Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example)

•

0 likes•328 views

James Clause

Technology Sports

ICSE ‘09: New Ideas and Emerging Results
What are ﬁeld failures?
Failures that occur after
application deployment
Difﬁcult to reproduce
in-house ➞ difﬁcult to
debug
2

ICSE ‘09: New Ideas and Emerging Results
Current approaches
Collect limited
information
Ask the user
how to reproduce
3

ICSE ‘09: New Ideas and Emerging Results
Replay / Debug
Develop Record
✘
Captured
failure
Intheﬁeld
InhouseOur approach
4

ICSE ‘09: New Ideas and Emerging Results
Our approach
Intheﬁeld
Inhouse
Replay / Debug
Develop Record
✘
Minimize
✘
Captured
failure
✘
Minimized
failure
5

ICSE ‘09: New Ideas and Emerging Results
Recording
Capture high-level
events
efﬁcient
amenable to
minimization
6

ICSE ‘09: New Ideas and Emerging Results
Replaying
Interfere as little as
possible
redirect high-level
events
maintain relative time
of events
7

ICSE ‘09: New Ideas and Emerging Results
Minimization
Focus debugging effort
Iteratively remove what
is not necessary for
reproducing the failure
✘
8

ICSE ‘09: New Ideas and Emerging Results
2-phase minimization
Time minimization
✂
Data minimization
9

ICSE ‘09: New Ideas and Emerging Results
Time minimization
Remove idle times
Reduce event latency
10

ICSE ‘09: New Ideas and Emerging Results
Data minimization
Remove data
hierarchically
1. complete ﬁles
2. pieces of ﬁles
3. individual characters✂
11

ICSE ‘09: New Ideas and Emerging Results
Prototype implementation
Record / Replay
x86/libc binaries
Minimization
customizable scripts
Limitations
non-determinism
GUI inputs
ADDAAssisting the Debugging of
Deployed Applications
12

ICSE ‘09: New Ideas and Emerging Results
Evaluation
RQ1: How effective is
ADDA at minimizing
failing executions?
RQ2: How much
overhead does ADDA
impose?
ADDA
Assisting the Debugging of
Deployed Applications
13

ICSE ‘09: New Ideas and Emerging Results
Subject and faults
Two real ﬁeld failures
from Pine’s history
address book fault
header-color fault
Pine email and news client
14

ICSE ‘09: New Ideas and Emerging Results
RQ1: Minimization results
✘
Around 10% of the
recording remains
after minimization
We were able to
debug the failures
using the minimized
recording
15

ICSE ‘09: New Ideas and Emerging Results
RQ2: Overhead results
Online: negligible
overhead while
recording
Ofﬂine: less than 75
minutes to minimize
16

ICSE ‘09: New Ideas and Emerging Results
Future work
Support
GUI events
Non-determinism
Additional studies with
more subjects
ADDAAssisting the Debugging of
Deployed Applications
17

ICSE ‘09: New Ideas and Emerging Results
Utilize passing executions
Captured failures are
utilized for debugging
Captured successful
executions are
discarded
Can we also use
them?
Record
✘
Minimize
✘
Captured
failure
✔
Captured
success
Trash
18

ICSE ‘09: New Ideas and Emerging Results
Address privacy issues
Captured executions
can contain sensitive
information
How can we sanitize
sensitive information
but make sure the
failure still occurs?
✘
Captured
failure
Credit card numbers
Email addresses
Account names
Passwords
19

ICSE ‘09: New Ideas and Emerging Results
Thank you
clause@cc.gatech.edu
www.cc.gatech.edu/~clause
20

What's hot

Boston MeetUp 10.10

Solano Labs

Automated testing san francisco oct 2013

Solano Labs

Open Source Business Models

Exist

As the products and organizations grow in terms of scale, developing the applications while keeping performance an integral part of the build process is important. The presentation covers about what is performance aware development, why it is the need of the hour and how we are doing it inside LinkedIn where we run hundreds of services having multiple deployments everyday while making sure the performance of the services is kept in check and probability of introducing performance regressions is kept to a minimum.

Performance Aware Development

Saurabh Badhwar

AB Testing at Expedia

Paul Lucas

Azure Stack is the first product in a new category – the hybrid cloud platform. It is a radical new product that you can think of as delivering the cloud equivalent of a SAN. Delivering a set of IaaS/PaaS Services, APIs, PowerShell and tooling experiences that are consistent with Azure allows it to run solutions from the Azure Marketplace. This allows companies to focus their dev and ops teams on the things that move their business forward, building applications which drive customer value. This session focuses on what Azure Stack is and is not. It articulates the key values it delivers and use cases it enables.

Jeffrey Snover - Empowering DevOps with Azure Stack

WinOps Conf

Enterprise Workflows When You Aren't Enterprise

Chris Tankersley

Debugging is hard - this is a fact of life. Unfortunately, it’s never planned nor expected. It takes too much time, time we could have spent doing cool stuff - like developing new features for our customers. But while there are many articles and productivity tools aimed at writing better code – faster, it seems as though it’s impossible to find resources that teach you how to effectively debug your code. In this talk we’ll explore Visual Studio’s more powerful but lesser known debugging capabilities. We’ll also showcase OzCode and explain how it helps finding and fixing bugs faster.

Visual Studio tricks every dot net developer should know

Dror Helper

Since 2005, the Thermo Fisher Scientific Phenom Desktop SEM product range has earned its place in the academic research and industrial quality analysis environment. Due to its speed and ease-of-use, this routine SEM imaging and analysis instrument provides analysts the capability to gather substantial amounts of data in a fairly short time. The Application Programming Interface (API) enables the Phenom to interact with other software. Scripting enables operators to automate repetitive tasks, gather huge amounts of data automatically and save operator time.

The Power of Scripting with a Desktop SEM

InsideScientific

Continuous Deployment

Brian Henerey

Outpost24 webinar - Covid-19: Driving application security resilience in time...

Outpost24

What's hot (11)

Boston MeetUp 10.10

Automated testing san francisco oct 2013

Open Source Business Models

Performance Aware Development

AB Testing at Expedia

Jeffrey Snover - Empowering DevOps with Azure Stack

Enterprise Workflows When You Aren't Enterprise

Visual Studio tricks every dot net developer should know

The Power of Scripting with a Desktop SEM

Continuous Deployment

Outpost24 webinar - Covid-19: Driving application security resilience in time...

Similar to Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example)

ELC-E 2010: The Right Approach to Minimal Boot Times

andrewmurraympc

Continuous integration - CI

Nhan Nguyen

diagnosing computer systems.pdf

MariaChristinaTagle1

Computer diagnosing, also known as computer diagnostics, refers to the process of identifying and troubleshooting issues with a computer system. This typically involves analyzing various components of the computer, such as hardware, software, and network connections, to determine the cause of any problems or malfunctions. Computer diagnosing can encompass a range of tasks, including: Hardware diagnostics: Checking the hardware components of the computer, such as the CPU, RAM, hard drive, graphics card, etc., for any faults or failures. This may involve running diagnostic tests provided by the manufacturer or using third-party diagnostic tools. Software diagnostics: Identifying and resolving issues related to software applications, drivers, operating system errors, or conflicts between different software components. Network diagnostics: Troubleshooting network-related problems, such as connectivity issues, slow internet speeds, or configuration problems with routers or modems. Virus and malware detection: Scanning the computer for viruses, malware, and other malicious software that may be causing performance issues or compromising security. System performance analysis: Monitoring and analyzing system performance metrics to identify bottlenecks, resource usage issues, or other factors affecting overall system performance. Computer diagnosing is an essential part of computer maintenance and troubleshooting, allowing users to identify and resolve issues to ensure their systems operate smoothly and efficiently. Diagnostic Tools: There are various diagnostic tools available for different aspects of computer diagnosing. These tools can be built into the operating system, provided by hardware manufacturers, or third-party applications. Examples include Windows Diagnostic Tools, Memtest86 for RAM testing, CrystalDiskInfo for hard drive diagnostics, and Wireshark for network analysis. Diagnostic Procedures: When diagnosing a computer issue, it's important to follow systematic procedures to isolate the problem. This often involves a process of elimination, testing individual components or software elements to identify the source of the problem. For example, if a computer won't boot, steps might include checking power connections, testing the power supply, examining RAM modules, and so on. Logging and Error Messages: Computers often generate error messages or log files when problems occur. Analyzing these messages can provide valuable clues about the nature of the issue. Error messages might indicate specific hardware failures, software conflicts, or configuration problems. Event Viewer in Windows and syslog in Unix-like operating systems are examples of tools for accessing system logs. Remote Diagnostics: In some cases, computer diagnosing can be performed remotely, especially in enterprise environments or with the help of technical support services. Remote diagnostic tools allow technicians to access and analyze a computer's system remote.

ict9module4lesson1-1712010014071111.pptx

izarahmendoza

Scaling MongoDB for real time analytics

David Tollmyr

Spi Cost Roi

Ram Srivastava

From Continuous Integration to Continuous Delivery and DevOps

Luca Minudel

ITOA user-beginner Splunk Admin-new to Splunk Description: If you’re just getting started with Splunk, this session will help you understand how to use Splunk software to turn your silos of data into insights that are actionable. In this session, we’ll dive right into a Splunk environment and show you how to use the simple Splunk search interface to quickly find the needle-in-the-haystack or multiple needles in multiple haystacks. We’ll demonstrate how to perform rapid ad hoc searches to conduct routine investigations across your entire IT infrastructure in one place, whether physical, virtual or in the cloud. We’ll show you how to then convert these searches into real-time alerts and dashboards, so you can proactively monitor for problems before they impact your end user. We’ll also demonstrate how you can use Splunk to connect the dots across heterogeneous systems in your environment for cross-tier, cross-silo visibility. You’ll have access to a demo environment. So, don’t forget to bring your laptop and follow along for a hands-on experience.

Reactive to Proactive: Intelligent Troubleshooting and Monitoring with Splunk

Splunk

Test-Driven Design (TDD) es una idea aparentemente simple: Escriba las pruebas para su código antes de escribir el código. Es "aparentemente simple" por que transforma el rol que testing juega en el proceso de desarrollo y cuestiona nuestros supuestos en la industria sobre el objetivo de testing. Testing ya no es solo acerca de evitar que los defectos lleguen al usuarios finales. Testing consiste en ayudar al equipo a entender las funcionalidad que los usuarios necesitan y hacer entrega de esas funcionalidad de forma confiable y productiva. Cuando TDD se sigue hasta sus últimas consecuencias, ocurren cambios radicales en la forma que desarrollamos software, la calidad de los sistemas que construimos mejora dramáticamente en términos de fiabilidad y flexibilidad en respuesta a nuevos requerimientos. En esta charla: • Los Administradores y Directores recibirán una justificación estratégica a nivel de negocios sobre TDD.

Test-Driven Design - ¿Porqué?

David Alfaro

Agile Testing

Ocean Dong

Ict 9 module 4, lesson 1.3 diagnosing computer systems

Yonel Cadapan

Sustainable Architecture Design

Kevin Francis

Red Hhat Summit 2017 : Love Containers, Love Devops, Love Openshift, Where's ...

Daniel Oh

En esta charla hablé de: - cómo gestionamos un nuevo proyecto, - automatizamos el setup con Docker, - utilizamos los pipelines de Bitbucket para ejecutar los tests automáticamente - de cómo encapsulamos el dominio del proyecto con DDD. - y garantizamos la calidad y el correcto funcionamiento con TDD, La charla se enfoca desde un punto práctico, con ejemplos y mostrando aquellas partes que más problemas nos han dado y las soluciones que planteamos. Charla impartida en @scmallorca: https://www.meetup.com/Mallorca-Software-Craftsmanship/events/247679413/

Learned lessons in real world projects by Jordi Anguela at Mallorca Software ...

Codium

Impact of Coding Style Checker on Code Review -A case study on the OpenStack ...

Yuki Ueda

Reactive to Proactive: Intelligent Troubleshooting and Monitoring with Splunk

Splunk

Reactive to Proactive: Intelligent Troubleshooting and Monitoring with Splunk

Splunk

Extreme Programming Talk Wise Consulting Www.Talkwiseconsulting

talkwiseone

Richard Tibbetts, CTO, StreamBase Systems. StreamSQL EventFlow is one of the most popular languages for Complex Event Processing (CEP), a data management paradigm for real-time applications. Based on a stream-relational data model common to other CEP languages, EventFlow is unique in that it is a visual language. This talk will focus on the design of visual representations for key features including event dispatch, modularity, data parallelism, polymorphism, and dependency injection, and on the co-development of an Eclipse-based IDE along with a new programming language. StreamSQL EventFlow is the primary programming language for the StreamBase Event Processing Platform. Complex Event Processing platforms are used to process large volumes of event-oriented data in real-time, often in latency-critical applications such as securities trading. Combining clustering, messaging, queuing, data storage, and application logic into one system minimizes latency and gives the programmer control over all aspects of the application. StreamSQL EventFlow is an executable visual language for building CEP applications, unlike visual environments designed for non-developers, or architecture-focused modeling tools. The talk will cover experiences overcoming prejudice against visual programming languages, and how critical development tools are to that process. We will also discuss some details of the implementation including the compiler, a visual debugger, and diff/merge functionality.

Stream SQL eventflow visual programming for real programmers presentation

streambase

I/O Challenges in Brain Tissue Simulation

inside-BigData.com

Similar to Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example) (20)

ELC-E 2010: The Right Approach to Minimal Boot Times

Continuous integration - CI

diagnosing computer systems.pdf

ict9module4lesson1-1712010014071111.pptx

Scaling MongoDB for real time analytics

Spi Cost Roi

From Continuous Integration to Continuous Delivery and DevOps

Reactive to Proactive: Intelligent Troubleshooting and Monitoring with Splunk

Test-Driven Design - ¿Porqué?

Agile Testing

Ict 9 module 4, lesson 1.3 diagnosing computer systems

Sustainable Architecture Design

Red Hhat Summit 2017 : Love Containers, Love Devops, Love Openshift, Where's ...

Learned lessons in real world projects by Jordi Anguela at Mallorca Software ...

Impact of Coding Style Checker on Code Review -A case study on the OpenStack ...

Reactive to Proactive: Intelligent Troubleshooting and Monitoring with Splunk

Extreme Programming Talk Wise Consulting Www.Talkwiseconsulting

Stream SQL eventflow visual programming for real programmers presentation

I/O Challenges in Brain Tissue Simulation

Recently uploaded

AWS Community Day CPH - Three problems of Terraform

Andrey Devyatkin

Following the popularity of “Cloud Revolution: Exploring the New Wave of Serverless Spatial Data,” we’re thrilled to announce this much-anticipated encore webinar. In this sequel, we’ll dive deeper into the Cloud-Native realm by uncovering practical applications and FME support for these new formats, including COGs, COPC, FlatGeoBuf, GeoParquet, STAC, and ZARR. Building on the foundation laid by industry leaders Michelle Roby of Radiant Earth and Chris Holmes of Planet in the first webinar, this second part offers an in-depth look at the real-world application and behind-the-scenes dynamics of these cutting-edge formats. We will spotlight specific use-cases and workflows, showcasing their efficiency and relevance in practical scenarios. Discover the vast possibilities each format holds, highlighted through detailed discussions and demonstrations. Our expert speakers will dissect the key aspects and provide critical takeaways for effective use, ensuring attendees leave with a thorough understanding of how to apply these formats in their own projects. Elevate your understanding of how FME supports these cutting-edge technologies, enhancing your ability to manage, share, and analyze spatial data. Whether you’re building on knowledge from our initial session or are new to the serverless spatial data landscape, this webinar is your gateway to mastering cloud-native formats in your workflows.

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME

Safe Software

💉💊+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHABI}}+971581248768 +971581248768 Mtp-Kit (500MG) Prices » Dubai [(+971581248768**)] Abortion Pills For Sale In Dubai, UAE, Mifepristone and Misoprostol Tablets Available In Dubai, UAE CONTACT DR.Maya Whatsapp +971581248768 We Have Abortion Pills / Cytotec Tablets /Mifegest Kit Available in Dubai, Sharjah, Abudhabi, Ajman, Alain, Fujairah, Ras Al Khaimah, Umm Al Quwain, UAE, Buy cytotec in Dubai +971581248768''''Abortion Pills near me DUBAI | ABU DHABI|UAE. Price of Misoprostol, Cytotec” +971581248768' Dr.DEEM ''BUY ABORTION PILLS MIFEGEST KIT, MISOPROTONE, CYTOTEC PILLS IN DUBAI, ABU DHABI,UAE'' Contact me now via What's App…… abortion Pills Cytotec also available Oman Qatar Doha Saudi Arabia Bahrain Above all, Cytotec Abortion Pills are Available In Dubai / UAE, you will be very happy to do abortion in Dubai we are providing cytotec 200mg abortion pill in Dubai, UAE. Medication abortion offers an alternative to Surgical Abortion for women in the early weeks of pregnancy. We only offer abortion pills from 1 week-6 Months. We then advise you to use surgery if its beyond 6 months. Our Abu Dhabi, Ajman, Al Ain, Dubai, Fujairah, Ras Al Khaimah (RAK), Sharjah, Umm Al Quwain (UAQ) United Arab Emirates Abortion Clinic provides the safest and most advanced techniques for providing non-surgical, medical and surgical abortion methods for early through late second trimester, including the Abortion By Pill Procedure (RU 486, Mifeprex, Mifepristone, early options French Abortion Pill), Tamoxifen, Methotrexate and Cytotec (Misoprostol). The Abu Dhabi, United Arab Emirates Abortion Clinic performs Same Day Abortion Procedure using medications that are taken on the first day of the office visit and will cause the abortion to occur generally within 4 to 6 hours (as early as 30 minutes) for patients who are 3 to 12 weeks pregnant. When Mifepristone and Misoprostol are used, 50% of patients complete in 4 to 6 hours; 75% to 80% in 12 hours; and 90% in 24 hours. We use a regimen that allows for completion without the need for surgery 99% of the time. All advanced second trimester and late term pregnancies at our Tampa clinic (17 to 24 weeks or greater) can be completed within 24 hours or less 99% of the time without the need surgery. The procedure is completed with minimal to no complications. Our Women's Health Center located in Abu Dhabi, United Arab Emirates, uses the latest medications for medical abortions (RU-486, Mifeprex, Mifegyne, Mifepristone, early options French abortion pill), Methotrexate and Cytotec (Misoprostol). The safety standards of our Abu Dhabi, United Arab Emirates Abortion Doctors remain unparalleled. They consistently maintain the lowest complication rates throughout the nation. Our Physicians and staff are always available to answer questions and care for women in one of the most difficult times in their lives. The decision to have an abortion at the Abortion Cl

+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...

?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@

Keynote 2: APIs in 2030: The Risk of Technological Sleepwalk Paolo Malinverno, Growth Advisor - The Business of Technology Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...

apidays

Following the popularity of "Cloud Revolution: Exploring the New Wave of Serverless Spatial Data," we're thrilled to announce this much-anticipated encore webinar. In this sequel, we'll dive deeper into the Cloud-Native realm by uncovering practical applications and FME support for these new formats, including COGs, COPC, FlatGeoBuf, GeoParquet, STAC, and ZARR. Building on the foundation laid by industry leaders Michelle Roby of Radiant Earth and Chris Holmes of Planet in the first webinar, this second part offers an in-depth look at the real-world application and behind-the-scenes dynamics of these cutting-edge formats. We will spotlight specific use-cases and workflows, showcasing their efficiency and relevance in practical scenarios. Discover the vast possibilities each format holds, highlighted through detailed discussions and demonstrations. Our expert speakers will dissect the key aspects and provide critical takeaways for effective use, ensuring attendees leave with a thorough understanding of how to apply these formats in their own projects. Elevate your understanding of how FME supports these cutting-edge technologies, enhancing your ability to manage, share, and analyze spatial data. Whether you're building on knowledge from our initial session or are new to the serverless spatial data landscape, this webinar is your gateway to mastering cloud-native formats in your workflows.

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME

Safe Software

Axa Assurance Maroc - Insurer Innovation Award 2024

The Digital Insurer

The Good, the Bad and the Governed - Why is governance a dirty word? David O'Neill, Chief Operating Officer - APIContext Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...

apidays

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 deployment of external web forms using Jotform for Bonterra Impact Management. This solution can be customized to your organization’s needs and deployed to support the common use cases below: - Intake and consent - Assessments - Surveys - Applications - Program registration Interested in deploying web form automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.

Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...

Jeffrey Haguewood

When you’re building (micro)services, you have lots of framework options. Spring Boot is no doubt a popular choice. But there’s more! Take Quarkus, a framework that’s considered the rising star for Kubernetes-native Java. It always depends on what's best for your situation, but how to choose the best solution if you're comparing 2 frameworks? Both Spring Boot and Quarkus have their positives and negatives. Let us compare the two by live coding a couple of common use cases in Spring Boot and Quarkus. After this talk, you’ll be ready to get started with Quarkus yourself, and know when to select Quarkus or Spring Boot.

Spring Boot vs Quarkus the ultimate battle - DevoxxUK

Jago de Vreede

[BuildWithAI] Introduction to Gemini.pdf

Sandro Moreira

CNIC Information System with Pakdata Cf In Pakistan

danishmna97

Strategies for Landing an Oracle DBA Job as a Fresher

Remote DBA Services

Webinar Recording: https://www.panagenda.com/webinars/why-teams-call-analytics-is-critical-to-your-entire-business Nothing is as frustrating and noticeable as being in an important call and being unable to see or hear the other person. Not surprising then, that issues with Teams calls are among the most common problems users call their helpdesk for. Having in depth insight into everything relevant going on at the user’s device, local network, ISP and Microsoft itself during the call is crucial for good Microsoft Teams Call quality support. To ensure a quick and adequate solution and to ensure your users get the most out of their Microsoft 365. But did you know that ‘bad calls’ are also an excellent indicator of other problems arising? Precisely because it is so noticeable!? Like the canary in the mine, bad calls can be early indicators of problems. Problems that might otherwise not have been noticed for a while but can have a big impact on productivity and satisfaction. Join this session by Christoph Adler to learn how true Microsoft Teams call quality analytics helped other organizations troubleshoot bad calls and identify and fix problems that impacted Teams calls or the use of Microsoft365 in general. See what it can do to keep your users happy and productive! In this session we will cover - Why CQD data alone is not enough to troubleshoot call problems - The importance of attributing call problems to the right call participant - What call quality analytics can do to help you quickly find, fix-, and prevent problems - Why having retrospective detailed insights matters - Real life examples of how others have used Microsoft Teams call quality monitoring to problem shoot problems with their ISP, network, device health and more.

Why Teams call analytics are critical to your entire business

panagenda

Abhishek Deb(1), Mr Abdul Kalam(2) M. Des (UX) , School of Design, DIT University , Dehradun. This paper explores the future potential of AI-enabled smartphone processors, aiming to investigate the advancements, capabilities, and implications of integrating artificial intelligence (AI) into smartphone technology. The research study goals consist of evaluating the development of AI in mobile phone processors, analyzing the existing state as well as abilities of AI-enabled cpus determining future patterns as well as chances together with reviewing obstacles as well as factors to consider for more growth.

Exploring the Future Potential of AI-Enabled Smartphone Processors

debabhi2

The value of a flexible API Management solution for Open Banking Steve Melan, Manager for IT Innovation and Architecture - State's and Saving's Bank of Luxembourg Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - The value of a flexible API Management solution for O...

apidays

MINDCTI Revenue Release Quarter One 2024

MIND CTI

Dubai, often portrayed as a shimmering oasis in the desert, faces its own set of challenges, including the occasional threat of flooding. Despite its reputation for opulence and modernity, the emirate is not immune to the forces of nature. In recent years, Dubai has experienced sporadic but significant floods, testing the resilience of its infrastructure and communities. Among the critical lifelines in this bustling metropolis is the Dubai International Airport, a bustling hub that connects the city to the world. This article explores the intersection of Dubai flood events and the resilience demonstrated by the Dubai International Airport in the face of such challenges.

Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...

Orbitshub

Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood

Juan lago vázquez

Boost Fertility New Invention Ups Success Rates.pdf

sudhanshuwaghmare1

Join our latest Connector Corner webinar to discover how UiPath Integration Service revolutionizes API-centric automation in a 'Quote to Cash' process—and how that automation empowers businesses to accelerate revenue generation. A comprehensive demo will explore connecting systems, GenAI, and people, through powerful pre-built connectors designed to speed process cycle times. Speakers: James Dickson, Senior Software Engineer Charlie Greenberg, Host, Product Marketing Manager

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...

DianaGray10

Recently uploaded (20)

AWS Community Day CPH - Three problems of Terraform

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME

+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...

Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME

Axa Assurance Maroc - Insurer Innovation Award 2024

Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...

Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...

Spring Boot vs Quarkus the ultimate battle - DevoxxUK

[BuildWithAI] Introduction to Gemini.pdf

CNIC Information System with Pakdata Cf In Pakistan

Strategies for Landing an Oracle DBA Job as a Fresher

Why Teams call analytics are critical to your entire business

Exploring the Future Potential of AI-Enabled Smartphone Processors

Apidays New York 2024 - The value of a flexible API Management solution for O...

MINDCTI Revenue Release Quarter One 2024

Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...

Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood

Boost Fertility New Invention Ups Success Rates.pdf

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...

Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example)

1. ICSE ‘09: New Ideas and Emerging Results Debugging Field Failures by Minimizing Captured Executions James Clause and Alessandro Orso Georgia Institute of Technology 1

2. ICSE ‘09: New Ideas and Emerging Results What are field failures? Failures that occur after application deployment Difficult to reproduce in-house ➞ difficult to debug 2

3. ICSE ‘09: New Ideas and Emerging Results Current approaches Collect limited information Ask the user how to reproduce 3

4. ICSE ‘09: New Ideas and Emerging Results Replay / Debug Develop Record ✘ Captured failure Intheﬁeld InhouseOur approach 4

5. ICSE ‘09: New Ideas and Emerging Results Our approach Intheﬁeld Inhouse Replay / Debug Develop Record ✘ Minimize ✘ Captured failure ✘ Minimized failure 5

6. ICSE ‘09: New Ideas and Emerging Results Recording Capture high-level events efﬁcient amenable to minimization 6

7. ICSE ‘09: New Ideas and Emerging Results Replaying Interfere as little as possible redirect high-level events maintain relative time of events 7

8. ICSE ‘09: New Ideas and Emerging Results Minimization Focus debugging effort Iteratively remove what is not necessary for reproducing the failure ✘ 8

9. ICSE ‘09: New Ideas and Emerging Results 2-phase minimization Time minimization ✂ Data minimization 9

10. ICSE ‘09: New Ideas and Emerging Results Time minimization Remove idle times Reduce event latency 10

11. ICSE ‘09: New Ideas and Emerging Results Data minimization Remove data hierarchically 1. complete ﬁles 2. pieces of ﬁles 3. individual characters✂ 11

12. ICSE ‘09: New Ideas and Emerging Results Prototype implementation Record / Replay x86/libc binaries Minimization customizable scripts Limitations non-determinism GUI inputs ADDAAssisting the Debugging of Deployed Applications 12

13. ICSE ‘09: New Ideas and Emerging Results Evaluation RQ1: How effective is ADDA at minimizing failing executions? RQ2: How much overhead does ADDA impose? ADDA Assisting the Debugging of Deployed Applications 13

14. ICSE ‘09: New Ideas and Emerging Results Subject and faults Two real ﬁeld failures from Pine’s history address book fault header-color fault Pine email and news client 14

15. ICSE ‘09: New Ideas and Emerging Results RQ1: Minimization results ✘ Around 10% of the recording remains after minimization We were able to debug the failures using the minimized recording 15

16. ICSE ‘09: New Ideas and Emerging Results RQ2: Overhead results Online: negligible overhead while recording Ofﬂine: less than 75 minutes to minimize 16

17. ICSE ‘09: New Ideas and Emerging Results Future work Support GUI events Non-determinism Additional studies with more subjects ADDAAssisting the Debugging of Deployed Applications 17

18. ICSE ‘09: New Ideas and Emerging Results Utilize passing executions Captured failures are utilized for debugging Captured successful executions are discarded Can we also use them? Record ✘ Minimize ✘ Captured failure ✔ Captured success Trash 18

19. ICSE ‘09: New Ideas and Emerging Results Address privacy issues Captured executions can contain sensitive information How can we sanitize sensitive information but make sure the failure still occurs? ✘ Captured failure Credit card numbers Email addresses Account names Passwords 19

20. ICSE ‘09: New Ideas and Emerging Results Thank you clause@cc.gatech.edu www.cc.gatech.edu/~clause 20

Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example)

Recommended

Recommended

More Related Content

What's hot

What's hot (11)

Similar to Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example)

Similar to Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example) (20)

More from James Clause

More from James Clause (14)

Recently uploaded

Recently uploaded (20)

Debugging Field Failures by Minimizing Captured Executions (ICSE 2009: NIER example)