An overview of the libvirt+xen OpenStack CI, explaining the various components, how they fit together and the specific customisations needed to test libvirt+xen under OpenStack.
XPDS14 - Towards Massive Server Consolidation - Filipe Manco, NECThe Linux Foundation
In recent years Xen has seen the development of many minimalistic or specialized virtual machines (e.g., OSv, Mirage, ClickOS, Erlang on Xen, etc.). Thanks in part to a small CPU and memory footprints, these VMs allow for running thousands or more on a single, inexpensive commodity server. Doing so could save cloud and network operators vast amounts of money.
Attempts to do so are already underway and have discovered important bottlenecks in Xen. While some of these have already been addressed by the community (e.g., limited number of event channels or memory grants) others still remain. In this talk we describe our experience when trying to run up to 10,000 MiniOS-based VMs, including bottlenecks in the XenStore, toolchain and network pipe. We further report on prototypical solutions, and on our implementation of suspend/resume for MiniOS that allows us tens of milliseconds migrations.
XPDS16: Xen Orchestra: building a Cloud on top of Xen - Olivier Lambert & Jul...The Linux Foundation
Since its inception, the Xen Orchestra project which uses AGPLv3, always had a philosophy to listen and engage the community. User feedback shaped our initial concept, which first targeted system administrators. Eventually, our users drove us to support cloud-scale deployments supporting up to 2000 VM's. Retaining simplicity in usage and installation, while evolving Xen Orchestra to cloud scale posed many challenges. This led us to build many new features such ACLs, self-service, live charts, config drive management, and more, forced us to constantly evolve our architecture. First we will show how user needs changed our architecture, and how we implemented challenging problems such as user permissions, ACLs, Containers in a virtualized infrastructure and self service. We will conclude with a short demo, what is next and a lessons learned.
Presentation delivered at LinuxCon China 2016
UEFI HTTP/HTTPS Boot is a new feature of UEFI 2.5+. In the meantime, this feature is not yet implemented in any Linux bootloader. This Birds of a Feather session will give an introduction to UEFI HTTP/HTTPS Boot, and share a proof-of-concept implementation based on grub2 that works on both the emulator (QEMU/OVMF) and HPE ProLiant Gen10 servers.
For HTTPS, the experience and comparison will be shared between the purely software-based and UEFI-based implementations in the aspects of ease of implementation, security strength, and limitation.
The talk is a status report for the latest release and development projects. It will cover the new features and important bug fixes (if any) in 4.7. It will also provide insight on what’s in the queue for the next major release. Retrospective on the release process will also be part of talk.
Konrad Wilk is a Software Development Manager at Oracle. His group’s mission is to make Linux and Xen Project virtualization better and faster. As part of this work, Konrad has been the maintainer of the Xen Project subsystem in Linux, Xen Project maintainer and now also Release Manager for the 4.5 release of the Xen Project Hypervisor. Konrad has been active in the Linux and Xen Project communities for more than 6 years and was instrumental in adding Xen Project support to the Linux Kernel.
It is no accident that Xen software powers some of the largest Clouds in existence. From its outset, the Xen Project was intended to enable what we now call Cloud Computing. This session will explore how the Xen Architecture addresses the needs of the Cloud in ways which facilitate security, throughput, and agility. It will also cover some of the hot new developments of the Xen Project.
XPDS14 - Towards Massive Server Consolidation - Filipe Manco, NECThe Linux Foundation
In recent years Xen has seen the development of many minimalistic or specialized virtual machines (e.g., OSv, Mirage, ClickOS, Erlang on Xen, etc.). Thanks in part to a small CPU and memory footprints, these VMs allow for running thousands or more on a single, inexpensive commodity server. Doing so could save cloud and network operators vast amounts of money.
Attempts to do so are already underway and have discovered important bottlenecks in Xen. While some of these have already been addressed by the community (e.g., limited number of event channels or memory grants) others still remain. In this talk we describe our experience when trying to run up to 10,000 MiniOS-based VMs, including bottlenecks in the XenStore, toolchain and network pipe. We further report on prototypical solutions, and on our implementation of suspend/resume for MiniOS that allows us tens of milliseconds migrations.
XPDS16: Xen Orchestra: building a Cloud on top of Xen - Olivier Lambert & Jul...The Linux Foundation
Since its inception, the Xen Orchestra project which uses AGPLv3, always had a philosophy to listen and engage the community. User feedback shaped our initial concept, which first targeted system administrators. Eventually, our users drove us to support cloud-scale deployments supporting up to 2000 VM's. Retaining simplicity in usage and installation, while evolving Xen Orchestra to cloud scale posed many challenges. This led us to build many new features such ACLs, self-service, live charts, config drive management, and more, forced us to constantly evolve our architecture. First we will show how user needs changed our architecture, and how we implemented challenging problems such as user permissions, ACLs, Containers in a virtualized infrastructure and self service. We will conclude with a short demo, what is next and a lessons learned.
Presentation delivered at LinuxCon China 2016
UEFI HTTP/HTTPS Boot is a new feature of UEFI 2.5+. In the meantime, this feature is not yet implemented in any Linux bootloader. This Birds of a Feather session will give an introduction to UEFI HTTP/HTTPS Boot, and share a proof-of-concept implementation based on grub2 that works on both the emulator (QEMU/OVMF) and HPE ProLiant Gen10 servers.
For HTTPS, the experience and comparison will be shared between the purely software-based and UEFI-based implementations in the aspects of ease of implementation, security strength, and limitation.
The talk is a status report for the latest release and development projects. It will cover the new features and important bug fixes (if any) in 4.7. It will also provide insight on what’s in the queue for the next major release. Retrospective on the release process will also be part of talk.
Konrad Wilk is a Software Development Manager at Oracle. His group’s mission is to make Linux and Xen Project virtualization better and faster. As part of this work, Konrad has been the maintainer of the Xen Project subsystem in Linux, Xen Project maintainer and now also Release Manager for the 4.5 release of the Xen Project Hypervisor. Konrad has been active in the Linux and Xen Project communities for more than 6 years and was instrumental in adding Xen Project support to the Linux Kernel.
It is no accident that Xen software powers some of the largest Clouds in existence. From its outset, the Xen Project was intended to enable what we now call Cloud Computing. This session will explore how the Xen Architecture addresses the needs of the Cloud in ways which facilitate security, throughput, and agility. It will also cover some of the hot new developments of the Xen Project.
XPDS16: libvirt and Tools: What's New and What's Next - James Fehlig, SUSEThe Linux Foundation
A year has passed since the last Xen Developer Summit and it is time to announce the quiet progress made on the libvirt libxl driver and related tooling. New features include memory, cpu, block device, and network interface statistics reporting, support for pvUSB, support for migration stream V2, peer-to-peer migration, UEFI for HVM guests via OVMF, and domain capabilities reporting to name a few. There are also many noteworthy improvements such as better conversion of xl.cfg to/from libvirt domXML, allowing users to easily switch between the xl+libxl and libvirt+libxl toolstacks.
The summit also provides an opportunity to discuss new proposals such as better control of domain placement on NUMA systems, exposing Xen's cpu pool feature in libvirt, supporting non-volatile memory for UEFI variables, and improved capabilities reporting.
Much of libvirt's value for Xen is in the tools built upon it: virt-manager, virt-viewer, virt-install, virt-builder, kimchi, OpenStack nova, etc. These tools also deserve a quick status update as they relate to Xen.
The audience is encouraged to participate, e.g. by requesting a sorely missing feature, warning of an upcoming Xen change that may affect libvirt, or simply suggesting a change that makes virtualization management life a bit easier.
runC: The little engine that could (run Docker containers) by Docker Captain ...Docker, Inc.
With the announcement of the OCI by Solomon Hykes at last summer's DockerCon, a Docker-contributed reference implementation of the OCI spec, called runC, was born. While some of you may have tried runC or have a history of poking at the OS layer integration library to Linux namespaces, cgroups and the like (known as libcontainer), many of you may not know what runC offers. In this talk Phil Estes, Docker engine maintainer who has also contributed to libcontainer and runC, will show what's possible using runC as a lightweight and fast runtime environment to experiment with lower-level features of the container runtime. Phil will introduce a conversion tool called "riddler", which can inspect and convert container configurations from Docker into the proper OCI configuration bundle for easy conversion between the two environments. He'll also demonstrate how to make custom configurations for trying out security features like user namespaces and seccomp profiles.
Presentation given at the 2017 LinuxCon China
Unikernel is a novel software technology that links an application with OS in the form of a library and packages them into a specialized image that facilitates direct deployment on a hypervisor. Comparing to the traditional VM or the recent containers, Unikernels are smaller, more secure and efficient, making them ideal for cloud environments. There are already lots of open source projects like OSv, Rumprun and so on. But why these existing unikernels have yet to gain large popularity broadly? We think Unikernels are facing three major challenges: 1. Compatibility with existing applications; 2. Lack of production support (e.g. monitoring, debugging, logging); 3. Lack of compelling use case. In this presentation, we will review our investigations and exploration of if-how we can convert Linux as Unikernel to eliminate these significant shortcomings, plus some explorations of coordinating and cooperating with hypervisor.
Secure Container solution is to enhance container security by isolating memory between Docker containers inside one VM with Intel VT-x EPT HW, which is highly effective to protect container’s memory and at the meantime defends ret2user privilege escalation attack that exploits kernel vulnerabilities (eg. CVE-2017-6074 UAF (use-after-free) vulnerability). It extends KVM interfaces which the guest OS can leverage to isolate container memory from other containers, and the interfaces rely on Intel VT-x EPT hardware extension and provide memory access protection for the container which sits in an isolated memory region. Each secure container has a dedicated EPT table rather than sharing one EPT table with guest OS, which enforces the cross-EPT memory access protection. The whole solution is user-friendly to fit in the existing cloud server infrastructure with very limited changes.
XPDS14: Removing the Xen Linux Upstream Delta of Various Linux Distros - Luis...The Linux Foundation
Xen is being used in production by many folks, but are they really using the upstream code? If not what are they using? At least SUSE's supported delta for the Linux kernel consists of 116 patches totaling 353,770 lines of code. Debian has 43 patches for a delta of about 1693 lines of code. What is this delta and how do we shrink it? I will give an overview of the supported Linux kernel delta for Xen at SUSE and Debian with upstream but also layout a proposed roadmap of addressing the delta in collaboration with different teams in the Xen community.
Nowadays there is significant diversity in Infrastructure
as a Service (IaaS) clouds. The differences span from
virtualization technology and hypervisors, through storage
and network configuration, to the cloud management
APIs. These differences make migration of a VM (or
a set of VMs) from a private cloud into a public cloud,
or between different public clouds, complicated or even
impractical for many use-cases.
HVX is a virtualization platform that enables complete
abstraction of underlying cloud infrastructure from the
application virtual machines. HVX allows deployment
of existing VMs into the cloud without any modifications,
mobility between the clouds and easy duplication
of the entire deployment.
HVX can be deployed on almost any existing IaaS
cloud. Each instance of the HVX deployment packs in
a nested hypervisor, virtual hardware, network and storage
configuration.
Combined with image store and management APIs,
the HVX can be used for the creation of a virtual cloud
that utilizes existing cloud provider infrastructure as the
hardware rather than using physical servers, switches and
storage.
XPDS16: Xen Scalability Analysis - Weidong Han, Zhichao Huang & Wei Yang, HuaweiThe Linux Foundation
As CPU integrates more cores, server will have more and more cores. It requires hypervisor to have good scalability. This talk will introduce our analysis on many core scalability of Xen, and share some findings and lessons.
Cloud leaders such as Rackspace and Internap are building their next generation cloud using OpenStack and Xen+XenAPI, not everyone uses OpenStack with KVM. Lets take a look at how OpenStack and Xen work together, and look at how you can get more involved.
Xen, XenServer, and XAPI: What’s the Difference?-XPUS13 Bulpin,PavlicekThe Linux Foundation
Many people have difficulty understanding the difference between the Xen Hypervisor, XenServer, and XAPI. In this session, James Bulpin, Director of Technology for XenServer, and Russell Pavlicek, Evangelist for the Xen Project, will attempt to clarify what each project is, what it does, and how it compares with the others. We will cover some of the basic features and functions, the tasks for which each is suitable, and where the projects overlap. Attendees will come away with a better sense of where these three projects fit in the world of Xen virtualization.
XPDS16: Hypervisor-based Security: Vicarious Learning via Introspektioneerin...The Linux Foundation
This presentation is based on the technical hurdles we overcame when building a commercial product on the introspection capabilities of the Xen hypervisor. Mihai Dontu will relate the importance of the x86 emulator, the need for a more focused effort on its completeness and correctness, the problems encountered, and the solutions adopted. He will also approach the subject of performance, for which hypervisor features that were not meant to be in the hot path had to be punctually reworked to solve a key requirement for making a theoretical product a commercial reality.
This document provides a summary of the status of embedded Linux. It discusses recent Linux kernel versions from 4.7 to the upcoming 4.12, highlighting new features. It also covers technology areas like boot time, device tree, graphics, file systems, and security. Several ongoing Linux Foundation projects are mentioned like Long Term Support Initiative, Fuego test framework, and the eLinux wiki. Finally, it lists upcoming conferences and trade associations working on embedded Linux. The document aims to give a quick overview of the current state of embedded Linux topics and projects.
Presentation delivered at LinuxCon China 2017 by Greg Kroah-Hartman.
The Linux kernel is the largest collaborative software development projects ever. This talk will discuss exactly how Linux is developed, how fast it is happening, who is doing the work, and how we all stay sane keeping up with it. It will discuss the development model used, and how it differs from almost all "traditional" models of software development.
Open Source Citrix Windows PV Drivers - Paul Durrant, CitrixThe Linux Foundation
Citrix has recently spent several months making sure all the key parts of XenServer are open source. Part of this effort made the XenServer Windows Paravirtual (PV) drivers available in source form under a BSD 2 clause license on GitHub.
XPDS14 - Xen on ARM: Status and Performance - Stefano Stabellini, CitrixThe Linux Foundation
As the first ARM servers and microservers hit the market, Xen on ARM is becoming more mature, stable and reaching feature parity with x86. This talk will present the current status of the project, will describe the latest improvements, the gaps that still need to be filled and the roadmap going forward. ARMv8 silicon is now available for purchase: we can measure how well Xen on ARM 64-bit is performing on real hardware and compare the performance figures with other hypervisors. The presentation will show these results, it will measure the overhead introduced by Xen on ARM and will compare it with the overhead introduced by Xen and KVM on x86. The talk will explain the reasons behind performance shortfalls and present ideas on how to address them in the future. The performance results will be used to determine when it makes sense to use Xen on ARM and what are the best use cases for it.
Docker 1.11 Meetup: Containerd and runc, by Arnaud Porterie and Michael Crosby Michelle Antebi
In this talk, Michal Crosby will present on runC and Containerd, the internals and how they work together to start and manage containers in Docker. Afterwards, Arnaud Porterie will touch on about what was shipped in 1.11 and how it will enable some of the things we are working on for 1.12.
In this talk, we will give an overview of the state of the Xen Project, trends that impact the project, see whether challenges that surfaced last year have been addressed and how we did it, and highlight new challenges and solutions for the coming year.
CIBox is a continuous integration framework that allows for multidimensional testing before code is merged into the master branch. It provides tools and configurations for local development environments, automated testing, code reviews, and deployment. The framework uses Ansible playbooks to provision and configure Jenkins, Vagrant, databases, and other tools on a CI server. It also generates codebases with scripts for continuous integration testing in Vagrant virtual machines before code is merged.
Facebook uses CentOS for its Linux infrastructure. It manages CentOS upgrades and maintains stability through its own Fast Thin Layer (FTL) which backports key packages from Fedora Rawhide. FTL includes backports of systemd, dbus, and initscripts. Facebook also develops its own tools like dcrpm to help manage RPMs and packages at large scale. It is testing CentOS 8 but focuses on stability and will evaluate new versions of CentOS carefully before deploying them more widely.
XPDS16: libvirt and Tools: What's New and What's Next - James Fehlig, SUSEThe Linux Foundation
A year has passed since the last Xen Developer Summit and it is time to announce the quiet progress made on the libvirt libxl driver and related tooling. New features include memory, cpu, block device, and network interface statistics reporting, support for pvUSB, support for migration stream V2, peer-to-peer migration, UEFI for HVM guests via OVMF, and domain capabilities reporting to name a few. There are also many noteworthy improvements such as better conversion of xl.cfg to/from libvirt domXML, allowing users to easily switch between the xl+libxl and libvirt+libxl toolstacks.
The summit also provides an opportunity to discuss new proposals such as better control of domain placement on NUMA systems, exposing Xen's cpu pool feature in libvirt, supporting non-volatile memory for UEFI variables, and improved capabilities reporting.
Much of libvirt's value for Xen is in the tools built upon it: virt-manager, virt-viewer, virt-install, virt-builder, kimchi, OpenStack nova, etc. These tools also deserve a quick status update as they relate to Xen.
The audience is encouraged to participate, e.g. by requesting a sorely missing feature, warning of an upcoming Xen change that may affect libvirt, or simply suggesting a change that makes virtualization management life a bit easier.
runC: The little engine that could (run Docker containers) by Docker Captain ...Docker, Inc.
With the announcement of the OCI by Solomon Hykes at last summer's DockerCon, a Docker-contributed reference implementation of the OCI spec, called runC, was born. While some of you may have tried runC or have a history of poking at the OS layer integration library to Linux namespaces, cgroups and the like (known as libcontainer), many of you may not know what runC offers. In this talk Phil Estes, Docker engine maintainer who has also contributed to libcontainer and runC, will show what's possible using runC as a lightweight and fast runtime environment to experiment with lower-level features of the container runtime. Phil will introduce a conversion tool called "riddler", which can inspect and convert container configurations from Docker into the proper OCI configuration bundle for easy conversion between the two environments. He'll also demonstrate how to make custom configurations for trying out security features like user namespaces and seccomp profiles.
Presentation given at the 2017 LinuxCon China
Unikernel is a novel software technology that links an application with OS in the form of a library and packages them into a specialized image that facilitates direct deployment on a hypervisor. Comparing to the traditional VM or the recent containers, Unikernels are smaller, more secure and efficient, making them ideal for cloud environments. There are already lots of open source projects like OSv, Rumprun and so on. But why these existing unikernels have yet to gain large popularity broadly? We think Unikernels are facing three major challenges: 1. Compatibility with existing applications; 2. Lack of production support (e.g. monitoring, debugging, logging); 3. Lack of compelling use case. In this presentation, we will review our investigations and exploration of if-how we can convert Linux as Unikernel to eliminate these significant shortcomings, plus some explorations of coordinating and cooperating with hypervisor.
Secure Container solution is to enhance container security by isolating memory between Docker containers inside one VM with Intel VT-x EPT HW, which is highly effective to protect container’s memory and at the meantime defends ret2user privilege escalation attack that exploits kernel vulnerabilities (eg. CVE-2017-6074 UAF (use-after-free) vulnerability). It extends KVM interfaces which the guest OS can leverage to isolate container memory from other containers, and the interfaces rely on Intel VT-x EPT hardware extension and provide memory access protection for the container which sits in an isolated memory region. Each secure container has a dedicated EPT table rather than sharing one EPT table with guest OS, which enforces the cross-EPT memory access protection. The whole solution is user-friendly to fit in the existing cloud server infrastructure with very limited changes.
XPDS14: Removing the Xen Linux Upstream Delta of Various Linux Distros - Luis...The Linux Foundation
Xen is being used in production by many folks, but are they really using the upstream code? If not what are they using? At least SUSE's supported delta for the Linux kernel consists of 116 patches totaling 353,770 lines of code. Debian has 43 patches for a delta of about 1693 lines of code. What is this delta and how do we shrink it? I will give an overview of the supported Linux kernel delta for Xen at SUSE and Debian with upstream but also layout a proposed roadmap of addressing the delta in collaboration with different teams in the Xen community.
Nowadays there is significant diversity in Infrastructure
as a Service (IaaS) clouds. The differences span from
virtualization technology and hypervisors, through storage
and network configuration, to the cloud management
APIs. These differences make migration of a VM (or
a set of VMs) from a private cloud into a public cloud,
or between different public clouds, complicated or even
impractical for many use-cases.
HVX is a virtualization platform that enables complete
abstraction of underlying cloud infrastructure from the
application virtual machines. HVX allows deployment
of existing VMs into the cloud without any modifications,
mobility between the clouds and easy duplication
of the entire deployment.
HVX can be deployed on almost any existing IaaS
cloud. Each instance of the HVX deployment packs in
a nested hypervisor, virtual hardware, network and storage
configuration.
Combined with image store and management APIs,
the HVX can be used for the creation of a virtual cloud
that utilizes existing cloud provider infrastructure as the
hardware rather than using physical servers, switches and
storage.
XPDS16: Xen Scalability Analysis - Weidong Han, Zhichao Huang & Wei Yang, HuaweiThe Linux Foundation
As CPU integrates more cores, server will have more and more cores. It requires hypervisor to have good scalability. This talk will introduce our analysis on many core scalability of Xen, and share some findings and lessons.
Cloud leaders such as Rackspace and Internap are building their next generation cloud using OpenStack and Xen+XenAPI, not everyone uses OpenStack with KVM. Lets take a look at how OpenStack and Xen work together, and look at how you can get more involved.
Xen, XenServer, and XAPI: What’s the Difference?-XPUS13 Bulpin,PavlicekThe Linux Foundation
Many people have difficulty understanding the difference between the Xen Hypervisor, XenServer, and XAPI. In this session, James Bulpin, Director of Technology for XenServer, and Russell Pavlicek, Evangelist for the Xen Project, will attempt to clarify what each project is, what it does, and how it compares with the others. We will cover some of the basic features and functions, the tasks for which each is suitable, and where the projects overlap. Attendees will come away with a better sense of where these three projects fit in the world of Xen virtualization.
XPDS16: Hypervisor-based Security: Vicarious Learning via Introspektioneerin...The Linux Foundation
This presentation is based on the technical hurdles we overcame when building a commercial product on the introspection capabilities of the Xen hypervisor. Mihai Dontu will relate the importance of the x86 emulator, the need for a more focused effort on its completeness and correctness, the problems encountered, and the solutions adopted. He will also approach the subject of performance, for which hypervisor features that were not meant to be in the hot path had to be punctually reworked to solve a key requirement for making a theoretical product a commercial reality.
This document provides a summary of the status of embedded Linux. It discusses recent Linux kernel versions from 4.7 to the upcoming 4.12, highlighting new features. It also covers technology areas like boot time, device tree, graphics, file systems, and security. Several ongoing Linux Foundation projects are mentioned like Long Term Support Initiative, Fuego test framework, and the eLinux wiki. Finally, it lists upcoming conferences and trade associations working on embedded Linux. The document aims to give a quick overview of the current state of embedded Linux topics and projects.
Presentation delivered at LinuxCon China 2017 by Greg Kroah-Hartman.
The Linux kernel is the largest collaborative software development projects ever. This talk will discuss exactly how Linux is developed, how fast it is happening, who is doing the work, and how we all stay sane keeping up with it. It will discuss the development model used, and how it differs from almost all "traditional" models of software development.
Open Source Citrix Windows PV Drivers - Paul Durrant, CitrixThe Linux Foundation
Citrix has recently spent several months making sure all the key parts of XenServer are open source. Part of this effort made the XenServer Windows Paravirtual (PV) drivers available in source form under a BSD 2 clause license on GitHub.
XPDS14 - Xen on ARM: Status and Performance - Stefano Stabellini, CitrixThe Linux Foundation
As the first ARM servers and microservers hit the market, Xen on ARM is becoming more mature, stable and reaching feature parity with x86. This talk will present the current status of the project, will describe the latest improvements, the gaps that still need to be filled and the roadmap going forward. ARMv8 silicon is now available for purchase: we can measure how well Xen on ARM 64-bit is performing on real hardware and compare the performance figures with other hypervisors. The presentation will show these results, it will measure the overhead introduced by Xen on ARM and will compare it with the overhead introduced by Xen and KVM on x86. The talk will explain the reasons behind performance shortfalls and present ideas on how to address them in the future. The performance results will be used to determine when it makes sense to use Xen on ARM and what are the best use cases for it.
Docker 1.11 Meetup: Containerd and runc, by Arnaud Porterie and Michael Crosby Michelle Antebi
In this talk, Michal Crosby will present on runC and Containerd, the internals and how they work together to start and manage containers in Docker. Afterwards, Arnaud Porterie will touch on about what was shipped in 1.11 and how it will enable some of the things we are working on for 1.12.
In this talk, we will give an overview of the state of the Xen Project, trends that impact the project, see whether challenges that surfaced last year have been addressed and how we did it, and highlight new challenges and solutions for the coming year.
CIBox is a continuous integration framework that allows for multidimensional testing before code is merged into the master branch. It provides tools and configurations for local development environments, automated testing, code reviews, and deployment. The framework uses Ansible playbooks to provision and configure Jenkins, Vagrant, databases, and other tools on a CI server. It also generates codebases with scripts for continuous integration testing in Vagrant virtual machines before code is merged.
Facebook uses CentOS for its Linux infrastructure. It manages CentOS upgrades and maintains stability through its own Fast Thin Layer (FTL) which backports key packages from Fedora Rawhide. FTL includes backports of systemd, dbus, and initscripts. Facebook also develops its own tools like dcrpm to help manage RPMs and packages at large scale. It is testing CentOS 8 but focuses on stability and will evaluate new versions of CentOS carefully before deploying them more widely.
CIbox - OpenSource solution for making your #devops betterAndrii Podanenko
This document describes an old and new development workflow for code reviews and continuous integration. The old workflow involved directly committing code to a shared master branch and deploying to a development server, while the new workflow uses feature branches, pull requests, and local virtual environments for development. It also introduces CIBox, an open source project that provides tools and automation to implement the new workflow, including provisioning a CI server and setting up initial project files.
This document discusses stateless hypervisors that are booted from a live image rather than persisting to local storage. Some key points:
- Rackspace uses stateless hypervisors booted from a network image to improve consistency and allow easy updating of all servers.
- The hypervisors are built using Ansible from a base operating system chroot. Common configurations are applied and different "personalities" like KVM or Xen are configured.
- Servers boot the image over the network using iPXE or locally using GRUB. The image runs in memory and mounts persistent storage.
- This approach allows rapid, consistent provisioning of thousands of hypervisors across different hardware with reproducible builds.
DrupalCon Los Angeles - Continuous Integration ToolboxAndrii Podanenko
This document describes a multidimensional continuous integration (CI) workflow for Drupal projects using tools like Vagrant, Ansible, Jenkins, and other automation tools. It provides an overview of how code is developed locally, reviewed through pull requests, tested through automated jobs, and deployed across environments like development, staging, and production. The goal is to standardize and streamline the development process, improve quality, and reduce bottlenecks through automation. Key aspects covered include local development environments, database/configuration handling, code review process, automated testing, and deployment.
The document discusses the author's Kubernetes environment and tools including kubectl, Minikube, and Helm. The author details how they use Minikube to create a single node Kubernetes cluster with kubectl and deploy charts with Helm. They also discuss charts they have already tried like Prometheus and Spinnaker as well as creating their own original chart called abematv-comment-receiver.
CEPH DAY BERLIN - DEPLOYING CEPH IN KUBERNETES WITH ROOKCeph Community
Rook is a cloud native orchestrator for deploying storage systems within Kubernetes. This presentation will highlight the benefits and goes into the details of using Rook to set up a Ceph cluster. In addition, I will also show how to set up Prometheus and Grafana to monitor Ceph in this environment.
OpenNebula Conf 2014: CentOS, QA an OpenNebula - Christoph GaluschkaNETWAYS
CentOS, the Community Enterprise OS, uses Opennebula as virtualization plattform for its automated QA-process. The opennebula setup consists of 3 nodes, all running CentOS-6, who handle the following tasks:
– sunstone as cloud controller
– local mirror/DNS-Server/http-Server for the VMs to pull in packages
– one VM to run a jenkins instance to launch the various tests (ci.de.centos.org)
– nginx on the cloud controller to forward http traffic to the jenkins VM
A public git repository (http://www.gitorious.org/testautomation) is used to allow whoever wants to contribute to pull the current test suite – t_functional, a series of bash scripts used to do funtional tests of various applications, binaries, configuration files and Trademark issues. As new tests are added to the repo via personal clones and merge requests, those tests first need to complete a test run via jenkins. Each test run currently consists of 4 VMs (one for each arch for C5 and C6 – C7 to come), which run the complete test suite. All VMs used for theses tests are instantiated and torn down on demand, whenever the call to testrun a personal clone is issued (via IRC).
Once completed successfully, the request is merged into the main repo. The jenkins node monitors this repository and which automatically triggers another complete test run.
Besides these triggered test runs, the test suite is automatically triggered daily to run. This is used to verify functionality of published updates – a handfull of failty updates have allready been discovered this way.
Besides t_functional, the Linux Test Project Suite of tests is also run on a daily basis, also to verify functionality of the OS and all updates.
The third setup is used to test the available and functional integrity of published docker images for CentOS.
All these tests are later – during the QA-phase of a point release – used to verify functionality of new packages inside the CentOS QA-Setup.
OpenNebulaConf 2014 - CentOS, QA and OpenNebula - Christoph GaluschkaOpenNebula Project
- Christoph Galuschka uses OpenNebula to automate QA testing of CentOS releases through continuous integration (CI). The CI environment consists of 3 servers running OpenNebula and Jenkins to instantiate virtual machines (VMs) and run automated tests on different CentOS versions.
- The t_functional Git repository contains over 430 package and role tests that are run daily by Jenkins on current CentOS VMs. Community contributions of new tests are merged after review. Test results are available on ci.dev.centos.org.
- OpenNebula is also used to control VMs hosting CentOS websites and services across two additional data centers, demonstrating its use beyond just CI/QA automation.
WSO2Con USA 2015: Revolutionizing WSO2 PaaS with Kubernetes & App FactoryWSO2
Containerization is now becoming the most efficient way of developing and deploying software solutions in the cloud. It provides means of running applications with less resource usage, fast startup times, portability across machines, lightweight & layered container images, container image registries, multi-tenancy and many more additional advantages. Docker embraced this space by fulfilling the above requirements and attracting the industry within a very short period of time. Google solved container cluster management features by initiating the Kubernetes project over a decade of experience on running container technologies at scale. Now Kubernetes is in the process of adding more advanced PaaS features such as autoscaling, multicloud or region deployments and composite application model with best of breed ideas and practices from the community.
WSO2 App Factory and WSO2 App Cloud are application Platform as a Service (aPaaS) that provide application development and hosting deployed through these technologies. In this tutorial we will demonstrate how WSO2 products can be run on Kubernetes and the latest WSO2 App Cloud features.
Cloud Foundry on OpenStack - An Experience Report | anynines anynines GmbH
This document discusses experiences migrating from a rented VMware environment to a self-hosted OpenStack cloud and running Cloud Foundry on OpenStack. Some key points discussed include:
- Upgrades to OpenStack before the Grizzly release required a lot of manual work and could result in a full week of downtime for instances to be offline.
- The upcoming Havana to Icehouse upgrade aims for less than 30 minutes of downtime using Chef to automate configuration changes and testing upgrades on a separate OpenStack staging system.
- Random kernel panics, hardware outages, and other factors can kill VMs, so availability zones and aggregates can be used to spread VMs across disjunct networks/racks.
This is the presentation on the current status of the 'Lean Cloud Starterkit'. It allows for lean cloud development process that is implemented including the infrastructure in less then 3 day.
Sharing Best Practices in Setting up and Operating OpenStack CI LoopsThe Linux Foundation
This document discusses two OpenStack continuous integration environments that have been set up for testing Xen - the XenServer CI and the libvirt+Xen CI. It compares the major components, advantages, and disadvantages of each. Some lessons learned from mistakes with the XenServer CI are provided, as well as suggestions for best practices when operating OpenStack CI loops with Xen, including using nodepool to manage single-use virtual machines, the third party CI puppet scripts for orchestration, and Swift for log storage. Open discussion is invited on topics like test coverage, monitoring, and shared orchestration.
We'll give an update on how Facebook manages CentOS at scale on our fleet, how working with the community helps us solve problems at scale and touch upon some of the tooling and processes we've developed. We'll specifically focus on the challenges around upgrading the fleet to a new major release and discuss how we plan to leverage CentOS Stream in our environment.
The document discusses containerizing MPI workloads using Docker and QNIBTerminal. It provides an overview of Docker, describes the QNIBTerminal testbed which runs an HPCG benchmark on multiple Linux distributions within Docker containers, and presents results showing a low performance overhead for containerized workloads compared to bare metal. Future work is discussed around optimizing containers for HPC and benchmarking real-world applications.
Setting up CI/CD Pipeline with Kubernetes and Kublr step by-stepKublr
This document outlines the steps to set up a CI/CD pipeline with Kubernetes and Kublr. It describes using Kublr to automate the deployment and configuration of Kubernetes clusters. It then discusses setting up the necessary DevOps tools like Jenkins, Nexus, and monitoring to enable continuous integration and continuous delivery of applications to the Kubernetes clusters. Various considerations for optimizing the build process and managing resources in the pipeline are also covered.
Setting up CI/CD pipeline with Kubernetes and Kublr step-by-stepOleg Chunikhin
This document outlines the steps to set up a CI/CD pipeline with Kubernetes and Kublr. It describes using Kublr to automate the deployment and configuration of Kubernetes clusters. It then discusses setting up the necessary DevOps tools like Jenkins, Nexus, and monitoring within the Kubernetes environment to enable continuous integration and continuous delivery of applications. The general approach involves connecting these tools with a Git repository to build, test, and deploy code changes automatically through the pipeline to development and production clusters.
Building Clustered Applications with Kubernetes and DockerSteve Watt
This document discusses building clustered applications with Kubernetes and Docker. It provides an overview of Kubernetes, including its architecture and components. It then demonstrates how to install Kubernetes, define and deploy pods, add replication controllers and services. It discusses using volumes for persistence, including different volume types like GlusterFS. Finally, it touches on debugging and provides contact information for following up.
Application construction is great with Ansible, using it for docker helps fight complexity, improves maintainability. And playbooks are portable from docker to cloud.
Similar to Xen Project CI for OpenStack Overview (20)
Static partitioning is used to split an embedded system into multiple domains, each of them having access only to a portion of the hardware on the SoC. It is key to enable mixed-criticality scenarios, where a critical application, often based on a small RTOS, runs alongside a larger non-critical app, typically based on Linux. The two domains cannot interfere with each other.
This talk will explain how to use Xen for static partitioning. It will introduce dom0-less, a new Xen feature written for the purpose. Dom0-less allows multiple VMs to start at boot time directly from the Xen hypervisor, decreasing boot times drastically. It makes it very easy to partition the system without virtualization overhead. Dom0 becomes unnecessary.
This presentation will go into details on how to setup a Xen dom0-less system. It will show configuration examples and explain device assignment. The talk will discuss its implications for latency-sensitive and safety-critical environments.
XPDDS19: How TrenchBoot is Enabling Measured Launch for Open-Source Platform ...The Linux Foundation
Daniel Smith discusses TrenchBoot, a project aiming to establish a unified approach to harnessing boot integrity technologies across open source platforms. TrenchBoot will enable establishing hardware-rooted integrity during platform boot (first launch inspection), runtime (runtime inspection), and other states. For runtime inspection, TrenchBoot will develop a way to securely re-establish the integrity of Xen at any time without rebooting by dynamically launching an integrity kernel to inspect and verify Xen. The talk outlines the initial and future work of TrenchBoot to integrate these capabilities with Linux, Xen and other open source projects.
XPDDS19 Keynote: Xen in Automotive - Artem Mygaiev, Director, Technology Solu...The Linux Foundation
Artem will briefly cover what has been done since the first talk on Xen in Automotive domain back in 2013, what is going on now and what is still missing for broad adaptation of Xen in vehicles. The following topics will be covered:
Embedded/automotive features of Xen
Collaboration with AGL and GENIVI organizations for standardization
Efforts on Functional Safety compliance
Artem will also go over typical automotive use scenarios for Xen which may not be the same as generic computing use of hypervisor.
XPDDS19 Keynote: Xen Project Weather Report 2019 - Lars Kurth, Director of Op...The Linux Foundation
In this keynote talk, we will give an overview of the state of the Xen Project, trends that impact the project, see whether challenges that surfaced last year have been addressed and how we did it, and highlight new challenges and solutions for the coming year.
In recent years unikernels have shown immense performance potential (e.g., boot times of only a few ms, image sizes of only hundreds of KBs).The fundamental drawback of unikernels is that they require that applications be manually ported to the underlying minimalistic OS, needing both expert work and often considerable amount of time.
The Unikraft project provides a unikernel code base and build system that significantly simplifies the building of unikernels. In addition to support for a number CPU architectures, languages and frameworks, Unikraft provides debugging and tracing features that are generally sorely missing from unikernel projects. In this talk we will talk about these features, show a set of preliminary performance numbers, and provide a roadmap for the project's future.
XPDDS19 Keynote: Secret-free Hypervisor: Now and Future - Wei Liu, Software E...The Linux Foundation
The idea of making Xen secret-free has been floating since Spectre and Meltdown came into light. In this talk we will discuss what is being done and what needs to be done next.
XPDDS19 Keynote: Xen Dom0-less - Stefano Stabellini, Principal Engineer, XilinxThe Linux Foundation
This talk will introduce Dom0-less: a new way of using Xen to build mixed-criticality solutions. Dom0-less is a Xen feature that adds a novel approach to static partitioning based on virtualization. It allows multiple domains to start at boot time directly from the Xen hypervisor, decreasing boot times dramatically. Xen userspace tools, such as xl and libvirt, become optional.
Dom0-less extends the existing device tree based Xen boot protocol to cover information required by additional domains. Binaries, such as kernels and ramdisks, are loaded by the bootloader (u-boot) and advertised to Xen via new device tree bindings.
The audience will learn how to use Dom0-less to partition the system. Uboot and device tree configuration details will be explained to enable the audience to get the most out of this feature. The talk will include a status update and details on future plans.
XPDDS19 Keynote: Patch Review for Non-maintainers - George Dunlap, Citrix Sys...The Linux Foundation
As the number of contributions grow, reviewer bandwidth becomes a bottleneck; and maintainers are always asking for more help. However, ultimately maintainers must at least Ack every patch that goes in; so if you're not a maintainer, how can you contribute? Why should anyone care about your opinion?
This talk will try to lay out some advice and guidelines for non-maintainers, for how they can do code review in a way which will effectively reduce the load on maintainers when they do come to review a patch.
This talk is a follow-up to our Summit 2017 presentation in which we covered our plans for Intel VMFUNC and #VE, as well as related use-cases. This year, we will provide a report on what we have accomplished in Xen 4.12, and what remains to be addressed. We will also give a brief status update of VMI on AMD hardware. The session will end with some real-world numbers of the Hypervisor Introspection solution running on Citrix Hypervisor 8.0 with #VE enabled.
OSSJP/ALS19: The Road to Safety Certification: Overcoming Community Challeng...The Linux Foundation
Safety certification is one of the essential requirements for software to be used in highly regulated industries. Besides technical and compliance issues (such as ISO 26262 vs IEC 611508) transitioning an existing project to become more easily safety certifiable requires significant changes to development practices within an open source project.
In this session, we will lay out some challenges of making safety certification achievable in open source and the Xen Project. We will outline the process the Xen Project has followed thus far and highlight lessons learned along the way. The talk will primarily focus on necessary process, tooling changes and community challenges that can prevent progress. We will be offering an in-depth review of how Xen Project is approaching this challenging goal and try to derive lessons for other projects and contributors.
OSSJP/ALS19: The Road to Safety Certification: How the Xen Project is Making...The Linux Foundation
This document summarizes a discussion around enabling functional safety certification for the Xen open source hypervisor project. Key points discussed include:
- Establishing a split development model with open and closed parts to balance community needs and safety requirements.
- Developing reference implementations and stacks supported by multiple vendors to demonstrate safety certification feasibility.
- Creating plans and processes around requirements, documentation, verification testing, and tooling integration to begin filling gaps for certification.
- Addressing challenges around funding, resources, expertise, and maintaining contributions to ensure any initial work is sustainable long-term.
- Taking an iterative, agile approach to make early progress while further securing necessary funding and support from interested parties.
XPDDS19: Speculative Sidechannels and Mitigations - Andrew Cooper, CitrixThe Linux Foundation
2018 saw fundamental shifts in security boundaries which were previously taken for granted. A lot of work has been done in the past 2 years, and largely in secret under embargo, but there is plenty more work to be done to strengthen the existing mitigations and to try to recover some performance without reopening security holes.
This talk will look at speculative execution sidechannels, the work which has already been done to mitigate the security holes, and future work which hopes to bring some improvements.
XPDDS19: Keeping Coherency on Arm: Reborn - Julien Grall, Arm ltdThe Linux Foundation
The Arm architecture provides a set of guidelines that any software should abide by when accessing the memory with MMU off and update page-tables. Failing to do so may result in getting TLB conflicts or breaking coherency.
In a previous talk ("Keeping coherency on Arm"), we focused on updating safely the stage-2 (aka P2M) page-tables. This talk will focus on the boot code and Xen memory management.
During this session, we will introduce some of the guidelines and when they should be used. We will also discuss how Xen boot sequence needs to be reworked to avoid breaking the guidelines.
XPDDS19: QEMU PV Backend 'qdevification'... What Does it Mean? - Paul Durrant...The Linux Foundation
For many years the QEMU codebase has contained PV backends for Xen guests, giving them paravirtual access to storage, network, keyboard, mouse, etc. however these backends have not been configurable as QEMU devices as their implementation did not fully adhere to the QEMU Object Model (QOM).
Particularly the PV storage backend not using proper QOM devices, or qdevs, meant that the QEMU block layer needed to maintain legacy code that was cluttering up the source. This was causing push-back from the maintainers who did not want to accept any patches relating to that Xen backend until it was 'qdevified'.
In this talk, I'll explain the modifications I made to QEMU to achieve 'qdevification' of the PV storage backend, how compatibility with the libxl toolstack was maintained, and what the next steps in both QEMU and libxl development should be.
XPDDS19: Status of PCI Emulation in Xen - Roger Pau Monné, Citrix Systems R&DThe Linux Foundation
PCI is a local computer bus for attaching hardware devices in a computer, and is the main peripheral bus on modern x86 systems. As such, having a proper way to emulate it is crucial for Xen to be able to expose both fully emulated devices or passthrough devices to guests.
This talk will focus on the current status of PCI emulation in Xen, how and where it is used, what are its main limitations and future plans to improve it in order to be more robust and modular.
XPDDS19: [ARM] OP-TEE Mediator in Xen - Volodymyr Babchuk, EPAM SystemsThe Linux Foundation
Volodymyr will speak about TEE mediators. This is a new feature in Xen which allows multiple virtual machines to interact with Trusted Execution Environment available on platform. He developed mediator for one of TEEs, namely OP-TEE.
He will give background information on why TEE is needed at all and share some implementation details.
XPDDS19: Bringing Xen to the Masses: The Story of Building a Community-driven...The Linux Foundation
Xen is a very powerful hypervisor with a talented and diverse developers community. Despite the fact it's almost everywhere (from the Cloud to the embedded world), it can be difficult to set up and manage as a system administrator. General purpose distros have Xen packages, but that's just a start in your Xen journey: you need some tooling and knowledge to have a working and scalable platform.
XCP-ng was built to overcome those issues: by bringing Xen to the masses with a fully turnkey distro with Xen as its core. It's the logical sequel to the XCP project, with a community focus from the start. We'll see how it happened, what we did, and what's next. Finally, we'll see the impact of XCP-ng on the Xen Project.
XPDDS19: Will Robots Automate Your Job Away? Streamlining Xen Project Contrib...The Linux Foundation
Doug has long advocated for more CI/CD (Continuous Integration / Continuous Delivery) processes to be adopted by the Xen Project from the use of Travis CI and now GitLab CI. This talk aims to propose ideas for building upon the existing process and transforming the development process to provide users a higher quality with each release by the Xen Project.
XPDDS19: Client Virtualization Toolstack in Go - Nick Rosbrook & Brendan Kerr...The Linux Foundation
High level toolstacks for server and cloud virtualization are very mature with large communities using and supporting them. Client virtualization is a much more niche community with unique requirements when compared to those found in the server space. In this talk, we’ll introduce a client virtualization toolstack for Xen (redctl) that we are using in Redfield, a new open-source client virtualization distribution that builds upon the work done by the greater virtualization and Linux communities. We will present a case for maturing libxl’s Go bindings and discuss what advantages Go has to offer for high level toolstacks, including in the server space.
Today Xen is scheduling guest virtual cpus on all available physical cpus independently from each other. Recent security issues on modern processors (e.g. L1TF) require to turn off hyperthreading for best security in order to avoid leaking information from one hyperthread to the other. One way to avoid having to turn off hyperthreading is to only ever schedule virtual cpus of the same guest on one physical core at the same time. This is called core scheduling.
This presentation shows results from the effort to implement core scheduling in the Xen hypervisor. The basic modifications in Xen are presented and performance numbers with core scheduling active are shown.
Skybuffer SAM4U tool for SAP license adoptionTatiana Kojar
Manage and optimize your license adoption and consumption with SAM4U, an SAP free customer software asset management tool.
SAM4U, an SAP complimentary software asset management tool for customers, delivers a detailed and well-structured overview of license inventory and usage with a user-friendly interface. We offer a hosted, cost-effective, and performance-optimized SAM4U setup in the Skybuffer Cloud environment. You retain ownership of the system and data, while we manage the ABAP 7.58 infrastructure, ensuring fixed Total Cost of Ownership (TCO) and exceptional services through the SAP Fiori interface.
Your One-Stop Shop for Python Success: Top 10 US Python Development Providersakankshawande
Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
The Microsoft 365 Migration Tutorial For Beginner.pptxoperationspcvita
This presentation will help you understand the power of Microsoft 365. However, we have mentioned every productivity app included in Office 365. Additionally, we have suggested the migration situation related to Office 365 and how we can help you.
You can also read: https://www.systoolsgroup.com/updates/office-365-tenant-to-tenant-migration-step-by-step-complete-guide/
"Choosing proper type of scaling", Olena SyrotaFwdays
Imagine an IoT processing system that is already quite mature and production-ready and for which client coverage is growing and scaling and performance aspects are life and death questions. The system has Redis, MongoDB, and stream processing based on ksqldb. In this talk, firstly, we will analyze scaling approaches and then select the proper ones for our system.
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
Lambda, Elastic Beanstalk, Lightsail, Amplify, S3 (and more!) can each host websites + APIs. But which one should we choose?
Which one is cheapest? Which one is fastest? Which one will scale to meet our needs?
Join me in this session as we dive into each AWS hosting service to determine which one is best for your scenario and explain why!
In the realm of cybersecurity, offensive security practices act as a critical shield. By simulating real-world attacks in a controlled environment, these techniques expose vulnerabilities before malicious actors can exploit them. This proactive approach allows manufacturers to identify and fix weaknesses, significantly enhancing system security.
This presentation delves into the development of a system designed to mimic Galileo's Open Service signal using software-defined radio (SDR) technology. We'll begin with a foundational overview of both Global Navigation Satellite Systems (GNSS) and the intricacies of digital signal processing.
The presentation culminates in a live demonstration. We'll showcase the manipulation of Galileo's Open Service pilot signal, simulating an attack on various software and hardware systems. This practical demonstration serves to highlight the potential consequences of unaddressed vulnerabilities, emphasizing the importance of offensive security practices in safeguarding critical infrastructure.
What is an RPA CoE? Session 1 – CoE VisionDianaGray10
In the first session, we will review the organization's vision and how this has an impact on the COE Structure.
Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
Best 20 SEO Techniques To Improve Website Visibility In SERPPixlogix Infotech
Boost your website's visibility with proven SEO techniques! Our latest blog dives into essential strategies to enhance your online presence, increase traffic, and rank higher on search engines. From keyword optimization to quality content creation, learn how to make your site stand out in the crowded digital landscape. Discover actionable tips and expert insights to elevate your SEO game.
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyScyllaDB
Freshworks creates AI-boosted business software that helps employees work more efficiently and effectively. Managing data across multiple RDBMS and NoSQL databases was already a challenge at their current scale. To prepare for 10X growth, they knew it was time to rethink their database strategy. Learn how they architected a solution that would simplify scaling while keeping costs under control.
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3Data Hops
Free A4 downloadable and printable Cyber Security, Social Engineering Safety and security Training Posters . Promote security awareness in the home or workplace. Lock them Out From training providers datahops.com
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
Monitoring and Managing Anomaly Detection on OpenShift.pdfTosin Akinosho
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
Digital Banking in the Cloud: How Citizens Bank Unlocked Their MainframePrecisely
Inconsistent user experience and siloed data, high costs, and changing customer expectations – Citizens Bank was experiencing these challenges while it was attempting to deliver a superior digital banking experience for its clients. Its core banking applications run on the mainframe and Citizens was using legacy utilities to get the critical mainframe data to feed customer-facing channels, like call centers, web, and mobile. Ultimately, this led to higher operating costs (MIPS), delayed response times, and longer time to market.
Ever-changing customer expectations demand more modern digital experiences, and the bank needed to find a solution that could provide real-time data to its customer channels with low latency and operating costs. Join this session to learn how Citizens is leveraging Precisely to replicate mainframe data to its customer channels and deliver on their “modern digital bank” experiences.