Network analysis of dependency graphs between code components can help predict defects and prioritize testing. Analyzing dependencies captured metrics like centrality and ego networks that strongly correlated with past defects. These network measures improved prediction of defects, ranking highest risk binaries, and identification of critical "escrow" binaries requiring extra testing over complexity metrics alone, doubling recall of escrow binaries. Combining network and complexity analyses provides more effective defect prediction and testing prioritization to aid new QA managers.
Bicliques for Preimages: Attacks on Skein-512 and the SHA-2 familyAlexandra
Bicliques for Preimages: Attacks on Skein-512 and the SHA-2 family
by Dmitry Khovratovich, Christian Rechberger,
Alexandra Savelieva.
Presented at 19th International Workshop on Fast Software Encryption - FSE 2012 (March 2012, Washington DC)
Belief Propagation Decoder for LDPC Codes Based on VLSI Implementationinventionjournals
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
Bicliques for Preimages: Attacks on Skein-512 and the SHA-2 familyAlexandra
Bicliques for Preimages: Attacks on Skein-512 and the SHA-2 family
by Dmitry Khovratovich, Christian Rechberger,
Alexandra Savelieva.
Presented at 19th International Workshop on Fast Software Encryption - FSE 2012 (March 2012, Washington DC)
Belief Propagation Decoder for LDPC Codes Based on VLSI Implementationinventionjournals
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
Magic behind the numbers - software metrics in practiceSebastian Marek
We use static code analysis tools more often these days that create great reports and funky graphs. But do we understand what it all mean?
Software metrics tends to be magic numbers for a lot of people, but they don't really have to be. Let me introduce you to a few basic and
most popular software metric and tools and explain you what they mean and how you can use them to produce better software.
English:
Sometimes java applications are not as fast as we expect. What if our system contains of hundreds JVMs, databases and other components? We try using profiler, however can't find the bottleneck.
In this talk we discuss:
1. How to profile single JVM
- what is profiler and how does it work
- write simple profiler using java agent and byte-code modification
2. How to profile distributed system
- how engineers in Google doing this
- look at commercial and open source solutions: Dynatrace and Zipkin
- connect to demo-system and see live demos
Russian:
Порой наши java-программы работают медленней, чем хотелось бы. Иногда мы даже подключаемся профайлером, чтобы посмотреть, где тормозит.
А что если наша система состоит из десятков/сотен JVM, баз данных и других компонентов?
На этом техтолке мы обсудим:
1. Как профилировать одну JVM
- что такое профайлер и как он работает под капотом
- напишем простой профайлер с помощью java-агента и байт-код модификаций
2. Как профилировать сложную распределённую систему
- разберёмся как это делают инженеры в Google
- посмотрим готовые коммерческие и open-source решения: Dynatrace и Zipkin
- подключимся к демо-системе и увидим всё своими глазами
https://github.com/kslisenko/java-performance
Object detection is a central problem in computer vision and underpins many applications from medical image analysis to autonomous driving. In this talk, we will review the basics of object detection from fundamental concepts to practical techniques. Then, we will dive into cutting-edge methods that use transformers to drastically simplify the object detection pipeline while maintaining predictive performance. Finally, we will show how to train these models at scale using Determined’s integrated deep learning platform and then serve the models using MLflow.
What you will learn:
Basics of object detection including main concepts and techniques
Main ideas from the DETR and Deformable DETR approaches to object detection
Overview of the core capabilities of Determined’s deep learning platform, with a focus on its support for effortless distributed training
How to serve models trained in Determined using MLflow
Predicting Defects in SAP Java Code: An Experience Reporttilman.holschuh
Which components of a large software system are the
most defect-prone? In a study on a large SAP Java system,
we evaluated and compared a number of defect predictors,
based on code features such as complexity metrics, static
error detectors, change frequency, or component imports,
thus replicating a number of earlier case studies in an industrial
context. We found the overall predictive power to
be lower than expected; still, the resulting regression models
successfully predicted 50–60% of the 20% most defectprone
components.
Coding Naked – Practical steps to moving towards & embracing TDD. We'll overview the normal roadblocks that people typically run in to, and practical ways to overcome those road blocks on your way to embracing Test Driven Development - make coding without tests as uncomfortable as coding naked!
Measuring maintainability; software metrics explainedDennis de Greef
In a world of ever-changing business requirements, how can you keep your software moving at the same pace?
If you keep adding lines of code around the previous iteration to add new functionality, things can become complex quite fast.
By measuring complexity, you can resolve and prevent bugs, while measuring class responsibility can make refactoring easier, for example.
In this talk Dennis will go through certain concepts of analysing software with automated tools to spit out numbers which tell a story about your code.
Certification Study Group - Professional ML Engineer Session 3 (Machine Learn...gdgsurrey
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A preview of the MSR 2013 conference, May 18-19, 2013, in San Francisco, CA. REGISTER NOW! Early registration discounts until April 14. http://msrconf.org
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Magic behind the numbers - software metrics in practiceSebastian Marek
We use static code analysis tools more often these days that create great reports and funky graphs. But do we understand what it all mean?
Software metrics tends to be magic numbers for a lot of people, but they don't really have to be. Let me introduce you to a few basic and
most popular software metric and tools and explain you what they mean and how you can use them to produce better software.
English:
Sometimes java applications are not as fast as we expect. What if our system contains of hundreds JVMs, databases and other components? We try using profiler, however can't find the bottleneck.
In this talk we discuss:
1. How to profile single JVM
- what is profiler and how does it work
- write simple profiler using java agent and byte-code modification
2. How to profile distributed system
- how engineers in Google doing this
- look at commercial and open source solutions: Dynatrace and Zipkin
- connect to demo-system and see live demos
Russian:
Порой наши java-программы работают медленней, чем хотелось бы. Иногда мы даже подключаемся профайлером, чтобы посмотреть, где тормозит.
А что если наша система состоит из десятков/сотен JVM, баз данных и других компонентов?
На этом техтолке мы обсудим:
1. Как профилировать одну JVM
- что такое профайлер и как он работает под капотом
- напишем простой профайлер с помощью java-агента и байт-код модификаций
2. Как профилировать сложную распределённую систему
- разберёмся как это делают инженеры в Google
- посмотрим готовые коммерческие и open-source решения: Dynatrace и Zipkin
- подключимся к демо-системе и увидим всё своими глазами
https://github.com/kslisenko/java-performance
Object detection is a central problem in computer vision and underpins many applications from medical image analysis to autonomous driving. In this talk, we will review the basics of object detection from fundamental concepts to practical techniques. Then, we will dive into cutting-edge methods that use transformers to drastically simplify the object detection pipeline while maintaining predictive performance. Finally, we will show how to train these models at scale using Determined’s integrated deep learning platform and then serve the models using MLflow.
What you will learn:
Basics of object detection including main concepts and techniques
Main ideas from the DETR and Deformable DETR approaches to object detection
Overview of the core capabilities of Determined’s deep learning platform, with a focus on its support for effortless distributed training
How to serve models trained in Determined using MLflow
Predicting Defects in SAP Java Code: An Experience Reporttilman.holschuh
Which components of a large software system are the
most defect-prone? In a study on a large SAP Java system,
we evaluated and compared a number of defect predictors,
based on code features such as complexity metrics, static
error detectors, change frequency, or component imports,
thus replicating a number of earlier case studies in an industrial
context. We found the overall predictive power to
be lower than expected; still, the resulting regression models
successfully predicted 50–60% of the 20% most defectprone
components.
Coding Naked – Practical steps to moving towards & embracing TDD. We'll overview the normal roadblocks that people typically run in to, and practical ways to overcome those road blocks on your way to embracing Test Driven Development - make coding without tests as uncomfortable as coding naked!
Measuring maintainability; software metrics explainedDennis de Greef
In a world of ever-changing business requirements, how can you keep your software moving at the same pace?
If you keep adding lines of code around the previous iteration to add new functionality, things can become complex quite fast.
By measuring complexity, you can resolve and prevent bugs, while measuring class responsibility can make refactoring easier, for example.
In this talk Dennis will go through certain concepts of analysing software with automated tools to spit out numbers which tell a story about your code.
Certification Study Group - Professional ML Engineer Session 3 (Machine Learn...gdgsurrey
Dive into the essentials of ML model development, processes, and techniques to combat underfitting and overfitting, explore distributed training approaches, and understand model explainability. Enhance your skills with practical insights from a seasoned expert.
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An invited talk that I gave in Tokyo. Very special thanks to Shuji Morisaki who was my translator during the session. Many thanks to Chris Bird, Nachi Nagappan, Rahul Premraj, and Sascha Just who provided slides for this talk.
NO1 Uk Rohani Baba In Karachi Bangali Baba Karachi Online Amil Baba WorldWide...Amil baba
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Poonawalla Fincorp and IndusInd Bank Introduce New Co-Branded Credit Cardnickysharmasucks
The unveiling of the IndusInd Bank Poonawalla Fincorp eLITE RuPay Platinum Credit Card marks a notable milestone in the Indian financial landscape, showcasing a successful partnership between two leading institutions, Poonawalla Fincorp and IndusInd Bank. This co-branded credit card not only offers users a plethora of benefits but also reflects a commitment to innovation and adaptation. With a focus on providing value-driven and customer-centric solutions, this launch represents more than just a new product—it signifies a step towards redefining the banking experience for millions. Promising convenience, rewards, and a touch of luxury in everyday financial transactions, this collaboration aims to cater to the evolving needs of customers and set new standards in the industry.
how can i use my minded pi coins I need some funds.DOT TECH
If you are interested in selling your pi coins, i have a verified pi merchant, who buys pi coins and resell them to exchanges looking forward to hold till mainnet launch.
Because the core team has announced that pi network will not be doing any pre-sale. The only way exchanges like huobi, bitmart and hotbit can get pi is by buying from miners.
Now a merchant stands in between these exchanges and the miners. As a link to make transactions smooth. Because right now in the enclosed mainnet you can't sell pi coins your self. You need the help of a merchant,
i will leave the telegram contact of my personal pi merchant below. 👇 I and my friends has traded more than 3000pi coins with him successfully.
@Pi_vendor_247
how to sell pi coins in all Africa Countries.DOT TECH
Yes. You can sell your pi network for other cryptocurrencies like Bitcoin, usdt , Ethereum and other currencies And this is done easily with the help from a pi merchant.
What is a pi merchant ?
Since pi is not launched yet in any exchange. The only way you can sell right now is through merchants.
A verified Pi merchant is someone who buys pi network coins from miners and resell them to investors looking forward to hold massive quantities of pi coins before mainnet launch in 2026.
I will leave the telegram contact of my personal pi merchant to trade with.
@Pi_vendor_247
Even tho Pi network is not listed on any exchange yet.
Buying/Selling or investing in pi network coins is highly possible through the help of vendors. You can buy from vendors[ buy directly from the pi network miners and resell it]. I will leave the telegram contact of my personal vendor.
@Pi_vendor_247
how to sell pi coins on Bitmart crypto exchangeDOT TECH
Yes. Pi network coins can be exchanged but not on bitmart exchange. Because pi network is still in the enclosed mainnet. The only way pioneers are able to trade pi coins is by reselling the pi coins to pi verified merchants.
A verified merchant is someone who buys pi network coins and resell it to exchanges looking forward to hold till mainnet launch.
I will leave the telegram contact of my personal pi merchant to trade with.
@Pi_vendor_247
how to swap pi coins to foreign currency withdrawable.DOT TECH
As of my last update, Pi is still in the testing phase and is not tradable on any exchanges.
However, Pi Network has announced plans to launch its Testnet and Mainnet in the future, which may include listing Pi on exchanges.
The current method for selling pi coins involves exchanging them with a pi vendor who purchases pi coins for investment reasons.
If you want to sell your pi coins, reach out to a pi vendor and sell them to anyone looking to sell pi coins from any country around the globe.
Below is the contact information for my personal pi vendor.
Telegram: @Pi_vendor_247
Introduction to Indian Financial System ()Avanish Goel
The financial system of a country is an important tool for economic development of the country, as it helps in creation of wealth by linking savings with investments.
It facilitates the flow of funds form the households (savers) to business firms (investors) to aid in wealth creation and development of both the parties
What website can I sell pi coins securely.DOT TECH
Currently there are no website or exchange that allow buying or selling of pi coins..
But you can still easily sell pi coins, by reselling it to exchanges/crypto whales interested in holding thousands of pi coins before the mainnet launch.
Who is a pi merchant?
A pi merchant is someone who buys pi coins from miners and resell to these crypto whales and holders of pi..
This is because pi network is not doing any pre-sale. The only way exchanges can get pi is by buying from miners and pi merchants stands in between the miners and the exchanges.
How can I sell my pi coins?
Selling pi coins is really easy, but first you need to migrate to mainnet wallet before you can do that. I will leave the telegram contact of my personal pi merchant to trade with.
Tele-gram.
@Pi_vendor_247
what is the best method to sell pi coins in 2024DOT TECH
The best way to sell your pi coins safely is trading with an exchange..but since pi is not launched in any exchange, and second option is through a VERIFIED pi merchant.
Who is a pi merchant?
A pi merchant is someone who buys pi coins from miners and pioneers and resell them to Investors looking forward to hold massive amounts before mainnet launch in 2026.
I will leave the telegram contact of my personal pi merchant to trade pi coins with.
@Pi_vendor_247
how can I sell pi coins after successfully completing KYCDOT TECH
Pi coins is not launched yet in any exchange 💱 this means it's not swappable, the current pi displaying on coin market cap is the iou version of pi. And you can learn all about that on my previous post.
RIGHT NOW THE ONLY WAY you can sell pi coins is through verified pi merchants. A pi merchant is someone who buys pi coins and resell them to exchanges and crypto whales. Looking forward to hold massive quantities of pi coins before the mainnet launch.
This is because pi network is not doing any pre-sale or ico offerings, the only way to get my coins is from buying from miners. So a merchant facilitates the transactions between the miners and these exchanges holding pi.
I and my friends has sold more than 6000 pi coins successfully with this method. I will be happy to share the contact of my personal pi merchant. The one i trade with, if you have your own merchant you can trade with them. For those who are new.
Message: @Pi_vendor_247 on telegram.
I wouldn't advise you selling all percentage of the pi coins. Leave at least a before so its a win win during open mainnet. Have a nice day pioneers ♥️
#kyc #mainnet #picoins #pi #sellpi #piwallet
#pinetwork
Currently pi network is not tradable on binance or any other exchange because we are still in the enclosed mainnet.
Right now the only way to sell pi coins is by trading with a verified merchant.
What is a pi merchant?
A pi merchant is someone verified by pi network team and allowed to barter pi coins for goods and services.
Since pi network is not doing any pre-sale The only way exchanges like binance/huobi or crypto whales can get pi is by buying from miners. And a merchant stands in between the exchanges and the miners.
I will leave the telegram contact of my personal pi merchant. I and my friends has traded more than 6000pi coins successfully
Tele-gram
@Pi_vendor_247
how to sell pi coins at high rate quickly.DOT TECH
Where can I sell my pi coins at a high rate.
Pi is not launched yet on any exchange. But one can easily sell his or her pi coins to investors who want to hold pi till mainnet launch.
This means crypto whales want to hold pi. And you can get a good rate for selling pi to them. I will leave the telegram contact of my personal pi vendor below.
A vendor is someone who buys from a miner and resell it to a holder or crypto whale.
Here is the telegram contact of my vendor:
@Pi_vendor_247
Turin Startup Ecosystem 2024 - Ricerca sulle Startup e il Sistema dell'Innov...Quotidiano Piemontese
Turin Startup Ecosystem 2024
Una ricerca de il Club degli Investitori, in collaborazione con ToTeM Torino Tech Map e con il supporto della ESCP Business School e di Growth Capital
Turin Startup Ecosystem 2024 - Ricerca sulle Startup e il Sistema dell'Innov...
Predicting Defects using Network Analysis on Dependency Graphs
1. Predicting Defects
using Network Analysis
on Dependency Graphs
Thomas Zimmermann, University of Calgary, Canada
Nachiappan Nagappan, Microsoft Research, USA
13. Meet Emily
• Your new QA manager
(replaces Jacob)
• Not much experience
with your project yet
• How can she allocate
resources effectively?
14. Meet Emily
• Your new QA manager
(replaces Jacob)
• Not much experience
with your project yet
• How can she allocate
resources effectively?
15. Indicators of defects
• Code complexity
- Basili et al. 1996, Subramanyam and Krishnan 2003,
- Binkley and Schach 1998, Ohlsson and Alberg 1996, Nagappan et al. 2006
16. Indicators of defects
• Code complexity
- Basili et al. 1996, Subramanyam and Krishnan 2003,
- Binkley and Schach 1998, Ohlsson and Alberg 1996, Nagappan et al. 2006
• Code churn
- Nagappan and Ball 2005
17. Indicators of defects
• Code complexity
- Basili et al. 1996, Subramanyam and Krishnan 2003,
- Binkley and Schach 1998, Ohlsson and Alberg 1996, Nagappan et al. 2006
• Code churn
- Nagappan and Ball 2005
• Historical data
- Khoshgoftaar et al. 1996, Graves et al. 2000, Kim et al. 2007,
- Ostrand et al. 2005, Mockus et al. 2005
18. Indicators of defects
• Code complexity
- Basili et al. 1996, Subramanyam and Krishnan 2003,
- Binkley and Schach 1998, Ohlsson and Alberg 1996, Nagappan et al. 2006
• Code churn
- Nagappan and Ball 2005
• Historical data
- Khoshgoftaar et al. 1996, Graves et al. 2000, Kim et al. 2007,
- Ostrand et al. 2005, Mockus et al. 2005
• Code dependencies
- Nagappan and Ball 2007, Schröter et al. 2006
- Zimmermann and Nagappan 2007
20. Hypothesis
Network measures on dependency graphs
- correlate with the number of post-release defects (H1)
- can predict the number of post-release defects (H2)
- can indicate critical “escrow” binaries (H3)
28. Data collection
Release point for
Windows Server 2003
Complexity Metrics
Dependencies
Network Measures
29. Data collection
six months
Release point for
to collect
Windows Server 2003
defects
Complexity Metrics
Dependencies
Network Measures Defects
30. Dependencies
• Directed relationship between two pieces
of code (here: binaries)
• MaX dependency analysis framework
-Caller-callee dependencies
- Imports and exports
- RPC, COM
- Runtime dependencies (such as LoadLibrary)
- Registry access
- etc.
31. Centrality
• Degreethe number dependencies
centrality
-
counts
• Closeness centrality binaries into account
-
takes distance to all other
- Closeness: How close are the other binaries?
- Reach: How many binaries can be reached (weighted)?
- Eigenvector: similar to Pagerank
• Betweenness centrality paths through a binary
-
counts the number of shortest
38. Complexity metrics
Group Metrics Aggregation
Module metrics # functions in B
for a binary B # global variables in B
# executable lines in f()
# parameters in f()
Per-function metrics Total
# functions calling f()
for a function f() Max
# functions called by f()
McCabe’s cyclomatic complexity of f()
# methods in C
# subclasses of C
OO metrics Total
Depth of C in the inheritance tree
for a class C Max
Coupling between classes
Cyclic coupling between classes
58. Escrow binaries
• Escrowcritical binaries for Windows Server 2003
binaries
-list of
- development teams select binaries for escrow based
on (past) experience
• Special protocol for escrow binaries
-involves more testing, code reviews