This document evaluates the cost and energy reduction potential of using ARM-based servers instead of Xeon servers. It finds that ARM Cortex A9 processors can be up to 11 times more energy efficient for web serving workloads based on benchmarks. This increased efficiency could enable total cost savings for data centers of up to 12.7% according to models. ARM servers were found to be 3.6 times more efficient for SIP proxy workloads and 2.9 times for more demanding web service workloads, enabling potential cost savings of 10% and 9%, respectively.
Sklubi AlumniWeekend 23.10.2010:
Reijo Maihaniemi
Electricity Consumption: General
Electricity Savings Through DC Power Feed
DC Data Center Projects in the World
ICT Energy saving actions
Empirically Derived Abstractions in Uncore Power Modeling for a Server-Class...Arun Joseph
Uncore power and identification of power reduction opportunities is a critical aspect of future power-efficient micro-processor design.
We present a practical methodology for use in an industrial setting for deriving abstract analytical power models for selected key uncore elements.
We show that even with very few power event markers and a small set of stress marks, it is possible to develop accurate power models for uncore elements of a modern day chip.
We quantify the accuracy such models have in providing improved power proxies and predicting worst-case bounds on chip level inductive noise in future technologies.
Sklubi AlumniWeekend 23.10.2010:
Reijo Maihaniemi
Electricity Consumption: General
Electricity Savings Through DC Power Feed
DC Data Center Projects in the World
ICT Energy saving actions
Empirically Derived Abstractions in Uncore Power Modeling for a Server-Class...Arun Joseph
Uncore power and identification of power reduction opportunities is a critical aspect of future power-efficient micro-processor design.
We present a practical methodology for use in an industrial setting for deriving abstract analytical power models for selected key uncore elements.
We show that even with very few power event markers and a small set of stress marks, it is possible to develop accurate power models for uncore elements of a modern day chip.
We quantify the accuracy such models have in providing improved power proxies and predicting worst-case bounds on chip level inductive noise in future technologies.
Annual Survey for the CEO's of the Council of Manufacturing Associations. If you are a member and would like to get a copy of 2012's, please contact us and we will be happy to send it to you.
Association CEOs who have introduced new and innovative affinity programs over the past year. The show us the money panel.
Bill Carteaux, President & CEO, SPI: The Plastics Industry Trade Association
Kraig Naasz, President and CEO, American Frozen Food Institute
J.P Moery, MoeryLAI
Moderated by Scott Lynch, President, American Bearing Manufacturers Association
Annual Survey for the CEO's of the Council of Manufacturing Associations. If you are a member and would like to get a copy of 2012's, please contact us and we will be happy to send it to you.
Association CEOs who have introduced new and innovative affinity programs over the past year. The show us the money panel.
Bill Carteaux, President & CEO, SPI: The Plastics Industry Trade Association
Kraig Naasz, President and CEO, American Frozen Food Institute
J.P Moery, MoeryLAI
Moderated by Scott Lynch, President, American Bearing Manufacturers Association
CALIENT’s LightConnect™ Fabric is a new approach to improving server and storage utilization rates in data centers. It achieves this by allowing Pod resources to be flexibly shared and reassigned at the optical layer in response to the needs of workloads.
This is achieved through a new virtual Pod or V-Pod architecture. In a typical V-Pod, some resources are static while others are dynamic – connected through OCS-enabled LightConnect™ Fabric paths to the spine switches rather than directly or through manual patch panels.
The VPOD: Breakthrough Operational Efficiency Improvement For Data CentersCALIENT Technologies
CALIENT’s LightConnect™ Fabric is a new approach to improving server and storage utilization rates in data centers which represent 85% of the electronics cost and 70% of the energy consumption. It achieves this by allowing Pod resources to be flexibly shared and reassigned at the optical layer in response to the needs of workloads.
Electricity usage costs have become an increasing fraction of the total cost of ownership (TCO) for data centers. It is possible to dramatically reduce the electrical consumption of typical data centers through appropriate design of the data center physical infrastructure and through the design of the IT architecture. This paper explains how to quantify the electricity savings and provides examples of methods that can greatly reduce electrical power consumption.
Xergy Consulting surveys the programs, standards, and metrics used to evaluate the environmental performance of data centers. What are we missing? What information do we lack to fully evaluate the greenness of clouds?
Empirical studies have revealed that a significant amount of energy is lost unnecessarily in the
network architectures, protocols, routers and various other network devices. Thus there is a need for techniques
to obtain green networking in the computer architecture which can lead to energy saving. Green networking is
an emerging phenomenon in the computer industry because of its economic and environmental benefits. Saving
energy leads to cost-cutting and lower emission of greenhouse gases which are apparently one of the major
threats to the environment. ’Greening’ as the name suggests is the process of constructing network architecture
in such a way so as to avoid unnecessary loss of power and energy due its various components and can be
implemented using various techniques out of which four are mentioned in this review paper, namely Adaptive
link rate (ALR), Dynamic Voltage and Frequency scaling(DVFS), Interface proxying and energy aware
applications and software.
An optimization framework for mobile data collection in energy harvesting wir...Finalyearprojects Toall
To get IEEE 2015-2017 Project for above title in .Net or Java
mail to finalyearprojects2all@gmail.com or contact +91 8870791415
IEEE 2015-2016 Project Videos: https://www.youtube.com/channel/UCyK6peTIU3wPIJxXD0MbNvA
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
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
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.
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/
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias 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.
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.
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.
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.
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.
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.
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/
Cost and Energy Reduction Evaluation for ARM Based Web Servers
1. Cost and Energy Reduction Evaluation
for ARM Based Web Servers
Olle Svanfeldt-Winter, Sébastien Lafond, Johan Lilius
Sébastien Lafond
sebastien.lafond@abo.fi
13.12.2011 Åbo Akademi University - Department of Information Technologies 1
2. Outlines
Motivations
Energy consumption
Total energy consumption
Energy propositional computing
Data Centers Costs
Evaluated HW
Benchmarks
Results
Conclusion
13.12.2011 Åbo Akademi University - Department of Information Technologies 2
3. Motivations
Energy consumption of data centers is both an
economical and environmental issue
– important impact on the possibility to construct or
expend data centres
– cooling infrastructures are expensive
Models for data centre costs exists
– It is possible to determine the relationship between the
total cost of a data center and the energy consumption of
its server
13.12.2011 Åbo Akademi University - Department of Information Technologies 3
4. Energy consumption
The two main metrics are:
TotalFacilityPower
– PUE = ITequipmentPower
1
– DCiE = ×100
PUE
Both express the energy efficient of the data center
But at the end the total energy consumption matters
– this is what you will pay for every month
– infrastructure design based on the maximum power
dissipation of the data center
13.12.2011 Åbo Akademi University - Department of Information Technologies 4
5. Total energy consumption
According to [1] the processors in a typical server
contributed to:
– 45% of the total power dissipation at peak
performance
– 27% when idle
Power dissipation is application specific, but on
average the dissipation is 72% of the peak power
Google server containers are reported to house
1160 servers and dissipate 250KW each.
[1] L. Barroso and U. Holzle, “The case for energy-proportional computing,” Computer,
vol. 40, no. 12, pp. 33–37, December 2007.
13.12.2011 Åbo Akademi University - Department of Information Technologies 5
6. Energy propositional computing
Ideally the energy consumption of data centers
should be proportional to the required performance
– this is unfortunately far from being true
– energy efficiency is best at peak performance
– however typical servers operate most of
the time at 10 to 50% of their capacity
Using low-end and cheaper processors might be an
answer for better energy proportionality
– increase the granularity of power management steps
13.12.2011 Åbo Akademi University - Department of Information Technologies 6
7. Data Centers Costs
Based on Hamilton analysis [1,2]
• $0,07 per KWh
• 80% average load usage
• 50k servers
• 165 W per server
• 5% cost of money
• 10 year amortization time
• 4 year amortization time for the network
• 3 year amortization time for the server
[1] J. Hamilton, “Cooperative expendable micro-slice servers (cems): Low cost, low power servers for internet-scale
services,” in Proceedings of CIDR 09, January 2009.
[2] “Overall data center costs. http://perspectives.mvdirona.com/2010/09/18/overalldatacentercosts.aspx,” James
Hamilton, September 2010
13.12.2011 Åbo Akademi University - Department of Information Technologies 7
8. Evaluated HW
Versatile Express
– Quad-core Cortex A9
– 1GB DDR2
– 400Mhz
Tegra 250
– Dual-core Cortex-A9
– 1GB DDR2
– 1Ghz
13.12.2011 Åbo Akademi University - Department of Information Technologies 8
9. Benchmarks
Autobench and Apache 2 HTTP server
– static web pages
SPECweb2005
– more demanding web services
Erlang
– micro benchmarks
– real world SIP proxy
13.12.2011 Åbo Akademi University - Department of Information Technologies 9
12. Results
Erlang
Calls per dissipated Watt
13.12.2011 Åbo Akademi University - Department of Information Technologies 12
13. Conclusion
The performance of 2 ARMv7 based ARM cortex-A9
was measured and evaluated and compared to Xeon
processors
Measurements show that the Cortex A9 can be up
to
– 11 times more efficient with the Apache server
• Enabling a 12,7% total cost saving
– 3.6 times more efficient with Erlang base SIP proxy
• Enabling a 10% total cost saving
– 2.9 times mote efficient with the SPECweb2005
• Enabling a 9% total cost saving
13.12.2011 Åbo Akademi University - Department of Information Technologies 13
14. Questions ?
13.12.2011 Åbo Akademi University - Department of Information Technologies 14