How To Build A Scalable Storage System with OSS at TLUG Meeting 2008/09/13

•Download as PPT, PDF•

9 likes•2,066 views

The document discusses Gosuke Miyashita's goal of building a scalable storage system for his company's web hosting service. He is exploring the use of several open source technologies including cman, CLVM, GFS2, GNBD, DRBD, and DM-MP to create a storage system that provides high availability, flexible I/O distribution, and easy extensibility without expensive hardware. He outlines how each technology works and shows some example configurations, but notes that integrating many components may introduce issues around complexity, overhead, performance, stability and compatibility with non-Red Hat Linux.

Technology Business

TLUG Meeting 2008/09/13 Gosuke Miyashita

My company ,[object Object],[object Object],[object Object],[object Object]

My goal of a scalable storage system ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Technologies

cman ,[object Object],[object Object],[object Object],[object Object],[object Object]

CLVM ,[object Object],[object Object],[object Object],[object Object]

CLVM clvmd distributes metadata among cluster nodes Logical volumes presented to each cluster node Logical volume on shared storage LVM2 Metadata clvmd LVM2 Metadata clvmd LVM2 Metadata clvmd

GNBD ,[object Object],[object Object],[object Object],[object Object]

GNBD TCP/IP network GNBD client GNBD client GNBD client GNBD Server Exported block device

GFS2 ,[object Object],[object Object],[object Object],[object Object],[object Object]

GFS2 These nodes can access to the GFS2 file system simultaneously GNBD Server GFS2 GNBD client cman GNBD client cman GNBD client cman

DRBD ,[object Object],[object Object],[object Object],[object Object]

DRBD Replication Server Block Device Server Block Device

DM-MP ,[object Object],[object Object],[object Object]

DM-MP with SAN storage /dev/sda1 /dev/sdb1 Seen as one device /dev/mapper/mpath0 active/passive or active/active Node HBA1 HBA2 SAN swtich 1 SAN swtich 2 Storage CNTRLR1 CNTRLR2

A scalable storage system /dev/VG0/LV0 (CLVM) mount /dev/VG0/LV0 /mnt cman GNBD cman GNBD GNBD Server GFS2 GNBD Server GFS2 Replication (DRBD) /dev/mapper/mpath0 (DM-MP) /dev/gnbd0 /dev/gnbd1 GNBD Server GFS2 GNBD Server GFS2 Replication (DRBD) /dev/mapper/mpath1 (DM-MP) /dev/gnbd2 /dev/gnbd3

How to extend /dev/VG0/LV0 (CLVM) mount /dev/VG0/LV0 /mnt cman GNBD cman GNBD GNBD Server GFS2 GNBD Server GFS2 /dev/mapper/mpath0 /dev/gnbd0 /dev/gnbd1 GNBD Server GFS2 GNBD Server GFS2 /dev/mapper/mpath1 /dev/gnbd2 /dev/gnbd3 GNBD Server GFS2 GNBD Server GFS2 /dev/mapper/mpath2 /dev/gnbd4 /dev/gnbd5

I wonder ... ,[object Object],[object Object],[object Object],[object Object],[object Object]

Après la petite intro sur le stockage distribué et la description de Ceph, Jian Zhang réalise dans cette présentation quelques benchmarks intéressants : tests séquentiels, tests random et surtout comparaison des résultats avant et après optimisations. Les paramètres de configuration touchés et optimisations (Large page numbers, Omap data sur un disque séparé, ...) apportent au minimum 2x de perf en plus.

Quick-and-Easy Deployment of a Ceph Storage Cluster with SLESJan Kalcic

Cephfs jewel mds performance benchmark

Xiaoxi Chen

Ceph Day Melbourne - Ceph on All-Flash Storage - Breaking Performance Barriers

Ceph Community

HKG15-401: Ceph and Software Defined Storage on ARM servers

Linaro

HKG15-401: Ceph and Software Defined Storage on ARM servers --------------------------------------------------- Speaker: Yazen Ghannam Steve Capper Date: February 12, 2015 --------------------------------------------------- ★ Session Summary ★ Running Ceph in the colocation, ongoing optimizations -------------------------------------------------- ★ Resources ★ Pathable: https://hkg15.pathable.com/meetings/250828 Video: https://www.youtube.com/watch?v=RdZojLL7ttk Etherpad: http://pad.linaro.org/p/hkg15-401 --------------------------------------------------- ★ Event Details ★ Linaro Connect Hong Kong 2015 - #HKG15 February 9-13th, 2015 Regal Airport Hotel Hong Kong Airport --------------------------------------------------- http://www.linaro.org http://connect.linaro.org

QCT Ceph Solution - Design Consideration and Reference Architecture

Patrick McGarry

Storage tiering and erasure coding in Ceph (SCaLE13x)

Sage Weil

Ceph is designed around the assumption that all components of the system (disks, hosts, networks) can fail, and has traditionally leveraged replication to provide data durability and reliability. The CRUSH placement algorithm is used to allow failure domains to be defined across hosts, racks, rows, or datacenters, depending on the deployment scale and requirements. Recent releases have added support for erasure coding, which can provide much higher data durability and lower storage overheads. However, in practice erasure codes have different performance characteristics than traditional replication and, under some workloads, come at some expense. At the same time, we have introduced a storage tiering infrastructure and cache pools that allow alternate hardware backends (like high-end flash) to be leveraged for active data sets while cold data are transparently migrated to slower backends. The combination of these two features enables a surprisingly broad range of new applications and deployment configurations. This talk will cover a few Ceph fundamentals, discuss the new tiering and erasure coding features, and then discuss a variety of ways that the new capabilities can be leveraged.

Ceph Performance Profiling and Reporting

Ceph Community

Accelerating Ceph with RDMA and NVMe-oF

inside-BigData.com

Haodong Tang from Intel gave this talk at the 2018 Open Fabrics Workshop. "Efficient network messenger is critical for today’s scale-out storage systems. Ceph is one of the most popular distributed storage system providing a scalable and reliable object, block and file storage services. As the explosive growth of Big Data continues, there're strong demands leveraging Ceph build high performance & ultra-low latency storage solution in the cloud and bigdata environment. The traditional TCP/IP cannot satisfy this requirement, but Remote Direct Memory Access (RDMA) can. "In this session, we'll present the challenges in today's distributed storage system posed by network messenger with the profiling results of Ceph All Flash Array system showing the networking already become the bottleneck and introduce how we achieved 8% performance benefit with Ethernet RDMA protocol iWARP. We'll first present the design of integrating iWARP to Ceph networking module together with performance characterization results with iWARP enabled IO intensive workload. The send part, we will explore the proof-of-concept solution of Ceph on NVMe over iWARP to build high-performance and high-density storage solution. Finally, we will showcase how these solutions can improve OSD scalability, and what’s the next optimization opportunities based on current analysis." Watch the video: https://wp.me/p3RLHQ-ikV Learn more: http://intel.com and https://insidehpc.com/2018/04/amazon-libfabric-case-study-flexible-hpc-infrastructure/ Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter

Build a High Available NFS Cluster Based on CephFS - Shangzhong Zhu

Ceph Community

New Ceph capabilities and Reference Architectures

Kamesh Pemmaraju

Have you heard about Inktank Ceph and are interested to learn some tips and tricks for getting started quickly and efficiently with Ceph? Then this is the session for you! In this two part session you learn details of: • the very latest enhancements and capabilities delivered in Inktank Ceph Enterprise such as a new erasure coded storage back-end, support for tiering, and the introduction of user quotas. • best practices, lessons learned and architecture considerations founded in real customer deployments of Dell and Inktank Ceph solutions that will help accelerate your Ceph deployment.

Ceph on All Flash Storage -- Breaking Performance Barriers

Ceph Community

Ceph Day Beijing - Ceph All-Flash Array Design Based on NUMA Architecture

Danielle Womboldt

Red Hat Ceph Storage Acceleration Utilizing Flash Technology

Red_Hat_Storage

Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud

Patrick McGarry

Red Hat® Ceph Storage and Network Solutions for Software Defined Infrastructure

Intel® Software

S de0882 new-generation-tiering-edge2015-v3

Tony Pearson

Tony blogging-tips-itso30-v1310e

Tony Pearson

What's hot

Ceph on 64-bit ARM with X-Gene

Ceph Community

MySQL Head-to-Head

Patrick McGarry

Ceph on Intel: Intel Storage Components, Benchmarks, and Contributions

Colleen Corrice

Stabilizing Ceph

Ceph Community

Ceph: Open Source Storage Software Optimizations on Intel® Architecture for C...

Odinot Stanislas

Quick-and-Easy Deployment of a Ceph Storage Cluster with SLESJan Kalcic

Cephfs jewel mds performance benchmark

Xiaoxi Chen

Ceph Day Melbourne - Ceph on All-Flash Storage - Breaking Performance Barriers

Ceph Community

HKG15-401: Ceph and Software Defined Storage on ARM servers

Linaro

QCT Ceph Solution - Design Consideration and Reference Architecture

Patrick McGarry

Storage tiering and erasure coding in Ceph (SCaLE13x)

Sage Weil

Ceph Performance Profiling and Reporting

Ceph Community

Accelerating Ceph with RDMA and NVMe-oF

inside-BigData.com

Build a High Available NFS Cluster Based on CephFS - Shangzhong Zhu

Ceph Community

New Ceph capabilities and Reference Architectures

Kamesh Pemmaraju

Ceph on All Flash Storage -- Breaking Performance Barriers

Ceph Community

Ceph Day Beijing - Ceph All-Flash Array Design Based on NUMA Architecture

Danielle Womboldt

Red Hat Ceph Storage Acceleration Utilizing Flash Technology

Red_Hat_Storage

Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud

Patrick McGarry

Red Hat® Ceph Storage and Network Solutions for Software Defined Infrastructure

Intel® Software

What's hot (20)

Ceph on 64-bit ARM with X-Gene

MySQL Head-to-Head

Ceph on Intel: Intel Storage Components, Benchmarks, and Contributions

Stabilizing Ceph

Ceph: Open Source Storage Software Optimizations on Intel® Architecture for C...

Quick-and-Easy Deployment of a Ceph Storage Cluster with SLES

Cephfs jewel mds performance benchmark

Ceph Day Melbourne - Ceph on All-Flash Storage - Breaking Performance Barriers

HKG15-401: Ceph and Software Defined Storage on ARM servers

QCT Ceph Solution - Design Consideration and Reference Architecture

Storage tiering and erasure coding in Ceph (SCaLE13x)

Ceph Performance Profiling and Reporting

Accelerating Ceph with RDMA and NVMe-oF

Build a High Available NFS Cluster Based on CephFS - Shangzhong Zhu

New Ceph capabilities and Reference Architectures

Ceph on All Flash Storage -- Breaking Performance Barriers

Ceph Day Beijing - Ceph All-Flash Array Design Based on NUMA Architecture

Red Hat Ceph Storage Acceleration Utilizing Flash Technology

Journey to Stability: Petabyte Ceph Cluster in OpenStack Cloud

Red Hat® Ceph Storage and Network Solutions for Software Defined Infrastructure

Viewers also liked

S de0882 new-generation-tiering-edge2015-v3

Tony Pearson

Tony blogging-tips-itso30-v1310e

Tony Pearson

IBM Solid State in eX5 servers

Tony Pearson

Delitos cibernéticosYaquelina Bermejo

Planetasaaronlongueira

SAP HANA Runs Better, Faster, Stronger on IBM Power

Dynamix

Infographic OpenStack - Deployment Tools

Stratoscale

Complete dd ex5s1170131

IBM's Pure and Flexible Integrated Solution

Tony Pearson

The Pendulum Swings Back: Converged and Hyperconverged Environments

Tony Pearson

S cv3179 spectrum-integration-openstack-edge2015-v5

Tony Pearson

Sg248107 Implementing the IBM Storwize V3700

Wellington Torrejais da Silva

S ss0885 spectrum-scale-elastic-edge2015-v5

Tony Pearson

Choosing the Right Storage for your Server Virtualization Environment

Tony Pearson

IBM Spectrum Scale Overview november 2015

Doug O'Flaherty

Clever safe

Azad Mukhurov

Backup Options for IBM PureData for Analytics powered by Netezza

Tony Pearson

IBM's Cloud Storage Options

Tony Pearson

Has Your Data Gone Rogue?

Tony Pearson

Cleversafe.PPTXPatrick Berghaeger

Viewers also liked (20)

S de0882 new-generation-tiering-edge2015-v3

Tony blogging-tips-itso30-v1310e

IBM Solid State in eX5 servers

Delitos cibernéticos

Planetas

SAP HANA Runs Better, Faster, Stronger on IBM Power

Infographic OpenStack - Deployment Tools

Complete dd ex5

IBM's Pure and Flexible Integrated Solution

The Pendulum Swings Back: Converged and Hyperconverged Environments

S cv3179 spectrum-integration-openstack-edge2015-v5

Sg248107 Implementing the IBM Storwize V3700

S ss0885 spectrum-scale-elastic-edge2015-v5

Choosing the Right Storage for your Server Virtualization Environment

IBM Spectrum Scale Overview november 2015

Clever safe

Backup Options for IBM PureData for Analytics powered by Netezza

IBM's Cloud Storage Options

Has Your Data Gone Rogue?

Cleversafe.PPTX

Similar to How To Build A Scalable Storage System with OSS at TLUG Meeting 2008/09/13

High Availability Storage (susecon2016)

Roger Zhou 周志强

Red Hat Global File System (GFS)Schubert Zhang

SUSE Expert Days Paris 2018 - SUSE HA Cluster Multi-Device

SUSE

Linux containers – next gen virtualization for cloud (atl summit) ar4 3 - copy

Boden Russell

OpenNebulaConf 2016 - The DRBD SDS for OpenNebula by Philipp Reisner, LINBIT

OpenNebula Project

Distributed replicated block device

Chanaka Lasantha

Disaster recovery of OpenStack Cinder using DRBDViswesuwara Nathan

Linux High Availability Overview - openSUSE.Asia Summit 2015

Roger Zhou 周志强

GlusterFS and Openstack Storage

Deepak Shetty

Rhel cluster basics 1

Manoj Singh

Realizing Linux Containers (LXC)

Boden Russell

HIGH AVAILABLE CLUSTER IN WEB SERVER WITH HEARTBEAT + DRBD + OCFS2

Utah Networxs Consultoria e Treinamento

Actually any people and employers get high available in your applications, maintain ours environment always available not is easy task. In Open Source World exist tools that maje it possible. This appresentation is a module course UTAH NETWORXS about Hight Available and Performance Course. Utah Networxs is business school in Sao Paulo Brazil Work a Linux System for more than 17 years. Maked to Fabio Pires Directory Utah Networxs and Linux Specialist focusing Clusters and HA services.

Rhel cluster basics 2

Manoj Singh

Paper on RDMA enabled Cluster FileSystem at Intel Developer Forum

somenathb

Lisa 2015-gluster fs-introduction

Gluster.org

drbd9_and_drbdmanage_may_2015Alexandre Huynh

Using CloudStack With Clustered LVM

Marcus L Sorensen

Redhat ha cluster with pacemaker

Indika Dias

GlusterFS CTDB IntegrationEtsuji Nakai

Lavigne bsdmag-jan2012

Dru Lavigne

Similar to How To Build A Scalable Storage System with OSS at TLUG Meeting 2008/09/13 (20)

High Availability Storage (susecon2016)

Red Hat Global File System (GFS)

SUSE Expert Days Paris 2018 - SUSE HA Cluster Multi-Device

Linux containers – next gen virtualization for cloud (atl summit) ar4 3 - copy

OpenNebulaConf 2016 - The DRBD SDS for OpenNebula by Philipp Reisner, LINBIT

Distributed replicated block device

Disaster recovery of OpenStack Cinder using DRBD

Linux High Availability Overview - openSUSE.Asia Summit 2015

GlusterFS and Openstack Storage

Rhel cluster basics 1

Realizing Linux Containers (LXC)

HIGH AVAILABLE CLUSTER IN WEB SERVER WITH HEARTBEAT + DRBD + OCFS2

Rhel cluster basics 2

Paper on RDMA enabled Cluster FileSystem at Intel Developer Forum

Lisa 2015-gluster fs-introduction

drbd9_and_drbdmanage_may_2015

Using CloudStack With Clustered LVM

Redhat ha cluster with pacemaker

GlusterFS CTDB Integration

Lavigne bsdmag-jan2012

Recently uploaded

"Impact of front-end architecture on development cost", Viktor Turskyi

Fwdays

I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.

FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf

FIDO Alliance

Leading Change strategies and insights for effective change management pdf 1.pdf

OnBoard

Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf

91mobiles

From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...

Product School

Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...

Thierry Lestable

Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...

Jeffrey Haguewood

Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows. We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases. This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams. Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.

Connector Corner: Automate dynamic content and events by pushing a button

DianaGray10

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

The Art of the Pitch: WordPress Relationships and Sales

Laura Byrne

Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes? All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.

Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024

Tobias Schneck

As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other? Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.

UiPath Test Automation using UiPath Test Suite series, part 4

DianaGray10

Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap. The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies. Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques What will you get from this session? 1. Insights into SAP testing best practices 2. Heatmap utilization for testing 3. Optimization of testing processes 4. Demo Topics covered: Execution from the test manager Orchestrator execution result Defect reporting SAP heatmap example with demo Speaker: Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP

Epistemic Interaction - tuning interfaces to provide information for AI support

Alan 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.

From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...

Product School

Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality

Inflectra

In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring. Learn about: • The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks. • Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective. • Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification. • Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process. Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.

Essentials of Automations: Optimizing FME Workflows with Parameters

Safe 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.

GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...

Sri Ambati

LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...

DanBrown980551

Do you want to learn how to model and simulate an electrical network from scratch in under an hour? Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)! During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook. PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides: - A fully editable and extendable library for grid component modelling; - Visualization tools to display your network; - Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses; The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well. What you will learn during the webinar: - For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills; - For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.

FIDO Alliance Osaka Seminar: Overview.pdf

FIDO Alliance

FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf

FIDO Alliance

IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx

Abida Shariff

Recently uploaded (20)