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Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels

news.ycombinator.com Unknown 2025-10-13 22:03:35

Speeding up PyTorch inference by 87% on Apple devices with AI-generated Metal kernels tl;dr: Our lab investigated whether frontier models can write optimized GPU kernels for Apple devices to speed up inference. We found that they can: our AI-generated Metal kernels were 1.87x faster across 215 PyTorch modules, with some workloads running hundreds of times faster than baseline. Why use AI to generate kernels for Apple devices? AI models execute on hardware via GPU kernels that define each oper

Topics: float self tensor torch uint

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Speeding up PyTorch inference by 87% on Apple with AI-generated Metal kernels

news.ycombinator.com Unknown 2025-10-14 03:03:35

Speeding up PyTorch inference by 87% on Apple devices with AI-generated Metal kernels tl;dr: Our lab investigated whether frontier models can write optimized GPU kernels for Apple devices to speed up inference. We found that they can: our AI-generated Metal kernels were 1.87x faster across 215 PyTorch modules, with some workloads running hundreds of times faster than baseline. Why use AI to generate kernels for Apple devices? AI models execute on hardware via GPU kernels that define each oper

Topics: float self tensor torch uint

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iNaturalist keeps full species classification models private

news.ycombinator.com Unknown 2025-10-16 03:32:46

computervision We're doing some computer vision stuff at iNat. models iNaturalist makes a subset of its machine learning models publicly available while keeping full species classification models private due to intellectual property considerations and organizational policy. We provide “small” models trained on approximately 500 taxa, including taxonomy files and a geographic model, which are suitable for on-device testing and other applications. Additionally, researchers have independently de

Topics: install pillow pip tensorflow venv

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Pixel 10’s Tensor G5 deep dive: All the info Google didn’t tell us about its new chip

androidauthority.com Unknown 2025-10-25 11:30:30

Tensor is the Pixel’s secret sauce, empowering the series with AI smarts you can’t find elsewhere and solid-enough performance and battery life to last the day. However, Google has been quieter than in previous years about exactly what went into the Tensor G5 inside the Pixel 10 series. The silence doesn’t bode well; companies usually scream their subtlest of improvements from the rooftops. Still, with Pixel 10 in hand, I’ve managed to discern the good and the bad of the Tensor G5’s new feature

Topics: g5 google performance pixel tensor

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Google announces Tensor G5: What’s new with the Pixel 10 processor?

androidauthority.com Unknown 2025-11-06 11:00:54

Google has just announced the Pixel 10 series, and all four phones are powered by the Tensor G5 processor. Tensor chips have traditionally enabled a variety of great Pixel-only features, but have also lagged behind rivals when it comes to peak horsepower and efficiency. Nevertheless, the Tensor G5 is a landmark processor for the company as it’s the first Tensor chip made by TSMC instead of long-time partner Samsung. So what do we know about this silicon? A cooler, more frugal Pixel chip (in th

Topics: cores g5 google pixel tensor

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Worried about the Pixel 10 Pro XL benchmark controversy? Here’s why you shouldn’t be

androidauthority.com Unknown 2025-11-07 15:00:25

Well, friends, the day has finally come: Google Pixel day. Today is the day that Google will officially reveal the Pixel 10 series after months of leaks, and it’s a day we should all be excited about. Instead, a lot of Pixel fans are upset and complaining. Those complaints stem from a last-minute Pixel 10 Pro XL benchmark leak, supposedly showing just how fast Google’s new Tensor G5 chip is. Assuming the benchmarks are legit, the good news is that the Tensor G5 is faster than the Tensor G4. How

Topics: benchmarks g5 performance pixel tensor

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Made by Google 2025: The Biggest Pixel 10 Leaks We've Heard Ahead of Launch

cnet.com See Full Bio 2025-11-09 06:17:20

The new Pixel 10 line will debut Aug. 20 at the Made by Google event and it almost feels like we've already seen the phones revealed thanks to a combination of official glimpses of the new phones from Google alongside a plethora of rumors. Google isn't hiding that the Pixel 10 is coming, as the company itself has posted multiple stylized shots of the phone to promote its launch event. However, Google is still keeping detailed specs and features of the Pixel 10 line to itself so we won't get the

Topics: 10 fold pixel pro tensor

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TensorZero nabs $7.3M seed to solve the messy world of enterprise LLM development

venturebeat.com Michael Nuñez 2025-11-11 11:13:32

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now TensorZero, a startup building open-source infrastructure for large language model applications, announced Monday it has raised $7.3 million in seed funding led by FirstMark, with participation from Bessemer Venture Partners, Bedrock, DRW, Coalition, and dozens of strategic angel investors. The funding comes as the 18-month-old company exp

Topics: ai applications open source tensorzero

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Nvidia Tilus: A Tile-Level GPU Kernel Programming Language

news.ycombinator.com Unknown 2025-11-09 09:36:46

Tilus: A Tile-Level GPU Kernel Programming Language Documentation | Paper Tilus is a powerful domain-specific language (DSL) for GPU programming that offers: Thread-block-level granularity with tensors as the primary data type. with as the primary data type. Explicit control over shared memory and register tensors (unlike Triton). over shared memory and register tensors (unlike Triton). Low-precision types with arbitrary bit-widths (1 to 8 bits). It also includes automatic tuning, caching,

Topics: arbitrary memory programming tensors tilus

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Made by Google 2025: Here Are the Top Pixel 10 Leaks and Rumors Ahead of Launch

cnet.com See Full Bio 2025-11-12 11:00:00

The new Pixel 10 line will debut on Aug. 20 at the Made by Google event, and it almost feels like we've already seen the phones revealed thanks to the plethora of rumors and presumed leaks of the handsets, which seem like they'll include both traditional smartphones and a foldable option. Google isn't hiding that the Pixel 10 is coming, as the company itself has posted multiple stylized shots of the phone to promote its launch event. However Google is still keeping detailed specs and features o

Topics: 10 fold pixel pro tensor

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The Google Pixel 10 Pro is boring…and I’m buying it

androidauthority.com Unknown 2025-11-17 03:00:52

We are just a week away from Google’s official reveal of the Pixel 10 series. I’ve been using the Pixel 9 Pro as my daily driver since it launched last year, and it’s not just my favorite phone of 2024, but possibly my favorite phone…ever. Now, as the rumor mill churns at full speed for the Pixel 10 launch on August 20, the overall consensus for the upcoming Pixel 10 Pro is that it is going to be, in a word, boring. From the outside, it looks like a bland, iterative update. So why am I still pl

Topics: 10 google pixel pro tensor

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AI Company Tensor Debuts a Robocar You Can Own

cnet.com See Full Bio 2025-11-19 04:45:00

Table of Contents AI Company Tensor Debuts a Robocar You Can Own Robotaxis are expanding into a growing number of cities, but an AI company called Tensor unveiled a self-driving vehicle on Wednesday designed specifically for personal ownership. The Tensor Robocar looks somewhat like a mashup of Waymo's Jaguar I-Pace vehicles and Tesla's Model Y, with sleek, futuristic contours and a silver finish, as seen in a promotional video. In a statement, the company said the vehicle has "over 100 seamle

Topics: company like robocar tensor vehicle

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Tensor wants to be the first company to sell you a ‘robocar’ — but who are they?

theverge.com Andrew J. Hawkins 2025-11-20 00:00:00

is transportation editor with 10+ years of experience who covers EVs, public transportation, and aviation. His work has appeared in The New York Daily News and City & State. Posts from this author will be added to your daily email digest and your homepage feed. A new company is launching today that claims to have developed “the first volume-produced, consumer-ready autonomous vehicle — designed from the ground up for private ownership at scale.” The company is called Tensor, and it describes i

Topics: autonomous autox company tensor vehicles

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Made by Google 2025: We Found All the Biggest Pixel 10 Leaks and Rumors

cnet.com See Full Bio 2025-11-21 00:55:17

The new Pixel 10 line will debut on Aug. 20 at the Made by Google event, and it almost feels like the phones have been revealed in detail thanks to a multitude of rumors and presumed leaks. Google itself isn't hiding that the Pixel 10 is coming, posting multiple looks of the phone when promoting the upcoming announcement, but the company is still keeping detailed specs and features of the Pixel 10 line to itself. If we follow the series of rumors, though, several recent details suggest a lot of

Topics: 10 line pixel pro tensor

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The 5 Google Pixel 10 features I’m most excited about

androidauthority.com Unknown 2025-12-04 15:00:49

Google We’re still a few weeks away from Google’s official launch day for the Pixel 10 series, but as is tradition in the technology world, the phones have no secrets anymore. Even Google has already shown us the Pixel 10 series a few times, and many other rumors and tidbits have slipped through other cracks. At face value, though, this seems like a minor upgrade across the board. The phones look pretty much the same as last year, and there are no significant camera changes, so I’ve been feeli

Topics: 10 google pixel qi2 tensor

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Whatever you do, don’t buy a Google Pixel phone right now

androidauthority.com Unknown 2025-12-07 09:00:53

C. Scott Brown / Android Authority Google’s Pixel phones are often among the most highly-regarded in the Android world. The most recent Pixel 9 series is no exception to that rule, and, if anything, it’s the best example of it yet. Whether we’re talking about the baseline Pixel 9 or any of the flagship Pixel 9 Pro models, the current slate of Google Pixel phones is mighty impressive. That all said, if you’re in the market for a new Android phone right now, you absolutely should not buy a Googl

Topics: 10 google new pixel tensor

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Google Pixel 11 rumors: Release date, codename, camera features, and everything else we know so far

androidauthority.com Unknown 2025-12-16 09:44:11

Ryan Haines / Android Authority Although we’re still waiting for the Google Pixel 10 series to launch, we already have substantial information about the Pixel 11 series. This is courtesy of a significant Google Chips division leak from the Android Authority team. Will the Pixel 11 bring noteworthy changes to Google’s lineup? The answer might be yes, though whether these changes are improvements will likely depend on individual preferences. Let’s explore the current Pixel 11 rumors and a short

Topics: 11 google pixel pro tensor

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Google gets ahead of the leaks and reveals the Pixel 10 early

arstechnica.com Unknown 2026-01-04 10:25:14

Google has an event next month to officially launch the Pixel 10 series, but the leaks have been coming fast and furious beforehand. There won't be much left to learn on August 20, particularly now that Google has revealed the phone. Over on the Google Store, there's a video revealing the Pixel 10's design, and it looks just a little familiar. The video (which you can also see below) isn't very long, but it offers an unobscured look at the phone's physical design. The 13-second clip opens with

Topics: 10 google phone tensor video

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Google Pixel 10 series rumors: Everything we know so far

androidauthority.com Unknown 2026-01-06 14:11:12

The Google Pixel 9 series features a slightly revamped design, three different Pro models, a stronger emphasis on AI, and plenty of other changes. It also represents one of the biggest deviations from the Pixel formula that we’ve seen in years. Despite several notable changes, the Pixel 9 still retains several of the most criticized aspects of the Pixel series, including limited storage options and a less competitive SoC compared to other phones. With all of this in mind, what can we expect fro

Topics: 10 google pixel pro tensor

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Why Google’s August 20 event could make or break its Pixel lineup

androidauthority.com Unknown 2026-01-11 14:30:53

Robert Triggs / Android Authority Pixel fans, our time has almost come. Yesterday, Google confirmed that its next Made by Google event is scheduled for August 20, and it’s on this date that we’ll see Google’s latest batch of Pixel hardware. Although Google hasn’t officially said what it’s announcing, we have a good idea of what to expect. On August 20, Google is likely to announce the Pixel 10 series — consisting of the Pixel 10, Pixel 10 Pro, Pixel 10 Pro XL, and Pixel 10 Pro Fold. We should

Topics: 10 g5 google pixel tensor

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Google is playing a dangerous game with the Pixel 10 Pro

androidauthority.com Unknown 2026-02-13 10:30:28

C. Scott Brown / Android Authority We’re less than two months out from when we expect Google to launch the Pixel 10 series, and yesterday, we saw one of the most significant leaks yet. Android Headlines published “official” specifications for the Pixel 10 Pro and Pixel 10 Pro XL, and assuming they’re accurate, they paint a worrying picture for this year’s Pro Pixel phones. It’s not that the specs are bad, per se, but they’re virtually identical to the Pixel 9 Pro and Pixel 9 Pro XL. The displa

Topics: g5 google pixel pro tensor

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Did this Google Pixel 11 leak just kill the Pixel 10?

androidauthority.com Unknown 2026-02-24 05:30:48

Ryan Haines / Android Authority If the rumors are true, the Google Pixel 10 is just a few short months away. And between new camera features, a 3nm Tensor G5 chipset, and a host of new AI capabilities, there’s a lot to look forward to. But does any of that matter anymore? Yesterday, a new report shed light on fresh details for 2026’s Pixel 11 series — specifically that Google’s Pixel 11 handsets will feature a TSMC-made Tensor G6 chip with a 2nm fabrication design. Not only would that be a jum

Topics: 2nm chip google pixel tensor

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Next year’s Tensor G6 could be an even larger leap forward than the Pixel 10’s Tensor G5

androidauthority.com Unknown 2026-02-25 20:11:21

Luka Mlinar / Android Authority TL;DR Google’s expected to shift to TSMC for production of the Tensor G5 chip in the Pixel 10. While the Tensor G5 will be fabricated on a 3nm process, industry rumors claim the G6 will already move down to 2nm. With the Tensor G6 in next year’s Pixel 11, Google could potentially offer one of the first 2nm flagships around. Google’s next smartphones will be here before you know it, and the latest rumors have pointed to a late-August debut for the Pixel 10 seri

Topics: 3nm g5 google new tensor

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TensorWave deploys AMD Instinct MI355X GPUs in its cloud platform

venturebeat.com Dean Takahashi 2026-03-17 05:30:00

TensorWave, a leader in AMD-powered AI infrastructure solutions, today announced the deployment of AMD Instinct MI355X GPUs in its high-performance cloud platform. As one of the first cloud providers to bring the AMD Instinct MI355X to market, TensorWave enables customers to unlock next-level performance for the most demanding AI workloads—all with unmatched white-glove onboarding and support. The new AMD Instinct MI355X GPU is built on the 4th Gen AMD CDNA architecture and features 288GB of H

Topics: ai amd instinct performance tensorwave

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Show HN: Txeo – A Modern C++ Wrapper for TensorFlow

news.ycombinator.com Unknown 2025-11-12 02:40:44

Txeo: a Modern C++ Wrapper for TensorFlow 📝 Overview Txeo is a lightweight and intuitive C++ wrapper for TensorFlow, designed to simplify TensorFlow C++ development while preserving high performance and flexibility. Built entirely with Modern C++, Txeo allows developers to use TensorFlow with the ease of a high-level API, eliminating the complexity of its low-level C++ interface. ✨ Features 📦 Intuitive API – A clean and modern C++ interface, simplifying TensorFlow C++ usage. – A clean and m

Topics: opt protobuf tensor tensorflow txeo

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Latest Tech News

Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels

Speeding up PyTorch inference by 87% on Apple with AI-generated Metal kernels

iNaturalist keeps full species classification models private

Pixel 10’s Tensor G5 deep dive: All the info Google didn’t tell us about its new chip

Google announces Tensor G5: What’s new with the Pixel 10 processor?

Worried about the Pixel 10 Pro XL benchmark controversy? Here’s why you shouldn’t be

Made by Google 2025: The Biggest Pixel 10 Leaks We've Heard Ahead of Launch

TensorZero nabs $7.3M seed to solve the messy world of enterprise LLM development

Nvidia Tilus: A Tile-Level GPU Kernel Programming Language

Made by Google 2025: Here Are the Top Pixel 10 Leaks and Rumors Ahead of Launch

The Google Pixel 10 Pro is boring…and I’m buying it

AI Company Tensor Debuts a Robocar You Can Own

Tensor wants to be the first company to sell you a ‘robocar’ — but who are they?

Made by Google 2025: We Found All the Biggest Pixel 10 Leaks and Rumors

The 5 Google Pixel 10 features I’m most excited about

Whatever you do, don’t buy a Google Pixel phone right now

Google Pixel 11 rumors: Release date, codename, camera features, and everything else we know so far

Google gets ahead of the leaks and reveals the Pixel 10 early

Google Pixel 10 series rumors: Everything we know so far

Why Google’s August 20 event could make or break its Pixel lineup

Google is playing a dangerous game with the Pixel 10 Pro

Did this Google Pixel 11 leak just kill the Pixel 10?

Next year’s Tensor G6 could be an even larger leap forward than the Pixel 10’s Tensor G5

TensorWave deploys AMD Instinct MI355X GPUs in its cloud platform

Show HN: Txeo – A Modern C++ Wrapper for TensorFlow

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