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Whether theyre 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 dont 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 ChangesPython 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 doesnt 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 DiscoveryResearchers 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 countrys 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 Universitys 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 hall and participate in the cuPyNumeric workshop. Watch the NVIDIA special address at SC24.

Since its introduction, the NVIDIA Hopper architecture has transformed the AI and high-performance computing (HPC) landscape, helping enterprises, researchers and developers tackle the worlds most complex challenges with higher performance and greater energy efficiency.During the Supercomputing 2024 conference, NVIDIA announced the availability of the NVIDIA H200 NVL PCIe GPU the latest addition to the Hopper family. H200 NVL is ideal for organizations with data centers looking for lower-power, air-cooled enterprise rack designs with flexible configurations to deliver acceleration for every AI and HPC workload, regardless of size.According to a recent survey, roughly 70% of enterprise racks are 20kW and below and use air cooling. This makes PCIe GPUs essential, as they provide granularity of node deployment, whether using one, two, four or eight GPUs enabling data centers to pack more computing power into smaller spaces. Companies can then use their existing racks and select the number of GPUs that best suits their needs.Enterprises can use H200 NVL to accelerate AI and HPC applications, while also improving energy efficiency through reduced power consumption. With a 1.5x memory increase and 1.2x bandwidth increase over NVIDIA H100 NVL, companies can use H200 NVL to fine-tune LLMs within a few hours and deliver up to 1.7x faster inference performance. For HPC workloads, performance is boosted up to 1.3x over H100 NVL and 2.5x over the NVIDIA Ampere architecture generation.Complementing the raw power of the H200 NVL is NVIDIA NVLink technology. The latest generation of NVLink provides GPU-to-GPU communication 7x faster than fifth-generation PCIe delivering higher performance to meet the needs of HPC, large language model inference and fine-tuning.The NVIDIA H200 NVL is paired with powerful software tools that enable enterprises to accelerate applications from AI to HPC. It comes with a five-year subscription for NVIDIA AI Enterprise, a cloud-native software platform for the development and deployment of production AI. NVIDIA AI Enterprise includes NVIDIA NIM microservices for the secure, reliable deployment of high-performance AI model inference.Companies Tapping Into Power of H200 NVLWith H200 NVL, NVIDIA provides enterprises with a full-stack platform to develop and deploy their AI and HPC workloads.Customers are seeing significant impact for multiple AI and HPC use cases across industries, such as visual AI agents and chatbots for customer service, trading algorithms for finance, medical imaging for improved anomaly detection in healthcare, pattern recognition for manufacturing, and seismic imaging for federal science organizations.Dropbox is harnessing NVIDIA accelerated computing for its services and infrastructure.Dropbox handles large amounts of content, requiring advanced AI and machine learning capabilities, said Ali Zafar, VP of Infrastructure at Dropbox. Were exploring H200 NVL to continually improve our services and bring more value to our customers.The University of New Mexico has been using NVIDIA accelerated computing in various research and academic applications.As a public research university, our commitment to AI enables the university to be on the forefront of scientific and technological advancements, said Prof. Patrick Bridges, director of the UNM Center for Advanced Research Computing. As we shift to H200 NVL, well be able to accelerate a variety of applications, including data science initiatives, bioinformatics and genomics research, physics and astronomy simulations, climate modeling and more.H200 NVL Available Across EcosystemDell Technologies, Hewlett Packard Enterprise, Lenovo and Supermicro are expected to deliver a wide range of configurations supporting H200 NVL.Additionally, H200 NVL will be available in platforms from Aivres, ASRock Rack, ASUS, GIGABYTE, Ingrasys, Inventec, MSI, Pegatron, QCT, Wistron and Wiwynn.Some systems are based on the NVIDIA MGX modular architecture, which enables computer makers to quickly and cost-effectively build a vast array of data center infrastructure designs.Platforms with H200 NVL will be available from NVIDIAs global systems partners beginning in December. To complement availability from leading global partners, NVIDIA is also developing an Enterprise Reference Architecture for H200 NVL systems.The reference architecture will incorporate NVIDIAs expertise and design principles, so partners and customers can design and deploy high-performance AI infrastructure based on H200 NVL at scale. This includes full-stack hardware and software recommendations, with detailed guidance on optimal server, cluster and network configurations. Networking is optimized for the highest performance with the NVIDIA Spectrum-X Ethernet platform.NVIDIA technologies will be showcased on the showroom floor at SC24, taking place at the Georgia World Congress Center through Nov. 22. To learn more, watch NVIDIAs special address.See notice regarding software product information.

The holidays are looking virtual, with more titles heading to PS VR2 before the end of 2024. We introduced four titles you can enjoy soon, with one you can play today. Whether youre an early adopter or curious about what PS VR2 offers, here are some titles that will shift your perspective.Mare | Out nowPlay VideoLonekite Games had a treat for players as puzzle adventure Mare releases today. Use lighting-like powers to help guide your AI companion through a mysterious archipelago. The PS VR2 version includes two modes. Use eye tracking to solve puzzles with a glance in Classic, or tackle expanded challenges with your Sense controllers in Enhanced mode. Whether searching for the next solution or taking a moment to take it all in, its a worthwhile adventure for puzzle fans.Trombone Champ: Unflattened | Coming November 26Play VideoThe rhythm game that took the genre by storm comes to PS VR2 later this month as Trombone Champ: Unflattened. When the team at Flat2VR decided to bring the game to the next dimension, they added new features that take advantage of adaptive triggers to provide a more realistic trombone feel. With over 20 trombones to unlock, 50 cards to collect, and a slew of tracks across different game modes, there is plenty to keep players busy on their way to becoming trombone champs.Masters of Light | Coming December 18Play VideoBecome The Wanderer, a powerful being of light, and wield powerful magic in this spellcasting adventure from Coven. Learn the proper technique and strategic timing needed to cast spells as you battle an army of shadows that seeks to destroy the universe. Enjoy mystic visuals with the power of PS VR2 eye tracking and a 90Hz refresh rate that keeps the action steady, and feel the power of spell casting with haptic feedback.Alien: Rogue Incursion | Coming December 19Play VideoThe sci-fi horror has gone gold, and to celebrate, Survios shared a new story trailer and teased some new details as to what players can expect when they (crash) land on LV-354. Classic Alien themes corporate corruption, personal greed, and professional hubris are all represented, creating a perfect storm of conditions for a Xenomorph outbreak. Gemini Exoplanet Solutions experimentation on the perfect organism has resulted in a tougher, faster, and more unpredictable version than what Zula Hendricks and the player has seen before. Arm yourself on December 19.Hitman World of Assassination | Coming March 27, 2025Agent 47 has decided to do more reconnaissance before heading to PS VR2 next year, with the team at IO Interactive taking extra time to deliver an amazing experience that meets players high standards. The intent is to create one of the most immersive Hitman experiences to date.The entire main campaign of Hitman World of Assassination will be playable with full adaptive triggers and haptic support while adding positional interactions, which require players to physically mimic actions to turn off items, hack computers, and other actions to get the job done.

We are thrilled to finally announce that Mare, our captivating VR puzzle adventure, launches on PS VR2 today. Our team is excited to share our labor of love and all the unique features of this enhanced PS VR2 version. First, please enjoy our launch trailer:Play VideoAs you can see from the video as well as the gameplay clips below, Mare features a beautiful, easy-on-the-eye art style, which combined with a minimalist storytelling approach, creates a unique world that players will lose themselves in as they journey through it. In Mare, youll play a benevolent force, embodied in-world as a mechanical bird. Early on, youll encounter a young girl, and youll navigate through this adventure together, helping each other on the way and ultimately uncovering their fate.You will use lightning-like powers to aid your NPC companions path by interacting and activating objects that will shape new pathways for her to traverse. Youll need to keep a close eye on her at all times to keep her safe, as malevolent foes will unexpectedly surface and attack her when unwatched. Risking her safety to unlock a new path could put your friendship on the line. When this moment comes, what will you do?Taking Mare to new heights with PS VR2At its heart, Mare is an immersive experience that draws players into a mesmerizing, one-of-a-kind atmosphere.To enhance this, we also made use of PS VR2 Headset feedback. As example, flying into a stormcloud, youll feel the rain dropping onto your face. Mare takes full advantage of Foveated rendering on PS VR2, adding a significant boost in performance, with the game running at a steady 90fps.Eye-tracking gameplay and game modesOne of the key elements of this version is that the player can now enjoy and complete the full game using eye tracking input only.To enable this Mare features two game modes, Enhanced and Classic. Classic mode uses the PS VR2 eye-tracking feature to create a well-balanced atmospheric experience. The player can both select and interact with the various puzzle gimmicks just by looking. This took special effort by us to design a clean layout of gameplay objects, so eye-tracking selections would not happen by accident. Fortunately, as PS VR2 eye tracking is very precise, this allowed us to minimize accidental selections with eye tracking.Enhanced mode uses the PS VR2 Sense controllers and includes more puzzles and content as well as additional interactions, such as dragging objects with lightning. Some stages were re-designed and expanded to accommodate these new improved features and puzzle complexity. Also, the Sense Controllers in-game avatar features a handy compass, making it easier to keep track of your AI companions location and offering helpful hints along your journey.Mare features a world crafted like a painting, with every environment meticulously modeled from scratch, this and an ethereal musical score makes the world come alive on PS VR2.Were thrilled for PlayStation players to dive deep into our story and become part of our world.

Combee, the tiny bee Pokmon from Sinnoh, can be found in the wild in Pokmon Go. Yes, Combee can be shiny in Pokmon Go!Vespiquen doesnt see much use in PvP or raids. Notably, only female Combee can evolve into Vespiquen, so youll want to make sure yours has the red-orange diamond on its middle-most head before you get your hopes up about evolving it.What is the shiny rate for Combee in Pokmon Go?As per old research by the now-defunct website The Silph Road (via Wayback Machine), the shiny rate for Pokmon on a regular day is approximately one in 500. Combee is not a confirmed Pokmon that gets a permaboost (meaning that its a rare spawn and thus gets a boosted shiny rate).What can I do to attract more shiny Pokmon?Not much, unfortunately. It appears to be random chance. Shiny Pokmon catch rates are set by developer Niantic, and they are typically only boosted during special events like Community Days or Safari Zones, or in Legendary Raids. There are no consumable items that boost shiny Pokmon rates.Where can I find a list of available shiny Pokmon?LeekDuck keeps a list of currently available shiny Pokmon. Its a helpful visual guide that illustrates what all of the existing shiny Pokmon look like.For more tips, check out Polygons Pokmon Go guides.

Teddiursa, the little bear Pokmon from Johto, can be found in the wild in Pokmon Go. Yes, Teddiursa can be shiny in Pokmon Go!While these Pokmon arent used in raids or gyms, Ursaring does see some PvP use, especially if its a shadow Ursaring. Ursaluna also has a tricky evolution requirement, where it needs to be evolved on the night of a full moon.What is the shiny rate for Teddiursa in Pokmon Go?As per old research by the now-defunct website The Silph Road (via Wayback Machine), the shiny rate for Pokmon on a regular day is approximately one in 500. Teddiursa is not a confirmed Pokmon that gets a permaboost (meaning that its a rare spawn and thus gets a boosted shiny rate).What can I do to attract more shiny Pokmon?Not much, unfortunately. It appears to be random chance. Shiny Pokmon catch rates are set by developer Niantic, and they are typically only boosted during special events like Community Days or Safari Zones, or in Legendary Raids. There are no consumable items that boost shiny Pokmon rates.Where can I find a list of available shiny Pokmon?LeekDuck keeps a list of currently available shiny Pokmon. Its a helpful visual guide that illustrates what all of the existing shiny Pokmon look like.For more tips, check out Polygons Pokmon Go guides.

Retro-inspired technology has made a huge comeback, as has its colorful aesthetic. Gone are the times when all new electronics were only boring and black. These days, everything from the latest phones to portable speakers are saturated in some hue and have an old-school vibe to it. The latest turntable from Gadhouse, the Brad Retro MKII Turntable, is taking advantage of both trends with a cool look that also happens to be fun and colorful.The turntable is built to offer vintage charm, while still retaining helpful modern features and conveniences you may expect with todays technology. It looks like something straight out of the 1960s, with a thick rectangular base and control knobs on the front. Listeners can play their vinyl in a jiffy with the 7-12 compatible platter using 3-speed play and pitch control built into it.The second-generation model has an updated motor and belt drive system thats designed to ensure uninterrupted playback. It comes with a Gadhouse Ruby stylus and supports 33 1/3, 45, and 78 RPM speeds, which can be toggled between using a simple switch. And, an auto start/stop functionality makes playback easier than ever.Not only that, but the turntable is designed to be all-in-one. It has built-in 10-watt speakers that you can use to play back your audio. If you prefer external speakers, you can use the built-in RCA output or the Bluetooth 5.3 connectivity.The turntable now has a USB-C port for charging, which makes it more convenient to charge in between uses.The Gadhouse Brad Retro MKII turntable is now available in Green, Grey, Navy, Tangerine, and Ivory for $149 via gadhouse.com.

Back in 2016, Apple decided it was time to dump the headphone jack. That year, the iPhone 7 and iPhone 7 Plus shipped without the 3.5mm port that was standard on virtually all consumer devices at that point. The company claimed it took "courage" to remove the headphone jack from such a major product line, but, as it happened, the decision coincided with the introduction of AirPods, Apple's wireless earbuds. What better way to sell $159 headphones than to remove the port that you'd plug your existing headphones into?Of course, Apple didn't leave wired headphones user totally in the dust. The company also released its standard wired earbuds with a Lightning connector at the bottom, rather than a 3.5mm jack. For users who preferred their own wired earbuds or headphones to Apple's, the company had another solution: the Lightning to 3.5mm adapter. Plug the adapter into your iPhone, and presto! The 3.5mm port is back. You just couldn't charge your iPhone while listening to music anymore. Courage.Many mocked Apple for all these odd decisions, but as is so often the case in tech, the rest of the industry followed suit. These days, it's exceedingly difficult to find a new smartphone with the headphone jack. In fact, Apple has dropped the jack from its iPad lineup, as well. Many of us have moved on to wireless, while the rest of us begrudgingly deal with adapters.Apple appears to be doing away with the Lightning to 3.5mm adapterThose adapters, however, appear to be in jeopardyat least, that's what the tech headlines suggest. It seems that Apple is selling out of its Lightning to 3.5mm headphone jack adapter. When you visit its store page, it's completely sold out for delivery, and unavailable for Apple Store Pickup just about everywhere. It's not just this adapter, either: MacRumors reports that other Lightning adapters, like the Lightning to VGA adapter, are also disappearing. However, the USB-C to 3.5mm headphone jack adapter is widely available.Like the transition away from the built-in headphone port, this move might seem like Apple is trying to get you to upgrade, one way or another. Perhaps it might feel like the company is forcing you to finally adopt wireless headphones, or to upgrade your iPhone altogether. But here's the deal: If your current iPhone is still working fine, there's no reason to upgrade anything at all. In fact, if you need a new adapter, you have options, even if Apple isn't playing ball anymore. The reality is, Apple isn't making new iPhones with the Lightning port. Starting with the iPhone 15, the company made the switch to USB-C, which means it's going to prioritize accessories for the new devices with that port, rather than existing devices with the old port. Fair enough. That said, the company still sells iPhones with the Lightning port in its stores: the iPhone 14 and the iPhone SE. It's frustrating that they'd stop selling adapters for devices they'll happily sell you. But, again, it's no reason to buy a new pair of wireless headphones, or to choose the more expensive USB-C iPhone.Lightning to 3.5mm adapters are everywhereJust because Apple won't sell you one of these adapters, doesn't mean you're SOL. A quick search on Amazon for "Lightning to 3.5mm" returns over 1,000 resultsincluding Apple's own adapter. As of this piece, it's still in stock, albeit $16.94. That's quite a bit more expensive than the original $9 price tag, but it's still much cheaper than buying yourself a pair of AirPods, or a new iPhone, for that matter. Lightning Adapter for 3.5mm Headphone Connector $16.94 at Amazon Get Deal Get Deal $16.94 at Amazon If Amazon runs out of stock, too, or if you're looking for alternatives, you have your pick of the lot. Now, some of these are going to be better than others, but UGREEN seems to have a good Apple MFi-certified option for $14.99. If you hate not being able to charge your iPhone while listening to music with the adapter, this $29.74 option from Belkin lets you do both at the same time (as long as you don't mind the added bulk here).