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Servers/Back End: Kubeflow, Kubernetes and EdgeX Foundry

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  • Designing an open source machine learning platform for autonomous vehicles

    Self-driving cars are one of the most notable technology breakthroughs of recent years. The progress that has been made from the DARPA challenges in the early 2000s to Waymo’s commercial tests is astounding. Despite this rapid progress, much still needs to be done to reach full autonomy without humans in the loop – an objective also referred to as SAE Level 5. Infrastructure is one of the gaps that need to be bridged to achieve full autonomy.

    Embedding the full compute power needed to fully automatise vehicles may prove challenging. On the other hand, relying on the cloud at scale would pose latency and bandwidth issues. Therefore, vehicle autonomy is a case for edge computing. But, how to distribute and orchestrate AI workloads, data storage, and networking at the edge for such a safety-critical application? We propose an open-source architecture that will address these questions.

    [...]

    In order to implement an open-source machine learning platform for autonomous vehicles, data scientists can use Kubeflow: the machine learning toolkit for Kubernetes. The Kubeflow project is dedicated to making deployments of machine learning workflows simple, portable and scalable. It consists of various open-source projects which can be integrated to work together. This includes Jupyter notebooks and the TensorFlow ecosystem. However, since the Kubeflow project is growing very fast, its support is soon going to expand over other open-source projects, such as PyTorch, MXNet, Chainer, and more.

    Kubeflow allows data scientists to utilize all base machine learning algorithms. This includes regression algorithms, pattern recognition algorithms, clustering and decision making algorithms. With Kubeflow data scientists can easily implement tasks which are essential for autonomous vehicles. These tasks include object detection, identification, recognition, classification, and localisation.

  • Kubernetes communication, SRE struggles, and more industry trends

    As part of my role as a senior product marketing manager at an enterprise software company with an open source development model, I publish a regular update about open source community, market, and industry trends for product marketers, managers, and other influencers. Here are five of my and their favorite articles from that update.

  • Introducing a Tech Preview of Containerized Ceph on Kubernetes

    We have been hard at work to bring a containerized version of Ceph to Kubernetes, and we are very excited to announce that we are releasing a technical preview of our project to run SUSE Enterprise Storage (powered by Ceph) on SUSE CaaS Platform (powered by Kubernetes). We leverage the most modern, powerful application management framework to make Ceph lifecycle management easier, and we provide an easy way for SUSE CaaS Platform users to get Kubernetes-native persistent storage for their Kubernetes cluster backed by enterprise-grade software-defined storage.

    [...]

    The good news is that work on Rook and Ceph-Rook integration is a concentrated effort upstream. There are many eyes—and many fingers—working to make Ceph better on Kubernetes. We at SUSE are in a good position to make sure that Ceph and Rook work upstream will meet the unique needs of our customers, and we are thrilled that our customers and their needs are able to make upstream better.

  • Making The IoT More Open: A Common Framework For IoT Edge Computing With EdgeX Foundry

    The internet of things (IoT) is a diverse space, but it’s also fragmented by design, whether it’s consumer IoT or industrial IoT. In 2015, Dell started working on a project called Project Fuse to weave together the diverse and fragmented world of IoT. The idea was to build the right architecture for IoT and edge computing.

    The team working on the project quickly realized that they needed to extend the cloud-native principles — things like microservice-based architectures and platform independence — as close as possible to the device edge so that there would be more flexibility in how solutions are devised. In order to succeed, the project needed to be vendor-neutral, interoperable and open.

More in Tux Machines

digiKam 7.7.0 is released

After three months of active maintenance and another bug triage, the digiKam team is proud to present version 7.7.0 of its open source digital photo manager. See below the list of most important features coming with this release. Read more

Dilution and Misuse of the "Linux" Brand

Samsung, Red Hat to Work on Linux Drivers for Future Tech

The metaverse is expected to uproot system design as we know it, and Samsung is one of many hardware vendors re-imagining data center infrastructure in preparation for a parallel 3D world. Samsung is working on new memory technologies that provide faster bandwidth inside hardware for data to travel between CPUs, storage and other computing resources. The company also announced it was partnering with Red Hat to ensure these technologies have Linux compatibility. Read more

today's howtos

  • How to install go1.19beta on Ubuntu 22.04 – NextGenTips

    In this tutorial, we are going to explore how to install go on Ubuntu 22.04 Golang is an open-source programming language that is easy to learn and use. It is built-in concurrency and has a robust standard library. It is reliable, builds fast, and efficient software that scales fast. Its concurrency mechanisms make it easy to write programs that get the most out of multicore and networked machines, while its novel-type systems enable flexible and modular program constructions. Go compiles quickly to machine code and has the convenience of garbage collection and the power of run-time reflection. In this guide, we are going to learn how to install golang 1.19beta on Ubuntu 22.04. Go 1.19beta1 is not yet released. There is so much work in progress with all the documentation.

  • molecule test: failed to connect to bus in systemd container - openQA bites

    Ansible Molecule is a project to help you test your ansible roles. I’m using molecule for automatically testing the ansible roles of geekoops.

  • How To Install MongoDB on AlmaLinux 9 - idroot

    In this tutorial, we will show you how to install MongoDB on AlmaLinux 9. For those of you who didn’t know, MongoDB is a high-performance, highly scalable document-oriented NoSQL database. Unlike in SQL databases where data is stored in rows and columns inside tables, in MongoDB, data is structured in JSON-like format inside records which are referred to as documents. The open-source attribute of MongoDB as a database software makes it an ideal candidate for almost any database-related project. This article assumes you have at least basic knowledge of Linux, know how to use the shell, and most importantly, you host your site on your own VPS. The installation is quite simple and assumes you are running in the root account, if not you may need to add ‘sudo‘ to the commands to get root privileges. I will show you the step-by-step installation of the MongoDB NoSQL database on AlmaLinux 9. You can follow the same instructions for CentOS and Rocky Linux.

  • An introduction (and how-to) to Plugin Loader for the Steam Deck. - Invidious
  • Self-host a Ghost Blog With Traefik

    Ghost is a very popular open-source content management system. Started as an alternative to WordPress and it went on to become an alternative to Substack by focusing on membership and newsletter. The creators of Ghost offer managed Pro hosting but it may not fit everyone's budget. Alternatively, you can self-host it on your own cloud servers. On Linux handbook, we already have a guide on deploying Ghost with Docker in a reverse proxy setup. Instead of Ngnix reverse proxy, you can also use another software called Traefik with Docker. It is a popular open-source cloud-native application proxy, API Gateway, Edge-router, and more. I use Traefik to secure my websites using an SSL certificate obtained from Let's Encrypt. Once deployed, Traefik can automatically manage your certificates and their renewals. In this tutorial, I'll share the necessary steps for deploying a Ghost blog with Docker and Traefik.