At Red Hat Storage Day New York on 1/19/16, Red Hat partner Seagate presented on how to implement dense storage using HDDs with SSDs and PCIe flash accelerator cards.
Red Hat and Verizon teamed up to take attendees of Red Hat Storage Day New York on 1/19/16 through a tour of containerized storage and why it's important to the future of storage.
Red Hat's own Sr. Cloud Storage Solutions Architect Narendra Narang took the podium at Red Hat Storage Day New York 1/19/16 to highlight emerging use cases for Red Hat's software-defined-storage products.
Red Hat's Ross Turk took the podium at the Public Sector Red Hat Storage Days on 1/20/16 and 1/21/16 to explain just why software-defined storage matters.
Red Hat and Verizon teamed up to take attendees of Red Hat Storage Day New York on 1/19/16 through a tour of containerized storage and why it's important to the future of storage.
Red Hat's own Sr. Cloud Storage Solutions Architect Narendra Narang took the podium at Red Hat Storage Day New York 1/19/16 to highlight emerging use cases for Red Hat's software-defined-storage products.
Red Hat's Ross Turk took the podium at the Public Sector Red Hat Storage Days on 1/20/16 and 1/21/16 to explain just why software-defined storage matters.
Attendees of Red Hat Storage Day New York on 1/19/16 heard from Red Hat's Ross Turk why software-defined storage matters and how it can help solve data challenges at the petabyte scale and beyond.
Red Hat Storage, based on the upstream GlusterFS project, was developed as a distributed file system in the oil-and-gas, high-performance compute arena. With Red Hat Storage, you can easily set up flexible distributed storage using commodity x86 hardware.
Simple, inexpensive internal or JBOD storage can be linked across multiple physical servers and presented as a single storage namespace. This storage can be used for log files, web content, virtual machine, home directory, and other storage use cases.
In this session, we’ll demonstrate how to:
Install Red Hat Gluster Storage
Configure disks
Link the storage nodes
Define storage bricks
Present storage to clients
We'll talk about tips and tricks, best practices, backup and recovery, and other storage-related topics.
At the Public Sector Red Hat Storage Days on 1/20/16 and 1/21/16, Jason Calloway walked attendees through the basics of scalable POSIX file systems in the cloud.
Attendees of Red Hat Storage Day New York on 1/19/16 heard from Red Hat's Ross Turk why software-defined storage matters and how it can help solve data challenges at the petabyte scale and beyond.
Red Hat Storage, based on the upstream GlusterFS project, was developed as a distributed file system in the oil-and-gas, high-performance compute arena. With Red Hat Storage, you can easily set up flexible distributed storage using commodity x86 hardware.
Simple, inexpensive internal or JBOD storage can be linked across multiple physical servers and presented as a single storage namespace. This storage can be used for log files, web content, virtual machine, home directory, and other storage use cases.
In this session, we’ll demonstrate how to:
Install Red Hat Gluster Storage
Configure disks
Link the storage nodes
Define storage bricks
Present storage to clients
We'll talk about tips and tricks, best practices, backup and recovery, and other storage-related topics.
At the Public Sector Red Hat Storage Days on 1/20/16 and 1/21/16, Jason Calloway walked attendees through the basics of scalable POSIX file systems in the cloud.
HAMR, HDMR, DuraWrite, SHIELD, RAISE sind Technologien, mit denen Seagate der stetig wachsenden Datenmenge in Unternehmen entgegen tritt. Im Webinar erfahren Sie direkt vom Hersteller, was sich dahinter verbirgt.
Accelerating hbase with nvme and bucket cacheDavid Grier
This set of slides describes some initial experiments which we have designed for discovering improvements for performance in Hadoop technologies using NVMe technology
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.
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.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
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.
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
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.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
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.
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.
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
Implementation of Dense Storage Utilizing HDDs with SSDs and PCIe Flash Accelerator Cards
1. Rick Stehno, Sr. Database and Ceph Storage Performance Architect
Applications and Ecosystem Solutions Development
Implementation of Dense Storage Utilizing
HDDs with SSDs and PCIe Flash Accelerator
Cards
NY, USA
January 2016 1
2. Seagate Confidential 2
Big Data is Bigger than MORE Data
Demand GROWING at
Exponential RATE
Bigger Different $-Constrained
Created 5%
31%
56%
8%
62%
25%
Consumer Electronics Client Compute Cloud Computing Tablets & Smartphones
1,121
Exabytes
2010
77
Exabytes
Location SHIFTING to the
CLOUD
Stored
Capacity
$0B
$20B
$40B
$60B
$80B
$100B
$120B
$140B
$160B
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018
Servers External Controller-Based Storage
Enterprise Network Equipment Enterprise Communications Applications
Data Center System Spend
Stable but SLOW growth
3. Seagate Confidential 3
Seagate is Evolving to Address Trends
SYSTEMS
DEVICES
ARRAYS
Converged Infrastructure
High Performance Storage
Hybrid Data
Systems
Software-defined
Storage
Flash Arrays
NAND PCIe
Traditional Enterprise
NAND SASHyperscale
Desktop
Notebook / Tablet
Branded NAND SATAHybrid
Kinetic
Still Growing
Expanded
Offerings
Started with Our
Core Products Flash
Controllers
4. Seagate Confidential 4
Seagate Enterprise Device PortfolioHighestPerformance/$
Highest GB/$
Supported by end-to-end silicon capabilities across Flash and HDDs; >1 Billion ARM CPUs shipped
Silicon technology/IP spans Flash and HDD Portfolio across PCIe, SAS and SATA
Archival HDDs
Capacity
HDDs
Performance
HDDs
with TurboBoost™
Flash Caching
Nytro® PCIe
Flash
Accelerators
with SandForce®
Technology
SAS
SSDs
Latency
Density
Thermal
PCIe M.2, 2.5
SAS 2.5
15K/10K 2.5
NL 2.5
NL/Value 3.5
Kinetic 3.5
Archive 3.5
Perf. 3.5
Nytro PCIe
SSDs
Markets
Hyperscale
Traditional-IT
HPC
Mission-Critical/Compute
Business-Critical/Near-Line
Archival
JBODs
Storage Arrays
Servers
5. Seagate Confidential 5
DISK
FS
DISK DISK
OSD
DISK DISK
OSD OSD OSD OSD
FS FS FSFS btrfs
xfs
ext4
MMM
Advanced Storage:
• Shingled Magnetic Recording (SMR) Drives
• Excellent density, cost, read performance, and
sequential write streaming
• Poor random write performance
• PCIe Flash
• Excellent performance, in-server integration
• Poor cost per GB
Object Storage Daemons (OSDs):
• 10s to 10000s of OSDs in a cluster
• One per disk or SSD
• Serves stored objects to clients
• Intelligent peers perform replication and recovery
tasks
• Support for erasure coding of objects
• Support for strong consistency leveraging write
journals
Ceph Deployment
6. Seagate Confidential 6
Featuring:
• Nytro XP6302 flash accelerator card
• Nytro XD - tuned Write Back caching SW
• 12x 8TB SMR HDDs
Benefits
• Accelerate Ceph journals and Metadata
with flash
• By moving this data onto flash, cost-
effective SMR drives are well-suited for
extremely dense object storage systems
reducing storage costs over 40%
• Experienced 11x Ceph Object Storage
Performance Gains
Storage Component Deployment in Ceph
8. Seagate Confidential 8
Ceph Benchmarks – 4k writes
SMR only
SMR with
SSD
SMR Cache
Tier
SMR with
Nytro XD
MB/s 2.53 2.56 5.9 28.19
0
5
10
15
20
25
30
MB/s
4K writes - 16 threads
SMR only
SMR with
SSD
SMR Cache
Tier
SMR with
Nytro XD
Latency/s 0.0246 0.024 0.01 0.0022
0
0.005
0.01
0.015
0.02
0.025
0.03
Seconds
4K writes - 16 threads
11x Gain in MB/s 11x drop in Latency
9. Seagate Confidential 9
Ceph Benchmarks – 4M writes
SMR only SMR with SSD
SMR Cache
Tier
SMR with Nytro
XD
MB/s 135.532 194.556 590.4 777.05
0
100
200
300
400
500
600
700
800
900
MB/s
4M writes - 16 threads
SMR only
SMR with
SSD
SMR Cache
Tier
SMR with
Nytro XD
Latency/s 0.471 0.328 0.108 0.082
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
Seconds
4M writes - 16 threads
7x gain in MB/s 6x decrease in Latency
10. Seagate Confidential 10
Ceph Storage Costs
SMR + Nytro XD Price per MB/s: Cost of ((Total SMR HDD cost + Nytro PCIe Card) / MB/s for each test)
HDD Price per GB Price MB/s 4k writes Price MB/s 4M writes
CMR 4TB HDD $0.08250 CMR 4TB HDD $589.90 CMR 4TB HDD $11.89
SMR 8TB HDD $0.03250 SMR 8TB HDD + Nytro XD $315.46 SMR 8TB HDD + Nytro XD $11.98
These prices do not include savings from electrical/cooling costs, reducing datacenter floor space, from the reduction of HDD
11. Seagate Confidential 11
Scaled-Up Hardware Configuration
Example Ceph configuration
using fully Populated Open Rack:
• 18 Winterfell Servers
• 33.5 TBs of Flash
• 2.2 PBs of SMR Storage
12. Seagate Confidential 12Seagate Confidential
Thank You!
Questions?
Learn how Seagate accelerates storage with one of
the broadest SSD and Flash portfolios in the market