Photo beating an integer

The original motivation for this side-project was finding a better way to save and load weights trained by a browser based neural network, while developing jsNet. To save weights, as JSON, I would have to log the content out, in the console, or on the page, and as you can imagine, it got pretty bad when the networks got big and there was a lot of data. The solution I came up with was to encode the data as images, which are handled much better than plain JSON text. Inadvertently, the algorithm I used to do that seems to not only have worked pretty well, but the eventual file size was just as small as gzip compression, even actually beating it in most cases.
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High Performance Image Resizing With Image::Scale

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Data compression using images

Several years ago I helped develop a media server that was designed to run on everything from desktop PCs to low-end Linux-based NAS devices. When scanning the library, the server needs to cache all of these thumbnails so they can be displayed quickly. In addition, each image must be cached at several different sizes to optimize for display on different devices. Unfortunately, some of the lower-end NAS devices have very slow CPUs that were designed more for simple file transfer tasks than complex math-intensive image processing. The resampling algorithm in libgd, one of the most common open-source image libraries, uses around 35 floating-point multiplies per pixel of the destination image. Computers are pretty good at multiplying numbers together, but performing math on fractional numbers is more difficult than on whole numbers, and is generally done by a separate part of the CPU called the FPU, or floating-point unit. The regular math unit in the CPU can perform the same calculations, but at the cost of many more operations.
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Data compression using images

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As with pretty much every other review on here, it's the people hands-down. There are so many genuinely good people here who care about the work and care about each other. It is easily the main reason people keep working here even when the job is beating them up. Beyond that, you get to work on big-name clients, and you get to drink booze during the day.
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Comments
  •   Yozshujinn February 2, 2019
    Mueller has no job if the gig is over, that has to be the reason it's still happening. I would think if anything of value had been found and how the never Trumpers like to leak info we'd have heard something by now but noooooo
    +27 -9
  •   Arashizshura April 4, 2018
    I want to have fun a physician like her!
    +6 -10
  •   Nijora March 3, 2018
    I do love how he is using that argument that trans find okay and leveraging it. It's exactly this kind of slippery slope stupidity that the liberals fail to grasp.
    +7 -8
  •   Gardalkis May 5, 2018
    My quest is over. Her name is Bobbi Starr.
    +13 -14
 
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