
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...
31/01/2026
Spotify's annual Best New Artist celebration returned to Los Angeles last ni...
31/01/2026
The Navy's Air Test and Evaluation Squadron (HX) 21 launch a Long Range Attack Missile from an AH-1Z off coast of Virginia in late 2025. This demonstration ...
31/01/2026
DigitalGlue, creator of the award-winning creative.space Platform, has announced the release of creative.space OS 3.0.5, the latest software update within the ...
31/01/2026
ES Broadcast Hire, the long-established hire arm of ES Media Group, has spent the last few months busily preparing and sending out high-quality equipment for a ...
31/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
31/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
31/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
31/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Top L-R: The Friend's House is Here, Josephine, The Lake, Bedford Park, Who Killed Alex Odeh?
Second Row L-R: Take Me Home, American Pachuco: The Legend of...
30/01/2026
Spotify, Haziran ay sonunda kadar stanbul'da yeni bir ofis a aca n ve T rkiye pazar n y netmek zere yeni bir atama ger ekle tirdi ini duyurdu. Bu kaps...
30/01/2026
The Artemis II wet dress rehearsal will simulate the launch countdown, fully loading fuel and verifying systems ahead of the first SLS and Orion crewed flight....
30/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Grass Valley , the leading technology provider for live production solutions, and NETGEAR Inc. (NASDAQ: NTGR), a global leader in network solutions, today anno...
30/01/2026
tvONE, a leading video processor, signal distribution technology and media server developer, announces the expansion of Amit Singh's role to Regional Sales ...
30/01/2026
With a career that spans four decades across television, film and post-production, Freelance Sound Designer and Post-production Sound Mixer Mike Aiton has built...
30/01/2026
DPA Microphones will feature its new, fully integrated wireless microphone ecosystem, designed to let audio professionals work faster, cleaner and with total co...
30/01/2026
As the Middle East continues to accelerate investment in next-generation media, broadcast, and immersive content technologies, Ventum Tech today announced a str...
30/01/2026
Mark Roberts Motion Control (MRMC), a Nikon company and global leader in robotic camera systems, today announced its participation at Integrated Systems Europe ...
30/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/01/2026
Boston Conservatory at Berklee Hosts the National Opera Association's 2026 C...
30/01/2026
Student Spotlight: Sriram Narayanan The classical pianist shares his experience growing up with a language disability and finding his voice through music.
Ja...
30/01/2026
Heading into 2026, the pace of change across radio, TV, and digital media is reaching an inflection point. Audience behaviors continue to evolve, measurement mo...
30/01/2026
30 Jan 2026
VEON Partners with MindBridge to Enhance Financial Analytics, Audit...
30/01/2026
Introducing the NEW Techtel.tv! | FEB 5% OFF Offer
30 Jan Written By Suzanne Costello
Our Website & Online Store: Now Unified for a Seamless Experience.We...
30/01/2026
Friday 30 January 2026
Easels at the ready! All new judging line up for series ...
30/01/2026
Friday 30 January 2026
Britain can switch off terrestrial TV in the 2030s, with...
30/01/2026
Back to All News
The Danish Crime Series The Asset' Returns for a Second Season
Entertainment
30 January 2026
GlobalDenmark
Link copied to clipboard
...
30/01/2026
Two key themes came through strongly:
Inconsistent measurement remains a major barrier to comparing performance across Retail Media Networks
Independent cer...
29/01/2026
The National Film and Video Foundation (NFVF), in collaboration with a distribut...
29/01/2026
Michele Fracchiolla Succeeds Andrew Barr as President of EMEA region from April 1, 2026
London, January 29, 2026
Hitachi Europe Ltd. today announces the appoi...
29/01/2026
MELBOURNE, Fla., January 29, 2026 - L3Harris Technologies (NYSE: LHX) reports fu...
29/01/2026
Bluey' Wins Second Consecutive Top Streaming Title of the Year with 45 Billi...
29/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/01/2026
Share Share by:
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/01/2026
Boston Conservatory Orchestra Presents East Coast Premiere of Peter and Leonardo...
29/01/2026
29 Jan 2026
Kyivstar Announces Pricing of Secondary Offering of Common Shares Held by VEON NEW YORK, New York, January 29, 2026 -- VEON Ltd. (Nasdaq: VEON), a ...
29/01/2026
Mercedes-Benz is marking 140 years of automotive innovation with a new S-Class b...
29/01/2026
X-Rite Pantone Appoints Cindy Cooperman as Vice President and General Manager of...
29/01/2026
New two-part true crime documentary, OUTBACK TERROR: THE FALCONIO MURDER, aims to shed new light on a case that continues to intrigue on both sides of the world...