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Running Deep Learning Models On Intel Hardware? It's Time To Consider A Different OS

Firstly, Intel has done extensive work to make the Xeon family of processors highly optimized for AI. The Intel Xeon Scalable processors outsmart GPUs in accelerating the training on large datasets. Intel is telling its customers that they don’t need expensive GPUs until they meet a threshold. Most of the deep learning training can be effectively done on CPUs that cost a fraction of their GPU counterparts. Beyond the marketing messages and claims, Intel went onto prove that their deep learning stack performs better than NVIDIA GPU-based stack. Recently, Intel published a benchmark to show its leadership in deep learning. Intel Xeon Scalable processers trained a deep learning network with 7878 images per second on ResNet-50 outperforming 7844 images per second on NVIDIA Tesla V100. Intel’s performance optimization doesn’t come just from its CPUs. It is delivered by a purpose-built software stack that is highly optimized at various levels. From the operating system to the TensorFlow framework, Intel has tweaked multiple layers of software to deliver unmatched performance. To ease the process of running this end-to-end stack, Intel has turned to one of its open source projects called Clear Linux OS. Clear Linux project was started as a purpose-built, container-optimized, and lightweight operating system. It was started with the premise that the OS running a container doesn’t need to perform all the functions of a traditional OS. Container Linux, the OS developed by CoreOS (now a part of Red Hat) followed the same philosophy. Within a short span, Clear Linux gained popularity among open source developers. Intel kept improving the OS, making it relevant to run modern workloads such as machine learning training jobs, AI inferencing, analytics and edge computing. Read more Also: Intel Core i9 9900KS Allowing 5.0GHz All-Core, Icelake News Coming This Week

Games: Pathfinder: Kingmaker, MidBoss, CorsixTH, Railway Empire and Unbound: Worlds Apart

  • The RPG 'Pathfinder: Kingmaker' is getting a free Enhanced Edition update next month + new DLC
    Pathfinder: Kingmaker, the party-based RPG from Owlcat Games and Deep Silver is going to expand with a free Enhanced Edition and another DLC. They say it's going to include plenty of "gameplay-enriching content additions" along with the usual quality of life improvements to existing features, new abilities and ways to build your character, a new Slayer class, new items and weapons, improved balance especially in the beginning and last two chapters, an improved kingdom management system, an increased variety to the random encounters on the map and so on.
  • MidBoss, the unique body-snatching roguelike turns 2 with a big sale and future plans details
    MidBoss is a game we've covered here numerous times, mainly due to how unique it is. You take down enemies, take their body and it's pretty amusing. The developer, Kitsune Games, has supported Linux rather nicely and now that MidBoss is over two years old they've decided to put it on a big sale. Not just that, they've also announced a fancy sounding DLC that's coming along with a free update for everyone. The DLC will have brand new pixel-art for all of the monsters, which will include idle animations for them too so the DLC should make the game look a lot more interesting. Also being added in the DLC is a "randomizer mode", to make repeated runs in the game vastly different.
  • FOSS game engine 'CorsixTH' for Theme Hospital update 0.63 is out
    The first major release for the FOSS game engine in some time, CorsixTH 0.63 is out following the recent release candidate build. CorsixTH might not be "finished" but it's incredibly playable and does provide a better experience (mostly) over running the original Theme Hospital.
  • Railway Empire has another update and it's off to France in the latest DLC out now
    There appears to be no stopping this train, Railway Empire continues to see plenty of post-release support and extra optional content. Firstly, the latest "Community Update" is out taking feedback from (you guessed it) the community of players. They've introduced modding support to DLC scenarios, increased the total number of trains and stations you can have, new tooltips, you can skip the current music track using the new "P" hotkey, the train list will actually show problems employees have, new train list filtering options, train speed reduced if they're missing supplies and lots of other nice quality of life updates.
  • A Linux version of the mind-bending multi-dimensional 'Unbound: Worlds Apart' will come at release
    Unbound: Worlds Apart from Alien Pixel Studios is currently crowdfunding on Kickstarter, this hand-crafted puzzler looks like it could melt my mind with the portal system.

Linux 5.2-rc2

Hey, what's to say? Fairly normal rc2, no real highlights - I think most of the diff is the SPDX updates. Who am I kidding? The highlight of the week was clearly Finland winning the ice hockey world championships. So once you sober up from the celebration, go test, Linus Read more Also: Linux 5.2-rc2 Kernel Released As The "Golden Lions"

Audiocasts/Shows: Linux Action News, Linux Gaming News Punch, Open Source Security Podcast and GNU World Order