Load balancing in the SRE way

•

2 j'aime•732 vues

The document discusses load balancing for a large GitHub Enterprise cluster with zero downtime requirements. It describes using OpenResty (Nginx + Lua) as a scripting platform to conduct traffic via code and enable features like customized request rate limiting. It also discusses using a blue/green deployment approach with two load balancer stacks and switching DNS records to route traffic between stacks for experiments. Key aspects of the infrastructure include testing Docker images and hosts with RSpec and Serverspec, using Vault for secret management, and blocking mode protection with Signal Sciences.

Logiciels

Load Balancing
in the SRE way
Ke Zhu
@shawnzhu
Site (Un)Reliability Engineer at IBM

For What?
• GitHub Enterprise Cluster
• On Internet
• Zero downtime
• 100M+ HTTP requests per week
• 30k+ attacks per week
• 26k+ git clone per hour
(https://help.github.com/enterprise/2.8/admin/guides/installation/maintenance-mode/)

Design Goals
• Scripting Platform
• trafﬁc conducting via code
• do social coding
• Observable
• Blue/Green deployment
• High performance
• Security from day one

Software Stack
&& 🎩 magic kernel parameters in /etc/sysctl.conf 🐰

Scripting Platform
• OpenResty (Nginx + Lua) - https://openresty.org/en/
(Example: customized request rate limiting)

Blue/Green Deployment
• Can not terminate any TCP connection
• Two stacks:
• load-balancer-green
• load-balancer-blue (for experiment)
• Cloud DNS
• Switching A record + short TTL (~5m)
• Simple/Weighted Routing policy
• Run experiment by using docker image tags
• Real time metrics collection by librato.com

• Test docker images
• RSpec + Serverspec
• Travis CI
• Test docker host
• RSpec + Serverspec
• Test Kitchen
Test Driven for Container

❤vault
• Secret mgmt via API - https://www.vaultproject.io/
• retrieve all secrets for provisioning load balancer
via a single token with TTL 5min

Blocking mode in Production
• Signal Sciences - https://signalsciences.net/

Summary
• Conducting HTTPS trafﬁc via Lua code
• Blue-green deployment of Load balancer via DNS
• Testing docker with RSpec + Serverspec
• SignalSciences

Contenu connexe

Tendances

Scaling application servers for efficiency

Tomas Doran

Creating basic workflows as Jupyter Notebooks to use Cytoscape programmatically.

Hakky St

Hyperloglog Lightning Talk

Simon Prickett

Prometheus has become the defacto monitoring system for cloud native applications, with systems like Kubernetes and Etcd natively exposing Prometheus metrics. In this talk Tom will explore all the moving part for a working Prometheus-on-Kubernetes monitoring system, including kube-state-metrics, node-exporter, cAdvisor and Grafana. You will learn about the various methods for getting to a working setup: the manual approach, using CoreOSs Prometheus Operator, or using Prometheus Ksonnet Mixin. Tom will also share some little tips and tricks for getting the most out of your Prometheus monitoring, including the common pitfalls and what you should be alerting on.

Monitoring Kubernetes with Prometheus

Grafana Labs

Gnocchi v4 - past and present

Gordon Chung

Introduction to InfluxDB and TICK Stack

Ahmed AbouZaid

Federated HPC Clouds applied to Radiation Therapy

CESGA Centro de Supercomputación de Galicia

Breaking Prometheus (Promcon Berlin '16)

Matthew Campbell

OpenContrail Implementations

Jakub Pavlik

Time Series Database and Tick Stack

Gianluca Arbezzano

MongoDB-Migration-Strategies

andyjwoodard

Seastar @ SF/BA C++UG

Avi Kivity

Lightning Talk: MongoDB Migration Strategies

MongoDB

Highly Available Docker Networking With BGP

OpenDNS

As a k8s cluster-admin your app teams have a certain expectation of your cluster to be available to deploy services at any time without problems. While there is no shortage on metrics in k8s its important to have the right metrics to alert on issues and giving you enough data to react to potential availability issues. Prometheus has become a standard and sheds light on the inner behaviour of Kubernetes clusters and workloads. Lots of KPIs (CPU, IO, network. Etc) in our On-Premise environment are less precise when we start to work in a Cloud environment. Ebpf is the perfect technology that fulfills that requirement as it gives us information down to the kernel level. In 2018 Cloudflare shared an opensource project to expose custom ebpf metrics in Prometheus. Join this session and learn about: • What is ebpf? • What type of metrics we can collect? • How to expose those metrics in a K8s environment. This session will try to deliver a step-by-step guide on how to take advantage of the ebpf exporter.

Using eBPF to Measure the k8s Cluster Health

ScyllaDB

CloudAnts - Kubernetes

Aron Beurskens

A session about my experience with writing an external inventory script from scratch for "Netbox" (IPAM and DCIM tool from DigitalOcean network engineering team) and push it to upstream to became an official inventory script. Repo: https://github.com/AAbouZaid/netbox-as-ansible-inventory The "Dynamic inventory" is one of nice features in Ansible, where you can use an external service as inventory for Ansible instead the basic text-based ini file. So you can use AWS EC2 as inventory of your hosts, or maybe OpenStack, or whatever ... you actually can use any source inventory for Ansible, and you can write your own "External Inventory Script".

Developing Ansible Dynamic Inventory Script - Nov 2017

Ahmed AbouZaid

InfluxDB & Kubernetes

InfluxData

Containers are the future for all microservice based apps. Where do you deploy them? How do you manage them? At Digital Ocean we went through growing pains of trying out 5 of the top major Docker container schedulers, Mesos, Kubernetes, Docker Swarm, Nomad and we even tried manual scheduling of containers. Let us walk you through how we chose different schedulers for different applications, and tips and tricks for choosing a scheduler to use.

Distributed scheduler hell (MicroXChg 2017 Berlin)

Matthew Campbell

In file systems, large sequential writes are more beneficial than small random writes, and hence many storage systems implement a log structured file system. In the same way, the cloud favors large objects more than small objects. Cloud providers place throttling limits on PUTs and GETs, and so it takes significantly longer time to upload a bunch of small objects than a large object of the aggregate size. Moreover, there are per-PUT calls associated with uploading smaller objects. In Netflix, a lot of media assets and their relevant metadata is generated and pushed to cloud. We would like to propose a strategy to compact these small objects into larger blobs before uploading them to Cloud. We will discuss how to select relevant smaller objects, and manage the indexing of these objects within the blob along with modification in reads, overwrites and deletes. Finally, we would showcase the potential impact of such a strategy on Netflix assets in terms of cost and performance.

Object Compaction in Cloud for High Yield

ScyllaDB

Tendances (20)

Scaling application servers for efficiency

Creating basic workflows as Jupyter Notebooks to use Cytoscape programmatically.

Hyperloglog Lightning Talk

Monitoring Kubernetes with Prometheus

Gnocchi v4 - past and present

Introduction to InfluxDB and TICK Stack

Federated HPC Clouds applied to Radiation Therapy

Breaking Prometheus (Promcon Berlin '16)

OpenContrail Implementations

Time Series Database and Tick Stack

MongoDB-Migration-Strategies

Seastar @ SF/BA C++UG

Lightning Talk: MongoDB Migration Strategies

Highly Available Docker Networking With BGP

Using eBPF to Measure the k8s Cluster Health

CloudAnts - Kubernetes

Developing Ansible Dynamic Inventory Script - Nov 2017

InfluxDB & Kubernetes

Distributed scheduler hell (MicroXChg 2017 Berlin)

Object Compaction in Cloud for High Yield

En vedette

Perl在nginx里的应用

琛琳饶

The ROLE SRE Approach - Getting more concrete

drenzel

The Social Requirements Engineering (SRE) Approach to Developing a Large-scal...

Ralf Klamma

Sre con16 tier 1 metamorphosis

Nina Mushiana

Couchbase Meetup Jan 2016

Michael Kehoe

Just over two years ago, I completed college, moved countries and started as a SRE at LinkedIn. Over those two years, I’ve gone from a Junior engineer to a Senior Engineer, however, I wouldn’t have been able to do it without a great onboarding experience and the mentors that have guided me This session will take the perspective of myself as a New College Graduate and Nina Mushiana (SRE manager) on how to onboard new SREs and help them reach their full potential. We will deep dive into onboarding, mentoring and training topics and reflect on lessons learnt over my two year experience. Finally I’ll present advice for ELTs on how to become an important and successful part of their organization.

SRECon USA 2016: Growing your Entry Level Talent

Michael Kehoe

CouchbasetoHadoop_Matt_Michael_Justin v4

Michael Kehoe

SRE in Startup

Ladislav Prskavec

Good monitoring can be the difference between a great night's sleep or hearing your phone go off at 2:37 a.m. because of a production outage. Couchbase Server provides a large number of metrics which can be overwhelming if you do not know the critical things to focus on or how to expose that information to your monitoring system. In this talk we will look at example production incidents, going in depth around specific things to monitor, and how this information can be used to find issues, work out root cause, and discover trends.

Couchbase Connect 2016: Monitoring Production Deployments The Tools – LinkedIn

Michael Kehoe

SouthBay SRE Meetup Jan 2016

Michael Kehoe

Couchbase Connect 2016

Michael Kehoe

LinkedIn serves traffic for its 467 million members from four data centers and multiple PoPs spread geographically around the world. Serving live traffic from from many places at the same time has taken us from a disaster recovery model to a disaster avoidance model where we can take an unhealthy data center or PoP out of rotation and redistribute its traffic to a healthy one within minutes, with virtually no visible impact to users. The geographical distribution of our infrastructure also allows us to optimize the end-user's experience by geo routing users to the best possible PoP and datacenter. This talk provide details on how LinkedIn shifts traffic between its PoPs and data centers to provide the best possible performance and availability for its members. We will also touch on the complexities of performance in APAC, how IPv6 is helping our members and how LinkedIn stress tests data centers verify its disaster recovery capabilities.

APRICOT 2017: Trafficshifting: Avoiding Disasters & Improving Performance at ...

Michael Kehoe

Software reliability tools and common software errors

Himanshu

Scio Saa S Readiness Evaluation Sre V1.0

ScioSales

Stephen McHenry - Chanecellor of Site Reliability Engineering, Google

IE Group

Works of site reliability engineer

Shohei Kobayashi

Using SaltStack to Auto Triage and Remediate Production Systems

Michael Kehoe

Script up your application with Lua! -- RyanE -- OpenWest 2014

ryanerickson

Nginx+lua在阿里巴巴的使用

OpenRestyCon

Cloud Native, Microservices and SRE/Chaos Engineering: The new Rules of The G...

Diego Pacheco

En vedette (20)

Perl在nginx里的应用

The ROLE SRE Approach - Getting more concrete

The Social Requirements Engineering (SRE) Approach to Developing a Large-scal...

Sre con16 tier 1 metamorphosis

Couchbase Meetup Jan 2016

SRECon USA 2016: Growing your Entry Level Talent

CouchbasetoHadoop_Matt_Michael_Justin v4

SRE in Startup

Couchbase Connect 2016: Monitoring Production Deployments The Tools – LinkedIn

SouthBay SRE Meetup Jan 2016

Couchbase Connect 2016

APRICOT 2017: Trafficshifting: Avoiding Disasters & Improving Performance at ...

Software reliability tools and common software errors

Scio Saa S Readiness Evaluation Sre V1.0

Stephen McHenry - Chanecellor of Site Reliability Engineering, Google

Works of site reliability engineer

Using SaltStack to Auto Triage and Remediate Production Systems

Script up your application with Lua! -- RyanE -- OpenWest 2014

Nginx+lua在阿里巴巴的使用

Cloud Native, Microservices and SRE/Chaos Engineering: The new Rules of The G...

Similaire à Load balancing in the SRE way

Rex gke-clustree

Romain Vrignaud

Google is making the power of its datacenter, network, and technology innovations available to the world through its Cloud services. This presentation will provide an overview of the Google Cloud Platform and a deeper dive on Google Compute Engine. Google recently made an open source contribution to SaltStack and now you can now use Salt Cloud to manage your Compute Engine resources (IaaS virtual machine services). Come find out more about Google's Cloud Platform and how you can leverage Google scale with SaltStack.

SaltConf14 - Eric johnson, Google - Orchestrating Google Compute Engine with ...

SaltStack

DockerCon Europe 2018 Monitoring & Logging Workshop

Brian Christner

How to Puppetize Google Cloud Platform - PuppetConf 2014

Puppet

6 Months Sailing with Docker in Production

Hung Lin

Combining Docker, cloud infrastructure, and continuous integration and delivery practices can create a highly automated and efficient way to get new applications and features to market. The RightScale development team has been using Docker from development to continuous integration, and now the operations team has taken Docker into the production environment. The Docker in Production: How RightScale Delivers Cloud Applications webinar will cover: Approach and use case for adopting Docker How RightScale has adopted Docker for development, CI, and production Overcoming technical and process challenges The RightScale process before and after Docker Benefits for both developers and operations teams

Docker in Production: How RightScale Delivers Cloud Applications

RightScale

Implementing an Automated Staging Environment

Daniel Oliveira Filho

> 1, 2, 3 Quarkus! Aurea MUNOZ HERNANDEZ Quarkus est une stack pour écrire des applications Java pour le Cloud. En réduisant l’emprunte mémoire et le temps de démarrage, les applications Quarkus permettent en autre d’augmenter la densité de déploiement, le développement d’application serverless en Java, un meilleur comportement dans Kubernetes… La première release publique de Quarkus a été faite en Mars 2019. Nous voilà 4 ans plus tard avec Quarkus 3.x. Entre temps, Quarkus a grandi, son écosystème s’est enrichi. Mais, Quarkus est resté fidèle à ses principes. Cette présentation rappelle les points fondamentaux de Quarkus (build-time principle, reactive core, container-first) et explique leur évolution au cours de ces 4 dernières années ainsi que les nouveautés de Quarkus 3.x tels que la nouvelle dev ui, l’intégration d’Hibernate 6, le passage à Jakarta et à Flow, le support des threads virtuels, les différentes améliorations de l’expérience pour les développeurs, le support des architectures ARM…

Devoxx France 2023 - 1,2,3 Quarkus.pdf

Clément Escoffier

BSidesDFW2022-PurpleTeam_Cloud_Identity.pptx

JasonOstrom1

This material is presented on CUFP 2013. Functional programming is already an established technology is many areas. However, the lack of skilled developers has been a challenging hurdle in the adoption of such languages. It is easy for an inexperienced programmer to fall into the many traps of functional programming, resulting in a loss of productivity and bad software quality. Resource leaks caused by Haskell's lazy evaluation, for instance, are only the tip of the iceberg. Knowledge sharing and a mature tool-assisted development process are ways to avoid such pitfalls. At GREE, one of the largest mobile gaming companies, we use Haskell and Scala to develop major components of our platform, such as a distributed NoSQL solution, or an image storage infrastructure. However, only 11 programmers use functional programming on their daily task. In this talk, we will describe some unexpected functional programming issues we ran into, how we solved them and how we hope to avoid them in the future. We have developed a system testing framework to enhance regression testing, spent lots of time documenting pitfalls and introduced technical reviews. Recently, we even started holding lunchtime presentations about functional programming in order to attract beginners and prevent them from falling into the same traps.

Common Pitfalls of Functional Programming and How to Avoid Them: A Mobile Gam...

gree_tech

Every customer-facing project aims to achieve high uptime. We, as developers, write thorough unit and integration tests to catch as many bugs as possible. We even set up staging environments to simulate production as well as we can. Yet, downtime still happens and not only once we had to revert a change. Blue-Green deployment is a technique that allows us to ship code with high confidence, minimizing the risk of errors. We will go through the why and what of Blue-Green,as well as show how you can start doing it using Spinnaker. BDEVOPS @ Adobe 11.04.2017

Safe deployments with Blue-Green and Spinnaker

Mihnea Dobrescu-Balaur

This presentation will show how Cloud Foundry, the popular Platform as a Service framework, is deployed and configured to run in a highly available fashion on Kubernetes. It will show how to avoid single points of failures using Kubernetes features like stateful sets, readiness and liveness probes, etc. This includes how high availability extends to applications deployed by the end users of Cloud Foundry so they don’t have to worry about downtime. The presentation will include a demo of a disruptive agent simulating failures across the Kubernetes nodes and containers, while user applications are still alive and healthy. This presentation shows a real-life production use case for Kubernetes. This can be used as an example and to learn about the high-availability related features of Kubernetes. It also presents how the Kubernetes stack can be extended with Cloud Foundry to also cover the use case of Platform as a Service.

OSDC 2018 | Highly Available Cloud Foundry on Kubernetes by Cornelius Schumacher

NETWAYS

What's New in Docker - February 2017

Patrick Chanezon

HOW TO DRONE.IO IN CI/CD WORLD

Aleksandr Maklakov

Cavity Data

Alan Dean

John adams talk cloudy

John Adams

Monitoring your API

Andrés F Vargas

I gave a talk titled "Continuous Integration in data centers“ at OSDC in 2013, presenting ways how to realize continuous integration/delivery with Jenkins and related tools.Three years later we gained new tools in our continuous delivery pipeline, including Docker, Gerrit and Goss. Over the years we also had to deal with different problems caused by faster release cycles, a growing team and gaining new projects. We therefore established code review in our pipeline, improved our test infrastructure and invested in our infrastructure automation.In this talk I will discuss the lessons we learned over the last years, demonstrate how a proper continuous delivery pipeline can improve your life and how open source tools like Jenkins, Docker and Gerrit can be leveraged for setting up such an environment.

OSDC 2016 - Continous Integration in Data Centers - Further 3 Years later by ...

NETWAYS

Gradle - From minutes to seconds: minimizing build times

Rene Gröschke

Docker & ECS: Secure Nearline Execution

Brennan Saeta

Similaire à Load balancing in the SRE way (20)

Rex gke-clustree

SaltConf14 - Eric johnson, Google - Orchestrating Google Compute Engine with ...

DockerCon Europe 2018 Monitoring & Logging Workshop

How to Puppetize Google Cloud Platform - PuppetConf 2014

6 Months Sailing with Docker in Production

Docker in Production: How RightScale Delivers Cloud Applications

Implementing an Automated Staging Environment

Devoxx France 2023 - 1,2,3 Quarkus.pdf

BSidesDFW2022-PurpleTeam_Cloud_Identity.pptx

Common Pitfalls of Functional Programming and How to Avoid Them: A Mobile Gam...

Safe deployments with Blue-Green and Spinnaker

OSDC 2018 | Highly Available Cloud Foundry on Kubernetes by Cornelius Schumacher

What's New in Docker - February 2017

HOW TO DRONE.IO IN CI/CD WORLD

Cavity Data

John adams talk cloudy

Monitoring your API

OSDC 2016 - Continous Integration in Data Centers - Further 3 Years later by ...

Gradle - From minutes to seconds: minimizing build times

Docker & ECS: Secure Nearline Execution

Dernier

InShot proinshot.com stands tall among its peers as the ultimate video editing app, offering simplicity, versatility, and power in one package. With its intuitive interface and comprehensive feature set, InShot caters to both beginners and seasoned editors alike. Whether you're creating content for social media, YouTube, or personal projects, InShot empowers you to unleash your creativity and transform your videos into captivating masterpieces. Join the millions of users who trust InShot https://www.proinshot.com/ for all their video editing needs and discover the difference for yourself!

Exploring the Best Video Editing App.pdf

proinshot.com

Software Quality Assurance Interview Questions

Arshad QA

VTU technical seminar 8Th Sem on Scikit-learn

AmarnathKambale

Data spaces in distributed environments should be allowed to evolve in agile ways providing data space owners with large flexibility about which data they store. Agility and heterogeneity, however, jeopardize data exchanges because representations may build on varying ontologies and data consumers may not rely on the semantic correctness of their queries in the context of semantically heterogeneous, evolving data spaces. Graph data spaces are one example of a powerful model for representing and querying data whose semantics may change over time. To assert and enforce conditions on individual graph data spaces, shape languages (e.g SHACL) have been developed. We investigate the question of how querying and programming can be guarded by reasoning over SHACL constraints in a distributed setting and we sketch a picture of how a future landscape based on semantically heterogeneous data spaces might look like.

Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...

Steffen Staab

Unlocking the Future of AI Agents with Large Language Models

aagamshah0812

Model Call Girl Services in Delhi reach out to us at 🔝 9953056974 🔝✔️✔️ Our agency presents a selection of young, charming call girls available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives, College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Delhi ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 9953056974 🔝. for details Operating 24/7, we serve various locations in Delhi, including Green Park, Lajpat Nagar, Saket, and Hauz Khas near metro stations. For premium call girl services in Delhi 🔝 9953056974 🔝. Thank you for considering us!

CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

9953056974 Low Rate Call Girls In Saket, Delhi NCR

8257 interfacing 2 in microprocessor for btech students

HimanshiGarg82

How To Use Server-Side Rendering with Nuxt.js

Andolasoft Inc

A Secure and Reliable Document Management System is Essential.docx

ComplianceQuest1

Test automation is a cornerstone of software development and quality assurance in today's rapidly evolving digital landscape. Its significance cannot be overstated. Businesses can enhance efficiency, productivity, and accelerate software delivery to market through automation, streamlining testing processes effectively. This comprehensive guide addresses the best practices for test automation in 2024. It offers a detailed checklist to empower you to optimize your automation efforts and maintain a competitive edge.

The Ultimate Test Automation Guide_ Best Practices and Tips.pdf

kalichargn70th171

+971565801893 Mtp-Kit (500MG) Prices » Dubai [(+971565801893**)] Abortion Pills For Sale In Dubai, UAE, Mifepristone and Misoprostol Tablets Available In Dubai, UAE CONTACT DR.Leen Whatsapp +971565801893 We Have Abortion Pills / Cytotec Tablets /Mifegest Kit Available in Dubai, Sharjah, Abudhabi, Ajman, Alain, Fujairah, Ras Al Khaimah, Umm Al Quwain, UAE, Buy cytotec in Dubai +971565801893''''Abortion Pills near me DUBAI | ABU DHABI|UAE. Price of Misoprostol, Cytotec” +971565801893' Dr.DEEM ''BUY ABORTION PILLS MIFEGEST KIT, MISOPROTONE, CYTOTEC PILLS IN DUBAI, ABU DHABI,UAE'' Contact me now via What's App…… abortion Pills Cytotec also available Oman Qatar Doha Saudi Arabia Bahrain Above all, Cytotec Abortion Pills are Available In Dubai / UAE, you will be very happy to do abortion in Dubai we are providing cytotec 200mg abortion pill in Dubai, UAE. Medication abortion offers an alternative to Surgical Abortion for women in the early weeks of pregnancy. We only offer abortion pills from 1 week-6 Months. We then advise you to use surgery if its beyond 6 months. Our Abu Dhabi, Ajman, Al Ain, Dubai, Fujairah, Ras Al Khaimah (RAK), Sharjah, Umm Al Quwain (UAQ) United Arab Emirates Abortion Clinic provides the safest and most advanced techniques for providing non-surgical, medical and surgical abortion methods for early through late second trimester, including the Abortion By Pill Procedure (RU 486, Mifeprex, Mifepristone, early options French Abortion Pill), Tamoxifen, Methotrexate and Cytotec (Misoprostol). The Abu Dhabi, United Arab Emirates Abortion Clinic performs Same Day Abortion Procedure using medications that are taken on the first day of the office visit and will cause the abortion to occur generally within 4 to 6 hours (as early as 30 minutes) for patients who are 3 to 12 weeks pregnant. When Mifepristone and Misoprostol are used, 50% of patients complete in 4 to 6 hours; 75% to 80% in 12 hours; and 90% in 24 hours. We use a regimen that allows for completion without the need for surgery 99% of the time. All advanced second trimester and late term pregnancies at our Tampa clinic (17 to 24 weeks or greater) can be completed within 24 hours or less 99% of the time without the need surgery. The procedure is completed with minimal to no complications. Our Women's Health Center located in Abu Dhabi, United Arab Emirates, uses the latest medications for medical abortions (RU-486, Mifeprex, Mifegyne, Mifepristone, early options French abortion pill), Methotrexate and Cytotec (Misoprostol). The safety standards of our Abu Dhabi, United Arab Emirates Abortion Doctors remain unparalleled. They consistently maintain the lowest complication rates throughout the nation. Our Physicians and staff are always available to answer questions and care for women in one of the most difficult times in their lives. The decision to have an abortion at the Abortion Clinic in Abu Dhabi, United Arab Emirates.+971565801893

+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...

Health

Looking to embark on a digital project in New York City? Choosing the ideal Laravel development partner is pivotal. Begin by defining your project requirements clearly. Assess potential partners' experience, expertise, and technical proficiency, checking portfolios and client testimonials. Effective communication and collaboration are paramount, so evaluate partners' communication styles and project management approaches. Consider long-term scalability and support options, and discuss pricing and contracts transparently. Lastly, trust your instincts when selecting a partner aligned with your vision and values.

How to Choose the Right Laravel Development Partner in New York City_compress...

software pro Development

(Vivek)Call Us, 8448380779,Call girls in Delhi NCr – We Offer best in class call girls. escort Service At Affordable Price At low Rate with Space Night 8000 We Are One Of The Oldest Escort and Call girls Agencies in Delhi. You Will Find That Our Female Escorts Are Full Of Fun, Sexy And They Would Love Enjoy Your Company. We Have A Fantastic Selection Of Escort Ladies Available For In-Calls As Well As Out-Calls. Our Escorts Are Not Only Beautiful But All Have Great Personalities Making Them The Perfect Companion For Any Occasion. In-Call:- You Can Come At Our Place in Delhi Our place Which Is Very Clean Hygienic 100% safe Accommodation. Out-Call:- You have To Come Pick The Girl From My Place We Are Also Provide Door Step Services (Delhi Ncr, Noida, Gurgaon, Faridabad, Ghaziabad Note:- Pic Collectors Time Passers Bargainers Stay Away As We Respect The Value For Your Money Time And Expect The Same From You Hygienic:- Full Ac room And Clean Rooms Available In Hotel 24 * 7 Hourly In Delhi NCR More Details, With WhatsApp Number, +91-8448380779

call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️

Delhi Call girls

Many specialized tools cater to distinct stages within the software development lifecycle (SDLC). These tools target various aspects of development, delivery, and operations, each with its unique strengths. Uniting these diverse testing needs into a single continuous testing platform presents several challenges. Such a platform must seamlessly integrate with various development tools and environments, accommodate different testing methodologies, and remain flexible to adapt to organizational processes and quality standards.

The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...

kalichargn70th171

In the realm of real-time applications, Large Language Models (LLMs) have long dominated language-centric tasks, while tools like OpenCV have excelled in the visual domain. However, the future (maybe) lies in the fusion of LLMs and deep learning, giving birth to the revolutionary concept of Large Action Models (LAMs). Imagine a world where AI not only comprehends language but mimics human actions on technology interfaces. For example, the Rabbit r1 device presented at CES 2024, driven by an AI operating system and LAM, brings this vision to life. It executes complex commands, leveraging GUIs with unprecedented ease. In this presentation, join me on a journey as a software engineer tinkering with WebRTC, Janus, and LLM/LAMs. Together, we’ll evaluate the current state of these AI technologies, unraveling the potential they hold for shaping the future of real-time applications.

Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications

Alberto González Trastoy

Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...

OnePlan Solutions

Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf

kalichargn70th171

In the past six months, the AI landscape has undergone a massive transformation, ushering in a new era of productivity with the latest in Large Language Models (LLMs) and AI technology. This deep dive unlocks how to: Create CustomGPT Models: No coding needed to tailor AI for your unique projects. Integrate your own data, including PDFs and Excel sheets, making information handling a breeze. Plus, discover how to call your own actions/integrations for even more personalized utility. Navigate Advanced Prompting: Overcome AI's memory limits and utilize Retrieval-Augmented Generation for accessing your personalized data, streamlining how you interact with AI. Stay Ahead with AI Trends: Peek into the evolving world of LLMs, featuring newcomers like Google Gemini, Anthropic Claude, Open Sora, and Twitter Grok, and understand what their advancements mean for your productivity. Witness Real-Life Transformations: Through examples and prompt demonstrations, see firsthand how these AI strategies revolutionize routine tasks, from data analysis to content creation. Learn to leverage image output and input for advanced practical use cases, adding a new dimension to your productivity toolkit. No previous coding or AI experience is needed for this talk. Stay ahead in the fast-evolving world of work. Embrace the AI revolution and transform your workflow with advanced LLM techniques. Join us to ensure you're not left behind in the productivity race.

AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques

VictorSzoltysek

Craft an AI & Machine Learning Pitch with our Editable Professional PowerPoint Template. Ignite your AI & Machine Learning pitch with our cutting-edge PowerPoint template tailored for the industry. Perfect for AI conferences, investor presentations, sales pitches to tech-focused companies, training sessions, and educational programs. - 20+ editable slides: Get a variety of options to choose from for your presentation. - Time-saving solution: Download, replace text/images with a few clicks. - User-friendly customization: Easy to use and personalize. - Modern and attractive design: Captivating visuals, sleek layout. - Tailored to your requirements: Fully alterable for customization. - Well-organized slides: Complete control over content. - Thematic specificity: Reflects healthcare industry with relevant graphics. - Showcase your business idea: Communicate value proposition effectively.

AI & Machine Learning Presentation Template

Presentation.STUDIO

introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf

VishalKumarJha10

Dernier (20)