Import GPU: Python Programming With CUDA

February 25, 2025 by Bryan Cockfield 4 Comments

Every few years or so, a development in computing results in a sea change and a need for specialized workers to take advantage of the new technology. Whether that’s COBOL in the 60s and 70s, HTML in the 90s, or SQL in the past decade or so, there’s always something new to learn in the computing world. The introduction of graphics processing units (GPUs) for general-purpose computing is perhaps the most important recent development for computing, and if you want to develop some new Python skills to take advantage of the modern technology take a look at this introduction to CUDA which allows developers to use Nvidia GPUs for general-purpose computing.

Of course CUDA is a proprietary platform and requires one of Nvidia’s supported graphics cards to run, but assuming that barrier to entry is met it’s not too much more effort to use it for non-graphics tasks. The guide takes a closer look at the open-source library PyTorch which allows a Python developer to quickly get up-to-speed with the features of CUDA that make it so appealing to researchers and developers in artificial intelligence, machine learning, big data, and other frontiers in computer science. The guide describes how threads are created, how they travel along within the GPU and work together with other threads, how memory can be managed both on the CPU and GPU, creating CUDA kernels, and managing everything else involved largely through the lens of Python.

Getting started with something like this is almost a requirement to stay relevant in the fast-paced realm of computer science, as machine learning has taken center stage with almost everything related to computers these days. It’s worth noting that strictly speaking, an Nvidia GPU is not required for GPU programming like this; AMD has a GPU computing platform called ROCm but despite it being open-source is still behind Nvidia in adoption rates and arguably in performance as well. Some other learning tools for GPU programming we’ve seen in the past include this puzzle-based tool which illustrates some of the specific problems GPUs excel at.

Demonstration of the multichannel design feature, being able to put identical blocks into your design, only route one of them, and have all the other blocks' routing be duplicated

KiCad 9 Moves Up In The Pro League

February 22, 2025 by Arya Voronova 28 Comments

Do you do PCB design for a living? Has KiCad been just a tiny bit insufficient for your lightning-fast board routing demands? We’ve just been graced with the KiCad 9 release (blog post, there’s a FOSDEM talk too), and it brings features of the rank you expect from a professional-level monthly-subscription PCB design suite.

Of course, KiCad 9 has delivered a ton of polish and features for all sorts of PCB design, so everyone will have some fun new additions to work with – but if you live and breathe PCB track routing, this release is especially for you.

Continue reading “KiCad 9 Moves Up In The Pro League” →

This Week In Security: OpenSSH, JumbledPath, And RANsacked

February 21, 2025 by Jonathan Bennett 7 Comments

OpenSSH has a newly fixed pair of vulnerabilities, and while neither of them are lighting the Internet on fire, these are each fairly important.

The central observation made by the Qualsys Threat Research Unit (TRU) was that OpenSSH contains a code paradigm that could easily contain a logic bug. It’s similar to Apple’s infamous goto fail; SSL vulnerability. The setup is this: An integer, r, is initialized to a negative value, indicating a generic error code. Multiple functions are called, with r often, but not always, set to the return value of each function. On success, that may set r to 0 to indicate no error. And when one of those functions does fail, it often runs a goto: statement that short-circuits the rest of the checks. At the end of this string of checks would be a return r; statement, using the last value of r as the result of the whole function.

Continue reading “This Week In Security: OpenSSH, JumbledPath, And RANsacked” →

Pico Gets A Speed Bump

February 20, 2025 by Al Williams 27 Comments

The release notes for the 2.1.1 Raspberry Pi Pico SDK have a late holiday present: The RP2040 chip is now certified to run at 200 MHz if you use at least 1.15V as the supply voltage.

Previously, the certified speed was 125 MHz, although it was well-known you could overclock the device. By default, the 125 MHz figure is still what you’ll get, though. If you want a higher frequency, you need to set SYS_CLK_MHZ to 200 before doing a build. Continue reading “Pico Gets A Speed Bump” →

Reconstructing 3D Objects With A Tiny Distance Sensor

February 20, 2025 by Lewin Day 7 Comments

There are a whole bunch of different ways to create 3D scans of objects these days. Researchers at the [UW Graphics Lab] have demonstrated how to use a small, cheap time-of-flight sensor to generate scans effectively.

Not yet perfect, but the technique does work…

The key is in how time-of-flight sensors work. They shoot out a distinct pulse of light, and then determine how long that pulse takes to bounce back. This allows them to perform a simple ranging calculation to determine how far they are from a surface or object.

However, in truth, these sensors aren’t measuring distance to a single point. They’re measuring the intensity of the received return pulse over time, called the “transient histogram”, and then processing it. If you use the full mathematical information in the histogram, rather than just the range figures, it’s possible to recreate 3D geometry as seen by the sensor, through the use of some neat mathematics and a neural network. It’s all explained in great detail in the research paper.

The technique isn’t perfect; there are some inconsistencies with what it captures and the true geometry of the objects its looking at. Still, the technique is young, and more work could refine its outputs further.

If you don’t mind getting messy, there are other neat scanning techniques out there—like using a camera and some milk.

Continue reading “Reconstructing 3D Objects With A Tiny Distance Sensor” →

Hackaday Europe 2025: Speakers, Lightning Talks, And More!

February 18, 2025 by Elliot Williams 1 Comment

If you’ve been waiting for news from our upcoming Hackaday Europe event in March, wait no longer. We’re excited to announce the first slice of our wonderful speakers lineup! Get your tickets now,

Hackaday Europe is going down again in Berlin this year on March 15th and 16th at MotionLab. It’s Hackaday, but in real life, and it’s too much fun. The badge is off-the-scale cool, powered by the incredible creativity of our community who entered the Supercon SAO contest last fall, and we’re absolutely stoked to be tossing the four winning entries into your schwag bag in Europe.

If you already know you’ll be attending and would like to give a seven-minute Lightning Talk on Sunday, we’re also opening up the call for talks there. Tell us now what you’d like to talk about so we can all hear it on Sunday morning.

We’re looking forward to the talks and to seeing you all there! We’re getting the last few speakers ironed out, have a keynote talk to announce, and, of course, will open up workshop signups. So stay tuned! Continue reading “Hackaday Europe 2025: Speakers, Lightning Talks, And More!” →

Get Ready For KiCAD 9!

February 17, 2025 by Jenny List 57 Comments

Rev up your browsers, package managers, or whatever other tool you use to avail yourself of new software releases, because the KiCAD team have announced that barring any major bugs being found in the next few hours, tomorrow should see the release of version 9 of the open source EDA suite. Who knows, depending on where you are in the world that could have already happened when you read this.

Skimming through the long list of enhancements brought into this version there’s one thing that strikes us; how this is now a list of upgrades and tweaks to a stable piece of software rather than essential features bringing a rough and ready package towards usability. There was a time when using KiCAD was a frustrating experience of many quirks and interface annoyances, but successive versions have improved it beyond measure. We would pass comment that we wished all open source software was as polished, but the fact is that much of the commercial software in this arena is not as good as this.

So head on over and kick the tires on this new KiCAD release, assuming that it passes those final checks. We look forward to the community’s verdict on it.