A presentation about COCOMA, a framework for COntrolled COntentious and MAlicious patterns, presented at MERMAT, 2nd International Workshop on Measurement-based Experimental Research, Methodology and Tools, FIA 2013, Dublin, Ireland
Flash memory summit 2015 gary lyng session 301-aGARY LYNG
The World is Ready for Big Data Flash - these workloads, enterprise's at scale and hyperscalers have already discovered the real world benefits of implementing Flash in the data center for high performance and high capacity workloads and @Scale the incredible bottom line savings while raising the SLA's of apps. and the business they support.
The 65 nm Spansion® FL-S NOR Flash memory family has over 20% faster double data rate (DDR) read speeds and three times the programming speed over competing serial Flash solutions.
The Spansion FL-S delivers leading performance, automotive grade temperature ranges and in some applications, eliminates the need for DRAM.
Engineers are increasingly demanding these attributes for improving the user experience and designing innovative, graphic-rich, stylish designs in next generation electronics. The product family is available from 128 Mb (megabit) to 1 Gb (gigabit).
Tutorial Description:
Big data, virtualization, OLTP systems, and a host of performance-intensive applications have led to much greater use of flash memory in data centers. Data center managers and engineers must therefore focus on when to use flash memory, how to keep costs at a reasonable level, and where to employ flash (whether in caches, in tiers, or as main storage). This session focuses on why flash is being used and what benefits it brings to data centers.
Topics:
The impact of flash memory in data center infrastructure
Benefits of flash technology
Flash and the data center ecosystem
Growing flash utilization within data centers and IT infrastructures
Intended Audience:
Storage specialists; storage engineers; data center, network, and storage managers; product designers and managers; system analysts; computer managers and engineers; data center engineers
A presentation about COCOMA, a framework for COntrolled COntentious and MAlicious patterns, presented at MERMAT, 2nd International Workshop on Measurement-based Experimental Research, Methodology and Tools, FIA 2013, Dublin, Ireland
Flash memory summit 2015 gary lyng session 301-aGARY LYNG
The World is Ready for Big Data Flash - these workloads, enterprise's at scale and hyperscalers have already discovered the real world benefits of implementing Flash in the data center for high performance and high capacity workloads and @Scale the incredible bottom line savings while raising the SLA's of apps. and the business they support.
The 65 nm Spansion® FL-S NOR Flash memory family has over 20% faster double data rate (DDR) read speeds and three times the programming speed over competing serial Flash solutions.
The Spansion FL-S delivers leading performance, automotive grade temperature ranges and in some applications, eliminates the need for DRAM.
Engineers are increasingly demanding these attributes for improving the user experience and designing innovative, graphic-rich, stylish designs in next generation electronics. The product family is available from 128 Mb (megabit) to 1 Gb (gigabit).
Tutorial Description:
Big data, virtualization, OLTP systems, and a host of performance-intensive applications have led to much greater use of flash memory in data centers. Data center managers and engineers must therefore focus on when to use flash memory, how to keep costs at a reasonable level, and where to employ flash (whether in caches, in tiers, or as main storage). This session focuses on why flash is being used and what benefits it brings to data centers.
Topics:
The impact of flash memory in data center infrastructure
Benefits of flash technology
Flash and the data center ecosystem
Growing flash utilization within data centers and IT infrastructures
Intended Audience:
Storage specialists; storage engineers; data center, network, and storage managers; product designers and managers; system analysts; computer managers and engineers; data center engineers
What is inside a Flash memory
device? This will help you imagine it. It is done for helping people catching a part of what is done in the semiconductor industry.
What is driving the need for solid state storage? Flash is a major disruptor of the storage industry. What is available in solid state technology? What does the future hold?
www.unitiv.com
OMI - The Missing Piece of a Modular, Flexible and Composable Computing WorldAllan Cantle
These slides are part of a "Trends in Memory Desegregation" Webinar published in March 2021. You can see the webinar recording here https://youtu.be/g0QEX5qE8kE.
The presentation slides show how the Open Memory Interface, OMI , is a critical System Architecture building block towards our industry being able to easily build Domain Specific Architectures of the future as defined by the gods of Computing Architecture John Hennessy and David Patterson.
During the CXL Forum at OCP Global Summit, Michael Ocampo of Astera Labs explained the problem of the memory wall, and how CXL memory powered by Astera Labs can break through
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.
The venerable Servlet Container still has some performance tricks up its sleeve - this talk will demonstrate Apache Tomcat's stability under high load, describe some do's (and some don'ts!), explain how to performance test a Servlet-based application, troubleshoot and tune the container and your application and compare the performance characteristics of the different Tomcat connectors. The presenters will share their combined experience supporting real Tomcat applications for over 20 years and show how a few small changes can make a big, big difference.
What is inside a Flash memory
device? This will help you imagine it. It is done for helping people catching a part of what is done in the semiconductor industry.
What is driving the need for solid state storage? Flash is a major disruptor of the storage industry. What is available in solid state technology? What does the future hold?
www.unitiv.com
OMI - The Missing Piece of a Modular, Flexible and Composable Computing WorldAllan Cantle
These slides are part of a "Trends in Memory Desegregation" Webinar published in March 2021. You can see the webinar recording here https://youtu.be/g0QEX5qE8kE.
The presentation slides show how the Open Memory Interface, OMI , is a critical System Architecture building block towards our industry being able to easily build Domain Specific Architectures of the future as defined by the gods of Computing Architecture John Hennessy and David Patterson.
During the CXL Forum at OCP Global Summit, Michael Ocampo of Astera Labs explained the problem of the memory wall, and how CXL memory powered by Astera Labs can break through
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.
The venerable Servlet Container still has some performance tricks up its sleeve - this talk will demonstrate Apache Tomcat's stability under high load, describe some do's (and some don'ts!), explain how to performance test a Servlet-based application, troubleshoot and tune the container and your application and compare the performance characteristics of the different Tomcat connectors. The presenters will share their combined experience supporting real Tomcat applications for over 20 years and show how a few small changes can make a big, big difference.
Today at Hot Chips 2019, Intel engineers presented technical details on hybrid chip packaging technology, Intel Optane DC persistent memory and chiplet technology for optical I/O.
"To get to a future state of ‘AI everywhere,’ we’ll need to address the crush of data being generated and ensure enterprises are empowered to make efficient use of their data, processing it where it’s collected when it makes sense and making smarter use of their upstream resources," said Naveen Rao, Intel vice president and GM, Artificial Intelligence Products Group. "Data centers and the cloud need to have access to performant and scalable general purpose computing and specialized acceleration for complex AI applications. In this future vision of AI everywhere, a holistic approach is needed—from hardware to software to applications.”
Learn more: https://www.intel.ai/accelerating-for-ai/?elq_cid=1192980
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
Magnet Shuffle Service: Push-based Shuffle at LinkedInDatabricks
The number of daily Apache Spark applications at LinkedIn has increased by 3X in the past year. The shuffle process alone, which is one of the most costly operators in batch computation, is processing PBs of data and billions of blocks daily in our clusters. With such a rapid increase of Apache Spark workloads, we quickly realized that the shuffle process can become a severe bottleneck for both infrastructure scalability and workloads efficiency. In our production clusters, we have observed both reliability issues due to shuffle fetch connection failures and efficiency issues due to the random reads of small shuffle blocks on HDDs.
To tackle those challenges and optimize shuffle performance in Apache Spark, we have developed Magnet shuffle service, a push-based shuffle mechanism that works natively with Apache Spark. Our paper on Magnet has been accepted by VLDB 2020. In this talk, we will introduce how push-based shuffle can drastically increase shuffle efficiency when compared with the existing pull-based shuffle. In addition, by combining push-based shuffle and pull-based shuffle, we show how Magnet shuffle service helps to harden shuffle infrastructure at LinkedIn scale by both reducing shuffle related failures and removing scaling bottlenecks. Furthermore, we will share our experiences of productionizing Magnet at LinkedIn to process close to 10 PB of daily shuffle data.
The primary reasons for using parallel computing:
Save time - wall clock time
Solve larger problems
Provide concurrency (do multiple things at the same time)
All the fundamental concepts and tools for understanding performance tuning in Java. Garbage collection, memory management and collector types and tools for profiling Java applications.
Similar to Hush…tell you something novel about flash memory (20)
Some key value stores using log-structureZhichao Liang
This slides presents three key-value stores using log-structure, includes Riak, RethinkDB, LevelDB. BTW, i state that RethinkDB employs append-only B-tree and that is an estimate made by combining guessing wih reasoning!
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
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.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
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
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
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.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
The Art of the Pitch: WordPress Relationships and SalesLaura 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.
Welocme to ViralQR, your best QR code generator.ViralQR
Welcome to ViralQR, your best QR code generator available on the market!
At ViralQR, we design static and dynamic QR codes. Our mission is to make business operations easier and customer engagement more powerful through the use of QR technology. Be it a small-scale business or a huge enterprise, our easy-to-use platform provides multiple choices that can be tailored according to your company's branding and marketing strategies.
Our Vision
We are here to make the process of creating QR codes easy and smooth, thus enhancing customer interaction and making business more fluid. We very strongly believe in the ability of QR codes to change the world for businesses in their interaction with customers and are set on making that technology accessible and usable far and wide.
Our Achievements
Ever since its inception, we have successfully served many clients by offering QR codes in their marketing, service delivery, and collection of feedback across various industries. Our platform has been recognized for its ease of use and amazing features, which helped a business to make QR codes.
Our Services
At ViralQR, here is a comprehensive suite of services that caters to your very needs:
Static QR Codes: Create free static QR codes. These QR codes are able to store significant information such as URLs, vCards, plain text, emails and SMS, Wi-Fi credentials, and Bitcoin addresses.
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Pricing and Packages
Additionally, there is a 14-day free offer to ViralQR, which is an exceptional opportunity for new users to take a feel of this platform. One can easily subscribe from there and experience the full dynamic of using QR codes. The subscription plans are not only meant for business; they are priced very flexibly so that literally every business could afford to benefit from our service.
Why choose us?
ViralQR will provide services for marketing, advertising, catering, retail, and the like. The QR codes can be posted on fliers, packaging, merchandise, and banners, as well as to substitute for cash and cards in a restaurant or coffee shop. With QR codes integrated into your business, improve customer engagement and streamline operations.
Comprehensive Analytics
Subscribers of ViralQR receive detailed analytics and tracking tools in light of having a view of the core values of QR code performance. Our analytics dashboard shows aggregate views and unique views, as well as detailed information about each impression, including time, device, browser, and estimated location by city and country.
So, thank you for choosing ViralQR; we have an offer of nothing but the best in terms of QR code services to meet business diversity!
2. Outline
• Background
• Some tests
• Possible applications
• Some extensions
3. Outline
• Background
• Some tests
• Possible applications
• Some extensions
4. Background
• Flash manufacturers provide conservative and
often vague guidelines about performance,
energy consumption and reliability.
• The lack of detail complicates the design of
systems which fully exploit flash memory’s
capabilities.
5. Outline
• Background
• Some tests
• Possible applications
• Some extensions
6. Test subjects
Characterizing Flash Memory: Anomalies, Observations, and
Applications by Laura M. Grupp, Adrian M. Caulfield, Joel Coburn
etc.(MIRCO’09)
7. The tests
Quantify known and unknown idiosyncrasies
• Performance
• Energy Efficiency
• Reliability
8. Read Latency
• The read latency varies little by manufacturer or chip, and are
in good agreement with values from publicly available
datasheets.
9. Erase Latency
• Erase latency exhibits a smaller gap, but manufacturer B
enjoys an advantage for SLC and E for MLC.
10. Program Latency
• MLC chips have, on average, longer and enormously variable
program latencies.
11. Program Speed Anomaly
• Programming speed varies dramatically between pages in
MLC devices in a predictable pattern.
13. Power
• The table presents peak power, average power, idle power,
and per-operation energy for each operation.
14. Program Energy
• Fast and slow pages show a disparity similar to the one we
observed for program time.
15. Reliability
• Flash memory can corrupt data in three main
ways: wear-out, program disturb and read
disturb.
• 10 erase-program-read cycles + 990 erase-
program.
• 1 million erases for SLC and 100,000 erases for
MLC.
19. Read Disturb
• Write a test pattern to several blocks on the flash chip and
repeatedly read the pattern back.
20. Summary
• Fast pages and slow pages in MLC
• High energy-consumption pages and low
energy-consumption pages in MLC
• Better program performance as wear out for
SLC and MLC
• High error-rate pages and low error-rate pages
in MLC
• Program disturb and read disturb
21. Outline
• Background
• Some tests
• Possible applications
• Some extensions
22. A variation-aware FTL
• Mango adds a priority to incoming IO request and it
will do its best to use fast pages for the high-priority
writes.
• This variation-aware FTL is evaluated in two
scenarios: Swap&Netbook.
• For Swap, it can significantly increase responsiveness
for swap requests.
• For Netbook, it can slightly reduce the energy drain
on the battery.
23. Flash-aware data encoding
• Womcode is a coding
techniques makes
rewriting wom
possible!
• Effective lifetime:
- SLC: 2*(2/3) = 33% increase
- MLC: (2*(2/3) + 1)*(1/2) = 17% increase
24. Outline
• Background
• Some tests
• Possible applications
• Some extensions
25. Gordon
• A system architecture for data-centric
applications that combines low-power
processors, flash memory, and data-centric
programming.
• Performance & Reduced Power Consumption
Gordon: Using Flash Memory to Build Fast, Power-
efficient Clusters for Data-intensive Applications by Adrian M.
Caufield Laura M. Grupp and Steven Swanson(ASPLOS’09)
26. Gordon Node
• 256GB flash storage, a flash storage controller, 2GB of ECC
DDR2 SDRAM, a 1.9Ghz Intel Atom processor and other
supporting circuitry.
27. Gordon Enclosure
• A enclosure holds 16 nodes(4TB storage) and provides
14.4GB/s of aggregate IO bandwidth.