A quick introduction of docker containerization. This slide provides overview of other related things such as docker-compose, swarm mode and orchestration.
Practical information on how to Optimize Virtual Machines for High Performance by Boyan Krosnov, Chief Product Officer at StorPool Storage
Presentation delivered at OpenNebula TechDay Sofia on 25-th of February 2016
OpenNebulaConf2015 2.02 Backing up your VM’s with Bacula - Alberto GarcíaOpenNebula Project
How to use Bacula and live snapshot’s capabilities on OpenNebula to make backups of your virtual machines and store them.
Author Biography
Automate all the things! I love using any tool to make things to work automagically.
This document discusses Conair, a Docker implementation that uses systemd for container management and Btrfs for snapshots. It advocates for using fewer configurations and more conventions. Key aspects include using Archlinux as a base image, systemd-networkd for networking, and Btrfs subvolumes and snapshots to manage container images. Conair provides commands like "conair init" to set up the environment and "conair run" and others to manage containers, taking advantage of systemd integration while running multiple services within a single container.
This document summarizes a presentation on KVM optimizations and best practices for both desktop and datacenter use. It covers tools like Libvirtd and virt-manager, virtio drivers, image backends like Qcow2, CPU pinning and cgroups, networking configurations, desktop sharing with SPICE, and challenges in cloud deployments around live migration, storage, and network isolation.
This document outlines an agenda for a two-day workshop on containers and Docker. Day 1 covers virtualization theory and hands-on labs with VirtualBox. Day 2 focuses on containers theory, Docker, and hands-on Docker labs. The document explains key Docker concepts like images, the Dockerfile for building images, layers, networking, and orchestration. It provides instructions for several hands-on Docker labs including running cowsay in a container, pulling an existing image, building a custom image that runs cowsay with fortunes, and publishing the custom image to Docker Hub.
Storage based snapshots for KVM VMs in CloudStackShapeBlue
This document discusses storage-based snapshots for KVM VMs in CloudStack. It describes how CloudStack can leverage underlying storage providers' capabilities to take consistent snapshots of VMs and their disks while the VMs are running, regardless of disk format. This is done by freezing the VM, taking asynchronous snapshots of its disks, then unfreezing the VM. This provides faster, more space-efficient snapshots compared to CloudStack's default VM snapshot implementation for qcow disks. The technique works with various storage providers like NFS, Ceph, and StorPool.
Practical information on how to Optimize Virtual Machines for High Performance by Boyan Krosnov, Chief Product Officer at StorPool Storage
Presentation delivered at OpenNebula TechDay Sofia on 25-th of February 2016
OpenNebulaConf2015 2.02 Backing up your VM’s with Bacula - Alberto GarcíaOpenNebula Project
How to use Bacula and live snapshot’s capabilities on OpenNebula to make backups of your virtual machines and store them.
Author Biography
Automate all the things! I love using any tool to make things to work automagically.
This document discusses Conair, a Docker implementation that uses systemd for container management and Btrfs for snapshots. It advocates for using fewer configurations and more conventions. Key aspects include using Archlinux as a base image, systemd-networkd for networking, and Btrfs subvolumes and snapshots to manage container images. Conair provides commands like "conair init" to set up the environment and "conair run" and others to manage containers, taking advantage of systemd integration while running multiple services within a single container.
This document summarizes a presentation on KVM optimizations and best practices for both desktop and datacenter use. It covers tools like Libvirtd and virt-manager, virtio drivers, image backends like Qcow2, CPU pinning and cgroups, networking configurations, desktop sharing with SPICE, and challenges in cloud deployments around live migration, storage, and network isolation.
This document outlines an agenda for a two-day workshop on containers and Docker. Day 1 covers virtualization theory and hands-on labs with VirtualBox. Day 2 focuses on containers theory, Docker, and hands-on Docker labs. The document explains key Docker concepts like images, the Dockerfile for building images, layers, networking, and orchestration. It provides instructions for several hands-on Docker labs including running cowsay in a container, pulling an existing image, building a custom image that runs cowsay with fortunes, and publishing the custom image to Docker Hub.
Storage based snapshots for KVM VMs in CloudStackShapeBlue
This document discusses storage-based snapshots for KVM VMs in CloudStack. It describes how CloudStack can leverage underlying storage providers' capabilities to take consistent snapshots of VMs and their disks while the VMs are running, regardless of disk format. This is done by freezing the VM, taking asynchronous snapshots of its disks, then unfreezing the VM. This provides faster, more space-efficient snapshots compared to CloudStack's default VM snapshot implementation for qcow disks. The technique works with various storage providers like NFS, Ceph, and StorPool.
This deck was build for a virtualization workshop part of a broader Big Data architecture course at Geeks Academy. It contains a theory part and some hands on exercise.
This document introduces XtraBackup Manager, a command line tool written in PHP5 that leverages cron, netcat and ssh to automate MySQL backups across Linux and Solaris servers. It works by installing XtraBackup on backup and database servers, then using XtraBackup Manager to schedule and run full or incremental backups to designated storage volumes. Key features include throttling, email alerts, logging and materialized backups to reduce restore times, with the goal of providing an open source alternative to proprietary backup solutions.
Highly efficient backups with percona xtrabackupNilnandan Joshi
Percona XtraBackup is an open source, free MySQL hot backup software that performs non-blocking backups for InnoDB and XtraDB databases. In this talk we'll describe below things.
- How it works with MySQL/Percona Server and what are the features provided
- Difference between Xtrabackup and Innobackupex
- How to take full/increment/partial backup and restore
- How to use features like streaming, compression, remote and compact backups
- How to troubleshoot the issue with xtrabackup
This document summarizes a presentation about PostgreSQL replication. It discusses different replication terms like master/slave and primary/secondary. It also covers replication mechanisms like statement-based and binary replication. The document outlines how to configure and administer replication through files like postgresql.conf and recovery.conf. It discusses managing replication including failover, failback, remastering and replication lag. It also covers synchronous replication and cascading replication setups.
How do you operate over 1,200 deployments on a single BOSH Director? In the past many talks have had the Topic of Cloud Foundry at scale. But how about the underlying automation layer? BOSH has its own set of challenges and limits for running VMs and Deployments at scale. Learn which obstacles and limits came up and how we solved them with the help of the BOSH core development team. Learn how we monitor the directors, be it via logging and metrics or performance indicators. We’ll also show you how we automate BOSH itself to ensure the best experience for end users, and to keep them blissfully unaware of the complexity of the processes working on their behalf After this talk you will also be able to run at least 1,200 deployments on your directors.
OpenNebulaconf2017US: Paying down technical debt with "one" dollar bills by ...OpenNebula Project
In addition to providing bare-metal access to large amounts of compute FAS Research Computing (FASRC) at Harvard also builds and fully maintains custom virtual machines tailored to faculty and researchers needs including lab websites, portals, databases, project development environments, and more both locally and on public clouds. Recently FASRC converted its internal VM infrastructure from a completely home-made KVM cluster to a more robust and reliable system powered by OpenNebula and Ceph configured with public cloud integration. Over the years as the number of VMs grew our home-made solution started to show signs of wear and tear with respect to scheduling, provisioning, management, inventory, and performance. Our new deployment improves on all of these areas and provides APIs and features that both help us serve clients more efficiently and improve our internal processes for testing new system configurations and dynamically spinning up resources for continous integration and deployment. Our new VM infrastructure deployment is fully automated via puppet and has been used to provision a multi-datacenter, fault-tolerant, VM infrastructure with a multi-tiered back-up system and robust VM and virtual disk monitoring. We will describe our internal system architecture and deployment, challenges we faced, and innovations we made along the way while deploying OpenNebula and Ceph. We will also discuss a new client-facing OpenNebula cloud deployment we’re currently beta testing with select users where users have full control over the creation and configuration of their VMs on FASRC compute resources via the OpenNebula dashboard and APIs.
Improving Development and Deployment with DockerIrfad Razick
Introduction to docker and its importance in current development and deployment environments.
Basic configurations of docker images and demo on Nomad clustering solution.
New features for vCenter in OpenNebula 5.4
Talk held in Techday Madrid, 2017. More info:
https://opennebula.org/community/techdays/techday-madrid-2017/
Percona Xtrabackup provides fully open-source, high-performance, non-blocking backups for MySQL databases. It can create full or incremental backups of InnoDB or MyISAM tables with features like parallel backups, compression, point-in-time recovery, and streaming backups. The backups can be applied using the innobackupex command line tool to restore databases efficiently.
Basics of Logical Replication,Streaming replication vs Logical Replication ,U...Rajni Baliyan
This document provides an overview of logical replication in PostgreSQL 10. It discusses the history of PostgreSQL replication, the key concepts of logical replication including publications, subscriptions, and replication slots. It presents several use cases for logical replication such as cross-platform, cross-version, and write operations at the subscriber. The document also covers configuration settings, a quick setup demonstration, monitoring, resolving conflicts, and limitations of logical replication.
The document discusses an autonomic cloud architecture based on IBM's autonomic computing model. It uses OpenNebula as the cloud manager to provide self-awareness and self-configuration capabilities to virtual machines through OneGate, which exposes a REST interface. OneFlow is used for auto-scaling services. OneGate allows VMs to push monitoring metrics and receive information to enable self-awareness and handle configuration changes.
Google Developer Group Central VA - Google Cloud PlatformChida Chidambaram
Presented at Central VA Google Developer Group - Google Cloud Platform focusing on Google Compute Engine GCE
The Event Link is: http://www.meetup.com/Google-Developer-Group-Central-Virginia/events/225896524/
Charlottesville, VA - 10/23/2015
FreeNAS 10: Challenges of Building a Modern Storage Appliance based on FreeBS...iXsystems
The slides for Jordan Hubbard's presentation, “FreeNAS 10: Challenges of Building a Modern Storage Appliance based on FreeBSD”, given at MeetBSD California 2016 in Berkeley, CA.
A recording of the talk can be viewed at: http://bit.ly/2hH7nua.
Olivier Cochard-Labbé, the original founder of FreeNAS, shares with us a presentation outlining the history and beginnings of what would become the world's most popular storage operating system.
http://www.ixsystems.com
http://www.freenas.org
Vincent Legout presented on Gandi's experience upgrading from Xen 4.1 to Xen 4.8. Gandi virtualizes approximately 10,000 VMs using Xen and upgraded to take advantage of new features in 4.8 like live patching. The upgrade process involved building new tools to convert VM formats and live migrate VMs between hypervisors. While some issues occurred with disk corruptions and crashes, overall Gandi has been satisfied with Xen 4.8, especially its security support and new live migration capabilities.
UltraESB - Installation and ConfigurationAdroitLogic
This document provides instructions on installing and getting started with UltraESB. It discusses key links, prerequisites like Java, software releases, distributions, and the UltraESB "project". It then covers setting up a development environment in Eclipse, configuring Eclipse, starting the ESB, stopping it, and details the default configuration and deployment units.
Docker is a tool that allows applications to be packaged into containers that provide isolation and portability. Containers use less resources than virtual machines and allow applications and their dependencies to be easily deployed. The Docker engine runs containers using images, which are templates that contain instructions for creating containers. Docker Compose allows defining and running multi-container applications, and tools like Portainer provide graphical interfaces for managing Docker containers.
Deploying Windows Containers on Windows Server 2016Ben Hall
This document discusses deploying Docker containers on Windows Server 2016. It provides an introduction to Docker and containers, explains how containers work on Windows, and demonstrates how to deploy common applications like IIS and ASP.NET within Windows containers. It also covers building Windows-based Docker images, running containers in production, and the future of containers on Windows platforms.
Create a presentation on Docker with help of 5 group members which is presented by two members of our group at school. Presentation covering topics: Virtualization Virtual Machines Container Technology (Docker) Docker Compose Docker Swarm
This deck was build for a virtualization workshop part of a broader Big Data architecture course at Geeks Academy. It contains a theory part and some hands on exercise.
This document introduces XtraBackup Manager, a command line tool written in PHP5 that leverages cron, netcat and ssh to automate MySQL backups across Linux and Solaris servers. It works by installing XtraBackup on backup and database servers, then using XtraBackup Manager to schedule and run full or incremental backups to designated storage volumes. Key features include throttling, email alerts, logging and materialized backups to reduce restore times, with the goal of providing an open source alternative to proprietary backup solutions.
Highly efficient backups with percona xtrabackupNilnandan Joshi
Percona XtraBackup is an open source, free MySQL hot backup software that performs non-blocking backups for InnoDB and XtraDB databases. In this talk we'll describe below things.
- How it works with MySQL/Percona Server and what are the features provided
- Difference between Xtrabackup and Innobackupex
- How to take full/increment/partial backup and restore
- How to use features like streaming, compression, remote and compact backups
- How to troubleshoot the issue with xtrabackup
This document summarizes a presentation about PostgreSQL replication. It discusses different replication terms like master/slave and primary/secondary. It also covers replication mechanisms like statement-based and binary replication. The document outlines how to configure and administer replication through files like postgresql.conf and recovery.conf. It discusses managing replication including failover, failback, remastering and replication lag. It also covers synchronous replication and cascading replication setups.
How do you operate over 1,200 deployments on a single BOSH Director? In the past many talks have had the Topic of Cloud Foundry at scale. But how about the underlying automation layer? BOSH has its own set of challenges and limits for running VMs and Deployments at scale. Learn which obstacles and limits came up and how we solved them with the help of the BOSH core development team. Learn how we monitor the directors, be it via logging and metrics or performance indicators. We’ll also show you how we automate BOSH itself to ensure the best experience for end users, and to keep them blissfully unaware of the complexity of the processes working on their behalf After this talk you will also be able to run at least 1,200 deployments on your directors.
OpenNebulaconf2017US: Paying down technical debt with "one" dollar bills by ...OpenNebula Project
In addition to providing bare-metal access to large amounts of compute FAS Research Computing (FASRC) at Harvard also builds and fully maintains custom virtual machines tailored to faculty and researchers needs including lab websites, portals, databases, project development environments, and more both locally and on public clouds. Recently FASRC converted its internal VM infrastructure from a completely home-made KVM cluster to a more robust and reliable system powered by OpenNebula and Ceph configured with public cloud integration. Over the years as the number of VMs grew our home-made solution started to show signs of wear and tear with respect to scheduling, provisioning, management, inventory, and performance. Our new deployment improves on all of these areas and provides APIs and features that both help us serve clients more efficiently and improve our internal processes for testing new system configurations and dynamically spinning up resources for continous integration and deployment. Our new VM infrastructure deployment is fully automated via puppet and has been used to provision a multi-datacenter, fault-tolerant, VM infrastructure with a multi-tiered back-up system and robust VM and virtual disk monitoring. We will describe our internal system architecture and deployment, challenges we faced, and innovations we made along the way while deploying OpenNebula and Ceph. We will also discuss a new client-facing OpenNebula cloud deployment we’re currently beta testing with select users where users have full control over the creation and configuration of their VMs on FASRC compute resources via the OpenNebula dashboard and APIs.
Improving Development and Deployment with DockerIrfad Razick
Introduction to docker and its importance in current development and deployment environments.
Basic configurations of docker images and demo on Nomad clustering solution.
New features for vCenter in OpenNebula 5.4
Talk held in Techday Madrid, 2017. More info:
https://opennebula.org/community/techdays/techday-madrid-2017/
Percona Xtrabackup provides fully open-source, high-performance, non-blocking backups for MySQL databases. It can create full or incremental backups of InnoDB or MyISAM tables with features like parallel backups, compression, point-in-time recovery, and streaming backups. The backups can be applied using the innobackupex command line tool to restore databases efficiently.
Basics of Logical Replication,Streaming replication vs Logical Replication ,U...Rajni Baliyan
This document provides an overview of logical replication in PostgreSQL 10. It discusses the history of PostgreSQL replication, the key concepts of logical replication including publications, subscriptions, and replication slots. It presents several use cases for logical replication such as cross-platform, cross-version, and write operations at the subscriber. The document also covers configuration settings, a quick setup demonstration, monitoring, resolving conflicts, and limitations of logical replication.
The document discusses an autonomic cloud architecture based on IBM's autonomic computing model. It uses OpenNebula as the cloud manager to provide self-awareness and self-configuration capabilities to virtual machines through OneGate, which exposes a REST interface. OneFlow is used for auto-scaling services. OneGate allows VMs to push monitoring metrics and receive information to enable self-awareness and handle configuration changes.
Google Developer Group Central VA - Google Cloud PlatformChida Chidambaram
Presented at Central VA Google Developer Group - Google Cloud Platform focusing on Google Compute Engine GCE
The Event Link is: http://www.meetup.com/Google-Developer-Group-Central-Virginia/events/225896524/
Charlottesville, VA - 10/23/2015
FreeNAS 10: Challenges of Building a Modern Storage Appliance based on FreeBS...iXsystems
The slides for Jordan Hubbard's presentation, “FreeNAS 10: Challenges of Building a Modern Storage Appliance based on FreeBSD”, given at MeetBSD California 2016 in Berkeley, CA.
A recording of the talk can be viewed at: http://bit.ly/2hH7nua.
Olivier Cochard-Labbé, the original founder of FreeNAS, shares with us a presentation outlining the history and beginnings of what would become the world's most popular storage operating system.
http://www.ixsystems.com
http://www.freenas.org
Vincent Legout presented on Gandi's experience upgrading from Xen 4.1 to Xen 4.8. Gandi virtualizes approximately 10,000 VMs using Xen and upgraded to take advantage of new features in 4.8 like live patching. The upgrade process involved building new tools to convert VM formats and live migrate VMs between hypervisors. While some issues occurred with disk corruptions and crashes, overall Gandi has been satisfied with Xen 4.8, especially its security support and new live migration capabilities.
UltraESB - Installation and ConfigurationAdroitLogic
This document provides instructions on installing and getting started with UltraESB. It discusses key links, prerequisites like Java, software releases, distributions, and the UltraESB "project". It then covers setting up a development environment in Eclipse, configuring Eclipse, starting the ESB, stopping it, and details the default configuration and deployment units.
Docker is a tool that allows applications to be packaged into containers that provide isolation and portability. Containers use less resources than virtual machines and allow applications and their dependencies to be easily deployed. The Docker engine runs containers using images, which are templates that contain instructions for creating containers. Docker Compose allows defining and running multi-container applications, and tools like Portainer provide graphical interfaces for managing Docker containers.
Deploying Windows Containers on Windows Server 2016Ben Hall
This document discusses deploying Docker containers on Windows Server 2016. It provides an introduction to Docker and containers, explains how containers work on Windows, and demonstrates how to deploy common applications like IIS and ASP.NET within Windows containers. It also covers building Windows-based Docker images, running containers in production, and the future of containers on Windows platforms.
Create a presentation on Docker with help of 5 group members which is presented by two members of our group at school. Presentation covering topics: Virtualization Virtual Machines Container Technology (Docker) Docker Compose Docker Swarm
Presented Docker in 15 minutes with two of my classmates at school.
Presentation covering topics:
Virtualization
Virtual Machines
Container Technology (Docker)
Docker Compose
Docker Swarm
The demo can be found at:
https://github.com/DanishKhakwani/SimpleDockerDemo
Docker provides lightweight virtualization using containers. It allows applications to be packaged with their dependencies and run consistently across environments. Java applications can be containerized using Docker to enable continuous delivery, running the same environment for development, testing, and production. The Docker ecosystem is growing with many tools and platforms supporting containerization of Java applications.
Intersog Hack_n_Tell. Docker. First steps.Intersog
This document provides an introduction to Docker, including its components, installation, basic workflow, usage scenarios and examples. Docker is presented as an alternative to virtual machines that provides OS-level virtualization through containers. It consists of a daemon, REST API and CLI client. Examples shown how to run basic services like Postgres and Wordpress in isolated containers on the local host. The document recommends Docker Hub for images and links to official documentation for further learning.
In a talk intended for beginners who are already familiar with Bash and other Linux basics, I will demonstrate how Docker is a powerful tool to build, deploy and run applications. I'll introduce Docker container architecture for the uninitiated and focus on Docker for deploying Python code.
Docker provides tools for building and running containerized applications. The Docker Engine manages Docker objects like images, containers, networks and volumes. Docker Desktop is for Mac/Windows and includes Docker Engine and other tools. Docker Compose defines multi-container apps. Docker Hub is a public registry and Docker Swarm manages clusters of Docker Engines.
Docker can be used to build custom images. The document outlines the process of creating a custom Docker image with Miniconda and additional libraries installed. It involves pulling a base Ubuntu image, installing Miniconda within a container, committing the changes to create an image, then updating the image by installing more packages and committing again. The final custom image is built using a Dockerfile to script the process.
Docker can be used to build custom images. The document describes how to:
1. Pull a base Ubuntu 18.04 image and install Miniconda3 to create a first custom image version 0.1.
2. Run a container from this image, copy libraries into it, and install packages to create an updated image version 0.2.
3. Define a Dockerfile to script the image creation process and build a final custom image that includes Java, pulling from multiple sources.
This document provides an introduction and overview of Docker and Docker Compose. It begins with background on the speaker and a history of session-based, non-session based, and container-based computing. Key benefits of containers are then outlined. The document explains the terminology used in Docker and provides examples of pulling an image, building an image, and using Docker Compose to define and run a multi-container application with services like Redis, Node, and Nginx. It also lists and briefly explains many common Docker commands.
Docker: The basics - Including a demo with an awesome full-stack JS appMarcelo Rodrigues
What is Docker?
What is Jquery, MongoDB and Nashorn?
The high-level architecture of the Online Kanban Board
Docker run syntax / putting everything together
What is Docker-Compose and why it is so amazing
DEMO
Q & A
The document provides an overview of containerization basics using Docker. It defines key Docker terminology like images, containers, daemon, client, and Docker Hub. It explains how to run a static website in a container, view running containers and images, build and push custom images to a private registry. It also covers container logging and setting up a private Docker registry using the registry image.
This document provides an overview of Docker for web developers. It defines Docker as a platform for developing, shipping and running applications using container virtualization technology. It describes the main Docker products and tools. It provides examples of using Docker for various programming languages and frameworks like PHP, Java, Python, Node.js, Go, databases and content management systems like WordPress, Joomla and Drupal. The document also discusses Dockerfiles, Docker Compose, Docker commands and repositories.
ExpoQA 2017 Using docker to build and test in your laptop and JenkinsElasTest Project
This document discusses using Docker to build and test applications in laptops and Jenkins. It begins with an introduction to the author and their background/expertise. It then covers virtualization and containers, including VirtualBox, Vagrant, and Docker. The main concepts of Docker like images, containers, registries are defined. Hands-on examples are provided for running basic Docker commands, managing the lifecycle of containers, exposing network services, and managing Docker images. Building a simple Python web application image is demonstrated as a first example of creating a custom Docker image.
The document discusses the importance of diversity and inclusion in the workplace. It notes that a diverse workforce leads to better problem solving and decision making by bringing in a variety of perspectives. The document recommends that companies implement diversity training for all employees and promote a culture of acceptance across differences to reap the benefits of diversity.
Docker is an open-source container platform that allows applications to run in isolated containers. It provides lightweight virtualization that is portable and can run anywhere. Fig is a developer-friendly tool that builds upon Docker by providing isolated development environments and allowing applications to be shipped with their configuration through a simple YAML file format. Reconnix uses Docker and Fig to develop and deploy applications in a standardized and portable way.
Climate Impact of Software Testing at Nordic Testing DaysKari Kakkonen
My slides at Nordic Testing Days 6.6.2024
Climate impact / sustainability of software testing discussed on the talk. ICT and testing must carry their part of global responsibility to help with the climat warming. We can minimize the carbon footprint but we can also have a carbon handprint, a positive impact on the climate. Quality characteristics can be added with sustainability, and then measured continuously. Test environments can be used less, and in smaller scale and on demand. Test techniques can be used in optimizing or minimizing number of tests. Test automation can be used to speed up testing.
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfMalak Abu Hammad
Discover how MongoDB Atlas and vector search technology can revolutionize your application's search capabilities. This comprehensive presentation covers:
* What is Vector Search?
* Importance and benefits of vector search
* Practical use cases across various industries
* Step-by-step implementation guide
* Live demos with code snippets
* Enhancing LLM capabilities with vector search
* Best practices and optimization strategies
Perfect for developers, AI enthusiasts, and tech leaders. Learn how to leverage MongoDB Atlas to deliver highly relevant, context-aware search results, transforming your data retrieval process. Stay ahead in tech innovation and maximize the potential of your applications.
#MongoDB #VectorSearch #AI #SemanticSearch #TechInnovation #DataScience #LLM #MachineLearning #SearchTechnology
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
UiPath Test Automation using UiPath Test Suite series, part 5DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 5. In this session, we will cover CI/CD with devops.
Topics covered:
CI/CD with in UiPath
End-to-end overview of CI/CD pipeline with Azure devops
Speaker:
Lyndsey Byblow, Test Suite Sales Engineer @ UiPath, Inc.
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
“An Outlook of the Ongoing and Future Relationship between Blockchain Technologies and Process-aware Information Systems.” Invited talk at the joint workshop on Blockchain for Information Systems (BC4IS) and Blockchain for Trusted Data Sharing (B4TDS), co-located with with the 36th International Conference on Advanced Information Systems Engineering (CAiSE), 3 June 2024, Limassol, Cyprus.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
How to Get CNIC Information System with Paksim Ga.pptxdanishmna97
Pakdata Cf is a groundbreaking system designed to streamline and facilitate access to CNIC information. This innovative platform leverages advanced technology to provide users with efficient and secure access to their CNIC details.
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
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Infrastructure Challenges in Scaling RAG with Custom AI modelsZilliz
Building Retrieval-Augmented Generation (RAG) systems with open-source and custom AI models is a complex task. This talk explores the challenges in productionizing RAG systems, including retrieval performance, response synthesis, and evaluation. We’ll discuss how to leverage open-source models like text embeddings, language models, and custom fine-tuned models to enhance RAG performance. Additionally, we’ll cover how BentoML can help orchestrate and scale these AI components efficiently, ensuring seamless deployment and management of RAG systems in the cloud.
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
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Virtualization
Type 1 :
● One OS doesn’t affect other / Gyest OS
● Ex : Microsoft Hyper-V, VMware ESXi Server, Xen Server
Type 2 :
● Host-Guest OS Methodology
● Ex : Microsoft Virtual PC, VMware Workstation, Oracle VBox
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Containerization
OS level Virtualization
●
● Isolated virtual machine like user space running instances
●
● Ex : Zones, Virtual Kernels
Virtual Machine
● Having Hypervisor.
● It consumes more. For
example ~1.2Gb/instance
● So heavier
● Slower
● Needs bigger footprint (RAM
and storage)
Containers
● Replaces hypervisor.
● Consumes very less
~2.5Mb
● Lightweight
● Faster
● Smaller footprint (No RAM
and individual storage)
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Docker Commands
Basic
● docker inspect - Inspecting the information about the custom object.
● docker rm - Removing the object provided in arg.
● docker info - Printing the docker information.
● docker rename - All objects can be renamed.
● docker login - Registry Login
● docker logout - Registry Logout
For containers,
● docker container
● docker ps - Process status for current running processes.
● docker start - Initiating the container.
● docker restart - Restarting the already started container.
● docker cp - Copy the files from the local directory to the container path.
● docker port - Port mapping on running container.
● docker pause
● docker unpause
For Images,
● docker image
● docker search - Search images in customized docker registry.
● docker pull - Pulling images from registry.
● docker push - Pushing images to the customized registry.
● docker save - Save the image as compressed file.
● docker load - Load the compressed file as an image.
● docker rmi - Removing images.
● docker run - Create + Start the container in single command.
Others
● docker volume - Mounting the local directory as a volume object to
the container.
● docker network - Network configuration customizing for bridge,
vlan and overlay networks.
● docker stats - Statistics on the container information on the
machine environment.
● docker top - Normal Top command for quick view.
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Others:
● Rancher
● Docker Machine
● Kubernetes vs Rancher vs Docker Machine
Deployment:
Objects
● POD
● Replica Set
● Deployment
● Service
● Namespace
In my system around 53 types of kubernetes Controllers and objects are available..
Demands for Swarm Cluster
Ex : Minikube, katakoda,....
Kubernetes