Presentation is in english, besides first slide. In presentation I represented basics concepts from docker and kubernetes, each part ends with short example. On my github: https://github.com/arekborek/k8s-jdd you can find additional information.
Tell the history of Container/Docker/Kubernetes, and show the key elements of them.
After view this document, you could know the main feature of Container Docker and Kubernetes.
Very basic infomation about how these technique work together.
Soft Introduction to Google's framework for taming containers in the cloud. For devs and architects that they just enter the world of cloud, microservices and containers
A Comprehensive Introduction to Kubernetes. This slide deck serves as the lecture portion of a full-day Workshop covering the architecture, concepts and components of Kubernetes. For the interactive portion, please see the tutorials here:
https://github.com/mrbobbytables/k8s-intro-tutorials
Tell the history of Container/Docker/Kubernetes, and show the key elements of them.
After view this document, you could know the main feature of Container Docker and Kubernetes.
Very basic infomation about how these technique work together.
Soft Introduction to Google's framework for taming containers in the cloud. For devs and architects that they just enter the world of cloud, microservices and containers
A Comprehensive Introduction to Kubernetes. This slide deck serves as the lecture portion of a full-day Workshop covering the architecture, concepts and components of Kubernetes. For the interactive portion, please see the tutorials here:
https://github.com/mrbobbytables/k8s-intro-tutorials
Join us to learn the concepts and terminology of Kubernetes such as Nodes, Labels, Pods, Replication Controllers, Services. After taking a closer look at the Kubernetes master and the nodes, we will walk you through the process of building, deploying, and scaling microservices applications. Each attendee gets $100 credit to start using Google Container Engine. The source code is available at https://github.com/janakiramm/kubernetes-101
Presentation by Alex Mavrogiannis from Docker Inc, during the Docker Athens Meetup, January 4th 2018, on the integration of Docker Swarm and Kubernetes as orchestrators of the Docker platform.
Presentation by Ross Kukulinski at the Philadelphia Docker Meetup on September 27, 2016.
This talk will introduce Kubernetes, the industry standard system for automatic deployment, scaling, and management of containerized applications. We'll walk through key concepts and you will learn how to deploy a multi-tier application to Kubernetes in 10 minutes.
Kubernetes: An Introduction to the Open Source Container Orchestration PlatformMichael O'Sullivan
Originally designed by Google, Kubernetes is now an open-source platform that is used for managing applications deployed as containers across multiple hosts - now hosted under the Cloud Native Computing Foundation. It provides features for automating deployment, scaling, and maintaining these applications. Hosts are organised into clusters, and applications are deployed into these clusters as containers. Kubernetes is compatible with several container engines, notably Docker. The popularity of Kubernetes continues to increase as a result of the feature-rich tooling when compared to use of a container-engine alone, and a number of Cloud-based hosted solutions are now available, such as Google Kubernetes Engine, Amazon Elastic Container Service for Kubernetes, and IBM Cloud Container Service.
This talk will provide an introduction to the Kubernetes platform, and a detailed view of the platform architecture from both the Control Plane and Worker-node perspectives. A walk-through demonstration will also be provided. Furthermore, two additional tools that support Kubernetes will be presented and demonstrated - Helm: a package manager solution which enables easy deployment of pre-built Kubernetes software using Helm Charts, and Istio: a platform in development that aims to simplify the management of micro-services deployed on the Kubernetes platform.
Speaker Bio:
Dr. Michael J. O'Sullivan is a Software Engineer working as part of the Cloud Foundation Services team for IBM Cloud Dedicated, in the IBM Cloud division in Cork. Michael has worked on both Delivery Pipeline/Deployment Automation and Performance Testing teams, which has resulted in daily exposure to customer deployments of IBM Cloud services such as the IBM Cloud Containers Service, and the IBM Cloud Logging and Metrics Services. Michael has also worked on deployment of these services to OpenStack and VMware platforms. Michael holds a PhD in Computer Science from University College Cork (2012 - 2015), where, under the supervision of Dr. Dan Grigoras, engaged in research of Mobile Cloud Computing (MCC) - specifically, studying and implementing solutions for delivering seamless user experiences of MCC applications and services. Prior to this, Michael graduated with a 1st Class Honours Degree in Computer Science from University College Cork in 2012.
Kubernetes Webinar Series - Understanding Service DiscoveryJanakiram MSV
Services in Kubernetes act as the glue between various objects that communicate with each other. In this webinar, we will learn how to use Services to securely expose Pods to internal and external consumers. This session builds upon the concepts of Pods, Replica Sets that were covered in the previous webinars.
Deploying your first application with KubernetesOVHcloud
Find out how to deploy your first application with Kubernetes on the OVH cloud, and direct questions to the team responsible for our upcoming Kubernetes as-a-Service solution.
KubeCon EU 2016: Integrated trusted computing in KubernetesKubeAcademy
Being able to trust your containers requires that you be able to trust the systems your containers are running on. Trusted computing makes it possible for computers to prove what they’ve booted, making it practical for clusters to verify that systems haven’t been compromised, but up until now it’s been a heroic task to deploy a trusted computing environment.
This presentation will describe the integration of trusted computing technologies into Kubernetes, making it possible to define policies that provide fine-grained access control to cluster resources and distribute secrets in a secure manner. It will then introduce functionality added to the rkt runtime, making it possible to extend trusted computing from initial system state to validation of individual containers.
Sched Link: http://sched.co/67eX
Flavio Castelli, Engineering Manager for the Docker project presso SUSE, partendo dall'assunto che non è sufficiente avere solo Docker, ci ha descritto la soluzione di orchestrazione dei Linux Conteiners che SUSE ha deciso di sostenere. Ha inoltre spiegato perché lo hanno fatto e come i loro utenti potranno trarne beneficio.
Join us to learn the concepts and terminology of Kubernetes such as Nodes, Labels, Pods, Replication Controllers, Services. After taking a closer look at the Kubernetes master and the nodes, we will walk you through the process of building, deploying, and scaling microservices applications. Each attendee gets $100 credit to start using Google Container Engine. The source code is available at https://github.com/janakiramm/kubernetes-101
Presentation by Alex Mavrogiannis from Docker Inc, during the Docker Athens Meetup, January 4th 2018, on the integration of Docker Swarm and Kubernetes as orchestrators of the Docker platform.
Presentation by Ross Kukulinski at the Philadelphia Docker Meetup on September 27, 2016.
This talk will introduce Kubernetes, the industry standard system for automatic deployment, scaling, and management of containerized applications. We'll walk through key concepts and you will learn how to deploy a multi-tier application to Kubernetes in 10 minutes.
Kubernetes: An Introduction to the Open Source Container Orchestration PlatformMichael O'Sullivan
Originally designed by Google, Kubernetes is now an open-source platform that is used for managing applications deployed as containers across multiple hosts - now hosted under the Cloud Native Computing Foundation. It provides features for automating deployment, scaling, and maintaining these applications. Hosts are organised into clusters, and applications are deployed into these clusters as containers. Kubernetes is compatible with several container engines, notably Docker. The popularity of Kubernetes continues to increase as a result of the feature-rich tooling when compared to use of a container-engine alone, and a number of Cloud-based hosted solutions are now available, such as Google Kubernetes Engine, Amazon Elastic Container Service for Kubernetes, and IBM Cloud Container Service.
This talk will provide an introduction to the Kubernetes platform, and a detailed view of the platform architecture from both the Control Plane and Worker-node perspectives. A walk-through demonstration will also be provided. Furthermore, two additional tools that support Kubernetes will be presented and demonstrated - Helm: a package manager solution which enables easy deployment of pre-built Kubernetes software using Helm Charts, and Istio: a platform in development that aims to simplify the management of micro-services deployed on the Kubernetes platform.
Speaker Bio:
Dr. Michael J. O'Sullivan is a Software Engineer working as part of the Cloud Foundation Services team for IBM Cloud Dedicated, in the IBM Cloud division in Cork. Michael has worked on both Delivery Pipeline/Deployment Automation and Performance Testing teams, which has resulted in daily exposure to customer deployments of IBM Cloud services such as the IBM Cloud Containers Service, and the IBM Cloud Logging and Metrics Services. Michael has also worked on deployment of these services to OpenStack and VMware platforms. Michael holds a PhD in Computer Science from University College Cork (2012 - 2015), where, under the supervision of Dr. Dan Grigoras, engaged in research of Mobile Cloud Computing (MCC) - specifically, studying and implementing solutions for delivering seamless user experiences of MCC applications and services. Prior to this, Michael graduated with a 1st Class Honours Degree in Computer Science from University College Cork in 2012.
Kubernetes Webinar Series - Understanding Service DiscoveryJanakiram MSV
Services in Kubernetes act as the glue between various objects that communicate with each other. In this webinar, we will learn how to use Services to securely expose Pods to internal and external consumers. This session builds upon the concepts of Pods, Replica Sets that were covered in the previous webinars.
Deploying your first application with KubernetesOVHcloud
Find out how to deploy your first application with Kubernetes on the OVH cloud, and direct questions to the team responsible for our upcoming Kubernetes as-a-Service solution.
KubeCon EU 2016: Integrated trusted computing in KubernetesKubeAcademy
Being able to trust your containers requires that you be able to trust the systems your containers are running on. Trusted computing makes it possible for computers to prove what they’ve booted, making it practical for clusters to verify that systems haven’t been compromised, but up until now it’s been a heroic task to deploy a trusted computing environment.
This presentation will describe the integration of trusted computing technologies into Kubernetes, making it possible to define policies that provide fine-grained access control to cluster resources and distribute secrets in a secure manner. It will then introduce functionality added to the rkt runtime, making it possible to extend trusted computing from initial system state to validation of individual containers.
Sched Link: http://sched.co/67eX
Flavio Castelli, Engineering Manager for the Docker project presso SUSE, partendo dall'assunto che non è sufficiente avere solo Docker, ci ha descritto la soluzione di orchestrazione dei Linux Conteiners che SUSE ha deciso di sostenere. Ha inoltre spiegato perché lo hanno fatto e come i loro utenti potranno trarne beneficio.
Kubernetes and CoreOS @ Athens Docker meetupMist.io
Using Kubernetes and CoreOS to increase scalability and availability. Presentation at the Athens Docker meetup http://www.meetup.com/Docker-Athens/events/226277352/
Bare-metal, Docker Containers, and Virtualization: The Growing Choices for Cl...Odinot Stanislas
(FR)
Introduction très sympathique autour des environnements Cloud avec un focus particulier sur la virtualisation et les containers (Docker)
(ENG)
Friendly presentation about Cloud solutions with a focus on virtualization and containers (Docker).
Author: Nicholas Weaver – Principal Architect, Intel Corporation
Kubernetes and lastminute.com: our course towards better scalability and proc...Michele Orsi
In one year we migrated a full set of micro-services into a new infrastructure based on Kubernetes and Docker.
I will present how we get there describing real-life challenges, problems faced and solutions found
Debates about scaling can often be abstract. Debaters may not even have genuine scaling issues. Rationales for one strategy over another can be highly subjective preferences rather than borne out of experience. This is definitely not the case for this talk. We will discuss the very real scaling issues at lastminute.com - highlighting not just how Kubernetes helped but also the context around those strategy decisions.
Multi-Container Apps spanning Docker, Mesos and OpenStackDocker, Inc.
Roll up! Roll up! Before your very eyes Andrew will use Apache Brooklyn powered Clocker to deploy and manage multi-container applications transparently spanning - Docker, Mesos and OpenStack.
Ever since the “CloudNative revolution” took over our development environment (devenv), we have never been more challenged (or more excited). With Kubernetes, Docker (Containerd) & many other microservice-related technologies, we have a handful of technologies to master before we write the first line of code.
Introduction to Docker at Glidewell Laboratories in Orange CountyJérôme Petazzoni
In this presentation we will introduce Docker, and how you can use it to build, ship, and run any application, anywhere. The presentation included short demos, links to further material, and of course Q&As. If you are already a seasoned Docker user, this presentation will probably be redundant; but if you started to use Docker and are still struggling with some of his facets, you'll learn some!
OSDC 2018 | Three years running containers with Kubernetes in Production by T...NETWAYS
The talk gives a state of the art update of experiences with deploying applications in Kubernetes on scale. If in clouds or on premises, Kubernetes took over the leading role as a container operating system. The central paradigm of stateless containers connected to storage and services is the core of Kubernetes. However, it can be extended to distributed databases, Machine Learning, Windows VMs in Kubernetes. All these applications have been considered as edge cases a few years ago, however, are going more and more mainstream today.
Настройка окружения для кросскомпиляции проектов на основе docker'acorehard_by
Как быстро и легко настраивать/обновлять окружения для кросскомпиляции проектов под различные платформы(на основе docker), как быстро переключаться между ними, как используя эти кирпичики организовать CI и тестирование(на основе GitLab и Docker).
Introduction to Docker, December 2014 "Tour de France" Bordeaux Special EditionJérôme Petazzoni
Docker, the Open Source container Engine, lets you build, ship and run, any app, anywhere.
This is the presentation which was shown in December 2014 for the last stop of the "Tour de France" in Bordeaux. It is slightly different from the presentation which was shown in the other cities (http://www.slideshare.net/jpetazzo/introduction-to-docker-december-2014-tour-de-france-edition), and includes a detailed history of dotCloud and Docker and a few other differences.
Special thanks to https://twitter.com/LilliJane and https://twitter.com/zirkome, who gave me the necessary motivation to put together this slightly different presentation, since they had already seen the other presentation in Paris :-)
Introduction to Docker, December 2014 "Tour de France" EditionJérôme Petazzoni
Docker, the Open Source container Engine, lets you build, ship and run, any app, anywhere.
This is the presentation which was shown in December 2014 for the "Tour de France" in Paris, Lille, Lyon, Nice...
K8s in 3h - Kubernetes Fundamentals TrainingPiotr Perzyna
Kubernetes (K8s) is an open-source system for automating deployment, scaling, and management of containerized applications. This training helps you understand key concepts within 3 hours.
Learn from the dozens of large-scale deployments how to get the most out of your Kubernetes environment:
- Container images optimization
- Organizing namespaces
- Readiness and Liveness probes
- Resource requests and limits
- Failing with grace
- Mapping external services
- Upgrading clusters with zero downtime
Introduction to Docker at the Azure Meet-up in New YorkJérôme Petazzoni
This is the presentation given at the Azure New York Meet-Up group, September 3rd.
It includes a quick overview of the Open Source Docker Engine and its associated services delivered through the Docker Hub. It also covers the new features of Docker 1.0, and briefly explains how to get started with Docker on Azure.
Historically, sharing a Linux server entailed all kinds of untenable compromises. In addition to the security concerns, there was simply no good way to keep one application from hogging resources and messing with the others. The classic “noisy neighbor” problem made shared systems the bargain-basement slums of the Internet, suitable only for small or throwaway projects.
Serious use-cases traditionally demanded dedicated systems. Over the past decade virtualization (in conjunction with Moore’s law) has democratized the availability of what amount to dedicated systems, and the result is hundreds of thousands of websites and applications deployed into VPS or cloud instances. It’s a step in the right direction, but still has glaring flaws.
Most of these websites are just piles of code sitting on a server somewhere. How did that code got there? How can it can be scaled? Secured? Maintained? It’s anybody’s guess. There simply isn’t enough SysAdmin talent in the world to meet the demands of managing all these apps with anything close to best practices without a better model.
Containers are a whole new ballgame. Unlike VMs, you skip the overhead of running an entire OS for every application environment. There’s also no need to provision a whole new machine to have a place to deploy, meaning you can spin up or scale your application with orders of magnitude more speed and accuracy.
A Gentle Introduction To Docker And All Things ContainersJérôme Petazzoni
Docker is a runtime for Linux Containers. It enables "separation of concern" between devs and ops, and solves the "matrix from hell" of software deployment. This presentation explains it all! It also explains the role of the storage backend and compares the various backends available. It gives multiple recipes to build Docker images, including integration with configuration management software like Chef, Puppet, Salt, Ansible. If you already watched other Docker presentations, this is an actualized version (as of mid-November 2013) of the thing!
Introduction to Docker and all things containers, Docker Meetup at RelateIQdotCloud
Docker is an open-source project to easily create lightweight, portable, self-sufficient containers from any application. The same container that a developer builds and tests on a laptop can run at scale, in production, on VMs, bare metal, OpenStack clusters, public clouds and more.
Docker is in all the news and this talk presents you the technology and shows you how to leverage it to build your applications according to the 12 factor application model.
Accelerate your software development with DockerAndrey Hristov
Docker is in all the news and this talk presents you the technology and shows you how to leverage it to build your applications according to the 12 factor application model.
Slides used for Orchestructure May 2018 workshop.
Labs:
https://github.com/mrbobbytables/k8s-intro-tutorials
Event Information:
https://www.meetup.com/orchestructure/events/250189685/
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
5. Old way: shared machines
● No isolation
● No namespacing
● Common libs
● High coupled apps and OS
source@kubernetes.io
6. Old way: shared app servers
● No isolation
● No namespacing
● Common libs
source@kubernetes.io
7. Old way: many virtual machines
● Some isolation
● Expensive and inefficient
● Still highly coupled
to the guest OS
● Hard to manage
source@kubernetes.io
10. Containers: Security
● Chroots determines what parts of the
filesystem a use can see
● Control - CPU, Memory, IO via cgroups
● Limits what a user can do: mount, kill,
chown
● No access to host !!!
11. Containers: Other features
● New approach to packaging
● Lightweight
● Runs on any machine
Physical, virtual, cloud
● Write once – run everywhere!
Development, Test, Staging, Production
22. What next ??
● What if there are more containers?
● Scheduling – where should my containers run ?
● Lifecycle and health: keep my containers
running
● Discovery: where are my container now ?
● Monitoring: What’s happening with my
container ?
● Scaling: Making job bigger or smaller
26. Enter Kubernetes (k8s)
● Greek for “Helmsman”, also the root of the word
“Governor”
● Container orchestrator, run containers
● Support multiple cloud and bare-metal
environments
● Inspired and informed by Google’s experiences
and internal systems
● Open source, written in Go
28. Enter Kubernetes (k8s)
● Kubernetes master – order others
● Kublet – ask how many resources you have if
enough run machine
● Distributed process scheduler
● Cluster of machines as one
● All your machines via kubernetes can be treats
as one single machine
32. Pod networking
● Pod IPs routable, docker default is private IP
● Pods can reach each other without NAT, even
across nodes
● No brokering of port numbers
● This is fundamental requirement, several SDN
solutions
44. apiVersion: v1
kind: Service
metadata:
labels:
env: jdd
visualize: "true"
name: hello-jdd
spec:
ports:
- port: 8080 #The port that this service should serve on.
selector: #Label keys and values connect RC and Service
env: jdd
tier: backend
type: LoadBalancer
45. Test :)
for ((;;)) do
curl http://localhost:8080;
printf 'n';
sleep 1;
done
49. Some useful cmds
kubectl get rc
kubectl get pods
kubectl logs <POD_NAME>
kubectl cluster-info
kubectl config view
kubectl describe rc <RC_NAME>
kubectl get -o json pod
50. Some useful ...
Staging vs. production
Use label – deploy in the same infrastructure
Service discovery
Kubernetes API Or… DNS Lookups!
Use Docker Machine
In the cloud – faster network to download
images
51. Some useful ...
Don’t Log to Container Filesystem!
Log to a volume… docker -v /tmp/log:/log Or
Send it elsewhere!
Clean up disk spaces
Every image, layer and even container litters
Use Spring Profile
One container – run on Docker Machine,
Kubernetes, and App Engine!