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Notes on the History of the Map Tile

Notes on the history of the map tile Web map tiles—the storing of geospatial data at different zoom levels in x/y/z indexed squares of raster (and later, vector) data for efficient storage and transmission of digital maps—are, despite their seeming simplicity, I think one of the most significant developments in geospatial software history. Tiling transformed the user experience of digital maps from one of tedious clicks-and-reloads to one of fluid, dynamic exploration. It made digital maps feel

Topics: data map maps patent prc

Tiny-diffusion: A minimal implementation of probabilistic diffusion models

A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets. Get started by running python ddpm.py -h to explore the available options for training. Forward process A visualization of the forward diffusion process being applied to a dataset of one thousand 2D points. Note that the dinosaur is not a single training example, it represents each 2D point in the dataset. Reverse process This illustration shows how the reverse process recovers the distribution of the trainin

Text-to-LoRA: Hypernetwork that generates task-specific LLM adapters (LoRAs)

Text-to-LoRA (T2L): Instant Transformer Adaption 🛠️ Installation Install uv if you don't have uv (see https://docs.astral.sh/uv/getting-started/installation/) With uv installed, run the following to install the dependencies. git clone https://github.com/SakanaAI/text-to-lora.git cd text-to-lora # make sure you have `uv` installed # (see https://docs.astral.sh/uv/getting-started/installation/) uv self update uv venv --python 3.10 --seed uv sync # we use the following wheel for installation #

Topics: 82 acc lora t2l uv

Foundations of Computer Vision

Foundations of Computer Vision Preface Dedicated to all the pixels. About this Book This book covers foundational topics within computer vision, with an image processing and machine learning perspective. We want to build the reader’s intuition and so we include many visualizations. The audience is undergraduate and graduate students who are entering the field, but we hope experienced practitioners will find the book valuable as well. Our initial goal was to write a large book that provided a g

How easy is it for a developer to "sandbox" a program?

# source code sandboxing Sandboxing is when a developer limits available system resources to a program from within its own source code. A classic example is calling chroot(2) to change the root file-system to an empty directory so that the program cannot scribble into the root file-system. int main(void) { /* Program has full file-system access. */ chroot("/var/empty"); chdir("/"); /* File-system root re-rooted in /var/empty. */ int fd = open("/etc/passwd", O_RDONLY); /* Tried to open /var/empty

The Art of Lisp and Writing (2003)

The Art of Lisp & Writing Ignorance more frequently begets confidence than does knowledge. –Charles Darwin Lisp is the language of loveliness. With it a great programmer can make a beautiful, operating thing, a thing organically created and formed through the interaction of a programmer/artist and a medium of expression that happens to execute on a computer. Taught that programming—or the worse "developing software"—is like a routine engineering activity, many find difficulty seeing writing

Biofuels Policy, a Mainstay of American Agriculture, a Failure for the Climate

The American Midwest is home to some of the richest, most productive farmland in the world, enabling its transformation into a vast corn- and soy-producing machine—a conversion spurred largely by decades-long policies that support the production of biofuels. But a new report takes a big swing at the ethanol orthodoxy of American agriculture, criticizing the industry for causing economic and social imbalances across rural communities and saying that the expansion of biofuels will increase greenh

Childhood leukemia: how a deadly cancer became treatable

Childhood leukemia: how a deadly cancer became treatable Before the 1970s, most children affected by leukemia would quickly die from it. Now, most children in rich countries are cured. In the past, when I’d hear the words childhood leukemia, I’d picture a young child who suddenly became seriously ill, and whose parents were told their child had only a few years to live. I’d wonder how a child might grasp the idea of limited time, or how painful it must have been to face the possibility of miss

Datalog in Rust

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How to modify Starlink Mini to run without the built-in WiFi router

The Starlink Mini terminal is designed as a compact, all-in-one solution with an integrated Wi-Fi router. While this design is ideal for typical consumer use, certain applications—such as custom networking setups, embedded installations, or power-constrained environments—may benefit from removing the internal router entirely. In this article, I’ll detail the process of physically removing the built-in Wi-Fi router board from the Starlink Mini, allowing the terminal to operate solely via Ethernet

Red Hat Linux in 1998 (2009)

GNOME and Red Hat Linux Eleven Years Ago By Oscar Laycock Four years ago, I switched on an old PC and found a seven year old (at that time) copy of Linux on it. I still use parts of the 1998 Red Hat Linux, today. Red Hat Linux in 1998 My copy of Red Hat Linux is 5.1, codenamed "Manhattan". It was released on May 22, 1998. The first Red Hat Linux 1.0 was released on November 3, 1994. Finally, Red Hat Linux merged with Fedora on 22 September 2003, when Red Hat started Red Hat Enterprise Linux.

Metal Detectorist Discovers Rare Boat Grave Containing Viking Woman and Her Dog

The saying goes that a dog is a man’s best friend, but an archaeological excavation in Norway proves that women care about their four-legged companions just as much as men do, even 1,100 years ago. Archaeologists from the Arctic University Museum of Norway have revealed a 10th-century Viking boat grave on the Norwegian island of Senja. The buried individual is likely a woman who belonged to an elite class, as Science Norway first reported. Most notably, the team found a dog carefully buried at

Edi Gathegi Hopes Being Mr. Terrific Redeems His Short ‘X-Men’ Role

There’s a lot of superpowered characters in Superman, and one of the most notable is Michael Holt, aka Mr. Terrific. It isn’t just that this is his first time on the big screen, it’s also the matter of who’s playing him: Edi Gathegi, who many likely remember as Darwin from X-Men: First Class, aka the mutant who died despite having the power to evolve and adapt to anything. Sooner or later, conversations about First Class remind you how dumb his death was, and Gathegi seems to agree. Talking to

Temuera Morrison Thinks ‘Star Wars’ Isn’t Done With Boba Fett Yet

Just when The Mandalorian brought him back and teased big things for him, Boba Fett got kind of a raw deal once his own show dropped. Disney’s not given it a second season or even so much as mentioned it, to the point just last year, star Temuera Morrison was unsure about his character’s future. But maybe things are at a point to where it could be his time once more? While promoting his current film Ka Whawhai Tonu (In The Fire of War), Collider asked Morrison what the deal was. Along with goin

Best Internet Providers in Cape Coral, Florida

What is the best internet provider in Cape Coral? CNET's top pick for the best internet service provider in Cape Coral is Quantum Fiber thanks to its fast symmetrical speeds and unlimited data. While it may not be available everywhere in the city, it's the top choice where coverage allows. If Quantum Fiber is not available at your address, Xfinity, T-Mobile and Verizon are all reliable alternatives worth considering. For the best balance of price and performance, Xfinity’s $40 plan offers up t

Best Internet Providers in Fort Myers, Florida

What is the best internet provider in Fort Myers? CNET recommends Xfinity as the best internet provider for most people in Fort Myers, thanks to its wide coverage, consistent performance and affordable pricing. Whether you’re streaming, working remotely or gaming online, Xfinity’s plans offer solid value across the board. Starting at just $40 per month, you can get download speeds up to 400Mbps, making it a strong choice for everyday use. If you need a little more bandwidth, the 600Mbps plan at

'Shark Week' Comes Early as 'Jaws' Turns 50. Here's Where to Watch All the Movies

Somehow, five decades have passed since Steven Spielberg's Jaws chewed up the big screen. Turning the big Five-Oh is a big deal, so it's time to celebrate. The iconic movie, based on Peter Benchley's novel of the same name, took style notes from Hitchcock and the grindhouse movies of the era and became the first-ever summer blockbuster. Jaws isn't a complicated movie: It tells the story of a vengeful shark and the tourist beach town of Amity Island, which it decided to terrorize. The movie sta

Best Cheap Home Security Systems for 2025: I Found the Real Deals

SwitchBot Not sure how to make up your mind? Here are the most important factors when considering a home security system that will spare your wallet. Pricing and subscriptions Security systems can be opaque when it comes to final pricing. The listed cost is often replaced by constant, rotating discounts which are more representative of the actual cost, and total subscription fees may not be obvious. For our list, we chose DIY companies with upfront pricing models so you can see what you get,

What Is Raspberry Pi and How Can I Use It for My Home Internet?

A Raspberry Pi computer can do a little of everything, including keeping you occupied if you need a new project (or distraction). This teeny-tiny computer not only clocks in at a low price, but could potentially help you trim costs by becoming a DIY router. Saving money is appealing: A recent CNET survey showed that internet costs spiked for 63% of US adults last year. When our budgets are tight, having a device that can cover the gamut is appealing, from hosting your home internet to providing

Best Internet Providers in Austin, Texas

What is the best internet provider in Austin? CNET ranks Spectrum as the best internet service provider in Austin for its wide coverage, no data caps and no contracts. That said, Spectrum isn't available everywhere. If you fall outside Spectrum's coverage area, T-Mobile Home Internet and Google Fiber are two strong alternatives. For budget-conscious households, Astound Broadband offers a standout deal with its 300Mbps plan for just $30 a month, with no contracts or equipment fees. And if speed

Best VPN for Mac for 2025: Tested and Reviewed

Most VPN providers offer a VPN app for Mac computers, but it can be difficult to choose the right provider with so many options available. Based on our extensive research and hands-on testing of VPNs over the years, these are the most important factors to consider when choosing a VPN: Privacy The primary consideration for any VPN -- including a Mac VPN -- should be privacy. If your Mac VPN is unable to sufficiently protect your online privacy, then your VPN is useless. At a minimum, your VPN s

Topics: mac privacy vpn vpns want

This AI Theory Is Sweeping the Internet. Here's What You Need to Know

This wild theory about the Internet is circulating again, and it all has to do with Shrimp Jesus. If you don’t know what I’m talking about, it’s the infamous AI-generated Facebook image of Shrimp Jesus and other variations floating around the internet. That image first surfaced in March 2024 and appeared to be a meme at first glance. However, Shrimp Jesus was the jumping-off point for Facebook AI art slop. These consist of newly AI-generated memes sweeping the internet, such as the Challah Horse

Piloting the Kite-Powered Sailboat Aiming to Be World's Fastest

Table of Contents Piloting the Kite-Powered Sailboat Aiming to Be World's Fastest Cutting through the water on a triple-hull sailboat pulled by a giant kite, members of the SP80 team are challenging the world sailing speed record off the coast of Southern France, one gust of wind at a time. SP80's three-hull (trimaran) design prioritizes stability and reduced drag. SP80 "There is nothing to earn at the end, except that you are proud to achieve it," says co-founder Benoit Gaudiot, who is also

Homebuyers Are Scoring 5% Mortgage Rates With These Simple Strategies

Tharon Green/CNET If you're looking to buy a home, you probably know that housing affordability is in the dumps. Record-high prices and high mortgage rates are serving a double whammy to prospective buyers everywhere. But mortgage rates aren't set in stone. Although current rates are hovering near 7%, more borrowers are finding creative ways to snag rates below what lenders advertise. Last year, nearly half of buyers purchased a home at a rate below 5%, according to Zillow. "With borrowing co

Cozy Horror Game Grave Seasons Is Stardew Valley Plagued by a Serial Killer

At Summer Game Fest, I tried a game that was bold enough to ask: Why doesn't Stardew Valley have more murder? Grave Seasons, due out next year, is a cozy farming sim with a morbid edge: It's about all the friends (and romantic partners) you make along the bloody way to stopping a serial killer. A little bit into the short demo of Grave Seasons, I took to the fields to clean up the run-down farm I'd broken into and decided to adopt, only to find a severed hand. It's fitting for an indie title pu

I Asked 5 Pro Chefs About Their Least Favorite Kitchen Tools. They Didn't Hold Back

Professional chefs know the value of space in a drawer or on a countertop better than anyone. Stroll through the swinging doors of any restaurant kitchen worth its salt, and you won't find an excess of single-function gadgets collecting dust. Every instrument and piece of cookware serves a purpose, earning the real estate -- however small -- it occupies. That's what makes career chefs the perfect people to ask about all the kitchen tools that don't belong in your kitchen, especially when space

FIFA Club World Cup Soccer: Stream Bayern Munich vs. Auckland City Live From Anywhere

The FIFA Club World Cup action shifts to Cincinnati on Sunday for a Group C clash that appears to be something of a mismatch, as German Bundesliga behemoth Bayern Munich takes on tournament underdog Auckland City. Below, we'll outline the best live TV streaming services to use to watch every match of the tournament as it happens, wherever you are in the world, and how to use a VPN if the match isn't available where you are, along with a full fixture list. Six-time UEFA Champions League winner

Best Internet Providers in Charlotte, North Carolina

What is the best internet provider in Charlotte? Budget and speed are important factors in your search for a new internet service provider but availability can be just as crucial. Thankfully, Charlotte has plentiful coverage from a variety of providers, from fiber to cable to wireless. AT&T Fiber is CNET's pick for the best internet provider in Charlotte, North Carolina. You get a decent variety of plans that start at just $55 a month and go up to $245 per month for the 5-gig plan. However, AT

The 34 Absolute Best Shows to Watch on Prime Video

Reached the end of a binge and ready for something new? Prime Video may offer your next small-screen fixation. Amazon's streaming service is the place to visit for can't-miss originals like The Boys and The Marvelous Mrs. Maisel. With new shows premiering frequently, such as the postapocalyptic drama Fallout, you can choose a fresh release or start a series you've had on the back burner. Note that Prime Video is now ad-supported and charges an extra fee to remove commercials. Read on for this