta...
27/01/2026
Today, Spotify is proud to support our partner Backline, an industry-leading men...
27/01/2026
With nearly 29 million monthly listeners and clear momentum on Spotify, Net n Ve...
27/01/2026
January 14, 2026
We are proud to share that 25 Ontario, First Gulf's commercial project located just two minutes from our head office, has been recognized ...
27/01/2026
January 22, 2026
First Gulf is excited to share that a full-building lease has been secured at 625 Bronte Rd in Oakville, part of Bronte Station Business Park,...
27/01/2026
January 23, 2026
First Gulf continues to demonstrate its commitment to high-performance, sustainable real estate with 351 King Street East achieving BOMA BEST ...
27/01/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
27/01/2026
Nielsen will continue to drive growth and provide local audience measurement
in...
27/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Pinterest
Bluesky
Email...
27/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Pinterest
Bluesky
Email...
27/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Pinterest
Bluesky
Email...
27/01/2026
Amagi Media Labs Limited, the only cloud-native SaaS provider offering end-to-end solutions across live production, content preparation, distribution, and monet...
27/01/2026
Miri Technologies Inc. today unveiled its V410 live 4K video encoder/decoder for streaming, IP-based production workflows and AV-over-IP distribution. Designed ...
27/01/2026
The Paul E. Tsongas Center at UMass Lowell in Massachusetts has chosen Ikegami cameras for incorporation into its broadcast-quality television production facili...
Whether they're looking at nanoscale electron behaviors or starry galaxies colliding millions of light years away, many scientists share a common challenge - they must comb through petabytes of data to extract insights that can advance their fields.
