Debugging CUDA applications

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Rogue Wave Software

Looking at major application development challenges and solutions for debugging CUDA applications. A short presentation on the latest feature set.

1© 2017 Rogue Wave Software, Inc. All Rights Reserved. 1
Debugging CUDA
applications
GPU Technology Conference
Roundtable discussions

2© 2017 Rogue Wave Software, Inc. All Rights Reserved. 2
Complexity in debugging CUDA
• Heavily parallel
– Explosion in threads
– Usage of MPI, OpenMP, OpenACC
• Used together
• Complex platforms
– CPUs with GPUs many times mixed
• Multiple languages being used
– Python for ease of use
– C/C++ for speed and legacy algorithms
– The data passing and glue code adds complexity

3© 2017 Rogue Wave Software, Inc. All Rights Reserved. 3
Directive languages + GPUs debugging
• OpenMP 4 debugging support (CPUs and GPUs) for Sierra
• Collaborate on OpenMP Debug API (OMPD) design
• Three phases
– Phase 1: OMPD: OMP3.1/CPU, x86_64
– Phase 2: OMPD: OMP4/CPU/GPU, x86_64
– Phase 3: OMPD: OMP4/CPU/GPU, PowerLE
– Need compiler support to make it all work
– OpenACC works always interested in user input

4© 2017 Rogue Wave Software, Inc. All Rights Reserved. 4
Current debugging advancements
Debugging multiple processes needs to be exclusive
Support one debug process per GPU

5© 2017 Rogue Wave Software, Inc. All Rights Reserved. 5
Python with filtering
Python code available by choosing the stack frame
Program counter shows where the call was made from in Python
Come on Thursday to S7506 - ROLLING IN THE DEEP for details

6© 2017 Rogue Wave Software, Inc. All Rights Reserved. 6
TotalView for the NVIDIA ® GPU
Accelerator
• TotalView
– Leading debugger for multi-
threaded issues at scale
• CUDA 8.0
• Cray, OpenPOWER, Linux, OpenACC
• Compiler: GCC, PGI
• Features and capabilities include
– MPI-based clusters
– Flexible Display and Navigation
– Memory address spaces
– Leverages CUDA memcheck
– CUDA dynamic parallelism
© 2015 ROGUE WAVE SOFTWARE, INC. ALL RIGHTS RESERVED

7© 2017 Rogue Wave Software, Inc. All Rights Reserved. 7
Interested in learning more
about TotalView for HPC:
www.roguewave.com

8© 2017 Rogue Wave Software, Inc. All Rights Reserved. 8

9© 2017 Rogue Wave Software, Inc. All Rights Reserved. 9
TotalView for HPC
• Comprehensive multi-threaded analysis and debug environment
– Thread specific breakpoints
– Control individual thread execution
– View thread specific stack and data
– View complex data types easily
• Integrated Reverse debugging
• Track memory leaks in running applications
• Supports C/C++ on Linux
• Allowing the business to have
– Predictable development schedules
– Less time spent debugging

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On the path to innovation, development teams fear nothing but try to avoid three things: Re-work, lawyers, and, missing deadlines. In this talk, Rod Cope will discuss what to do when software is not license compliant, to help avoid lawyers getting involved, disrupting schedules and potential architectural or code changes. The initial step in helping make sure teams are in compliance with open source licenses is education. The goal is to provide concrete steps towards development teams adopting a vested interest in paying attention to what open source they download and how it's used.

How to keep developers happy and lawyers calm (Presented at ESC Boston)

How to keep developers happy and lawyers calm (Presented at ESC Boston)

How to keep developers happy and lawyers calm (Presented at ESC Boston)

Rogue Wave Software

This isn’t your typical case study, this is the reality of open source: One hundred percent of organizations use varying degrees of OSS, yet we still focus on one particular package or layer when it comes to sharing best practices. The reality is, when we get stuck, it’s the configuration and operational interrelationships between packages that matter. This session takes open source support data across multiple organizations to examine three different scenarios that represent the most common issues we see today (in fact, 80% of the cases we see are due to configuration and package interrelationship issues). Justin Reock covers e-commerce, mobile PaaS, and high performance computing examples to illustrate top problems and solutions for stack selection, infrastructure implementation, and production troubleshooting.

Open source applied - Real world use cases (Presented at Open Source 101)

Open source applied - Real world use cases (Presented at Open Source 101)

Open source applied - Real world use cases (Presented at Open Source 101)

Rogue Wave Software

For users of SourcePro and Tools.h++, the future of Solaris is uncertain, as seen by the recent reductions of the Oracle Solaris team and an increase in inquiries we're receiving on how to migrate applications from Solaris to Linux. Prepare for your future by joining this webinar on how to best plan and execute a successful migration for your SourcePro or Tools.h++ components. Our technical experts walk through: - Options to migrate code that contains Tools 7 or Tools.h++ libraries - Tips and tricks to migrate code to Linux - How to determine whether you can do it yourself - What to tell your service provider Whether you plan to do it yourself or enlist Rogue Wave professional services, at the end of this webinar you will understand the best path for migration.

How to migrate SourcePro apps from Solaris to Linux

How to migrate SourcePro apps from Solaris to Linux

How to migrate SourcePro apps from Solaris to Linux

Rogue Wave Software

Red Hat Enterprise Linux (RHEL) is the dominant distribution used by commercial organizations today. But did you know that there's a functionally-compatible alternative that offers options when it comes to licensing, support, and cost effectiveness? Whether you're thinking about moving away from RHEL or have already made the decision, this webinar gives you the background, proof points, and data to justify why moving to CentOS makes sense. At the end of this presentation, you will have all the data you need to consider for an enterprise Linux migration activity and reasons why CentOS is a viable, cost-effective solution.

Enterprise Linux: Justify your migration from Red Hat to CentOS

Enterprise Linux: Justify your migration from Red Hat to CentOS

Enterprise Linux: Justify your migration from Red Hat to CentOS

Rogue Wave Software

Dive deep into an actual enterprise Linux migration by walking through the planning and execution of the process as seen by our customers. Our enterprise architects will break down the key migration steps to explain the available options, decisions made, and demonstrate actions on a live system. This episode gives you a representative migration experience before you actually migrate, illustrating: Side-by-side comparisons between Red Hat Enterprise Linux and CentOS; steps to consider for the operating system; and steps to consider for common application stacks and packages.

Walk through an enterprise Linux migration

Walk through an enterprise Linux migration

Walk through an enterprise Linux migration

Rogue Wave Software

How to keep developers happy and lawyers calm

How to keep developers happy and lawyers calm

How to keep developers happy and lawyers calm

Rogue Wave Software

With open source software being used these days in enterprises both large and small, the path to faster code is clear. But you need to weight the open source adoption against the risks. In embedded software, risk can equate to late releases, over-budget projects, and in some cases, casualties to life and limb. It’s a classic risk versus reward scenario. Are you confident your embedded developers know how to estimate the risks? In this presentation, Rod Cope discusses the most effective uses of open source software; how to avoid license risk; and reduce critical safety and security issues. Those involved in developing embedded software will have the right understanding, can ask the right questions, and leverage OSS to gain the most while risking the least.

Open source and embedded software development

Open source and embedded software development

Open source and embedded software development

Rogue Wave Software

Open source software drives efficiency and innovation, but affects your application stacks and introduces new challenges to keeping them highly available and performing. Find out about the hottest open source options and how they can help your organization achieve better uptime and performance levels. We also explore the tradeoffs of using open source software, how to evaluate and assess the available types, and the potential effects on your applications and infrastructure.

Open source software: The infrastructure impact

Open source software: The infrastructure impact

Open source software: The infrastructure impact

Rogue Wave Software

Mais de Rogue Wave Software (20)

The Global Influence of Open Banking, API Security, and an Open Data Perspective

The Global Influence of Open Banking, API Security, and an Open Data Perspective

The Global Influence of Open Banking, API Security, and an Open Data Perspective

No liftoff, touchdown, or heartbeat shall miss because of a software failure

No liftoff, touchdown, or heartbeat shall miss because of a software failure

No liftoff, touchdown, or heartbeat shall miss because of a software failure

Disrupt or be disrupted – Using secure APIs to drive digital transformation

Disrupt or be disrupted – Using secure APIs to drive digital transformation

Disrupt or be disrupted – Using secure APIs to drive digital transformation

Leveraging open banking specifications for rigorous API security – What’s in...

Leveraging open banking specifications for rigorous API security – What’s in...

Leveraging open banking specifications for rigorous API security – What’s in...

Adding layers of security to an API in real-time

Adding layers of security to an API in real-time

Adding layers of security to an API in real-time

Getting the most from your API management platform: A case study

Getting the most from your API management platform: A case study

Getting the most from your API management platform: A case study

The forgotten route: Making Apache Camel work for you

The forgotten route: Making Apache Camel work for you

The forgotten route: Making Apache Camel work for you

Are open source and embedded software development on a collision course?

Are open source and embedded software development on a collision course?

Are open source and embedded software development on a collision course?

Three big mistakes with APIs and microservices

Three big mistakes with APIs and microservices

Three big mistakes with APIs and microservices

5 strategies for enterprise cloud infrastructure success

5 strategies for enterprise cloud infrastructure success

5 strategies for enterprise cloud infrastructure success

PSD2 & Open Banking: How to go from standards to implementation and compliance

PSD2 & Open Banking: How to go from standards to implementation and compliance

PSD2 & Open Banking: How to go from standards to implementation and compliance

Java 10 and beyond: Keeping up with the language and planning for the future

Java 10 and beyond: Keeping up with the language and planning for the future

Java 10 and beyond: Keeping up with the language and planning for the future

How to keep developers happy and lawyers calm (Presented at ESC Boston)

How to keep developers happy and lawyers calm (Presented at ESC Boston)

How to keep developers happy and lawyers calm (Presented at ESC Boston)

Open source applied - Real world use cases (Presented at Open Source 101)

Open source applied - Real world use cases (Presented at Open Source 101)

Open source applied - Real world use cases (Presented at Open Source 101)

How to migrate SourcePro apps from Solaris to Linux

How to migrate SourcePro apps from Solaris to Linux

How to migrate SourcePro apps from Solaris to Linux

Enterprise Linux: Justify your migration from Red Hat to CentOS

Enterprise Linux: Justify your migration from Red Hat to CentOS

Enterprise Linux: Justify your migration from Red Hat to CentOS

Walk through an enterprise Linux migration

Walk through an enterprise Linux migration

Walk through an enterprise Linux migration

How to keep developers happy and lawyers calm

How to keep developers happy and lawyers calm

How to keep developers happy and lawyers calm

Open source and embedded software development

Open source and embedded software development

Open source and embedded software development

Open source software: The infrastructure impact

Open source software: The infrastructure impact

Open source software: The infrastructure impact

Último

Announcing Codolex 2.0 from GDK Software

Announcing Codolex 2.0 from GDK Software

Announcing Codolex 2.0 from GDK Software

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

Looking for an efficient way to manage your finances? Look no further than our money management app. With easy-to-use features, you can track your expenses, create budgets, and monitor your savings goals all in one place. Our app provides real-time updates on your spending habits and helps you make smarter financial decisions. Take control of your finances today with our user-friendly money management app.

Right Money Management App For Your Financial Goals

Right Money Management App For Your Financial Goals

Right Money Management App For Your Financial Goals

At the recent Microsoft Ignite 2023 conference, Microsoft unveiled a groundbreaking strategy that will redefine enterprise work management. The plan involves integrating Microsoft’s key planning tools, Microsoft To Do, Microsoft Planner, and Microsoft Project for the web into a unified experience called “Microsoft Planner.” What does this new strategy from Microsoft mean for current users? Join us and learn how best to take advantage of this announcement while gaining a clear path on how to elevate the current state of Microsoft Planner from a basic task manager to a comprehensive tool for Enterprise Work Management using OnePlan. Learn how OnePlan’s integration with Microsoft Planner allows for strategic alignment with business goals through advanced features like strategic planning, portfolio management, resource management, financial management, and more!

Introducing Microsoft’s new Enterprise Work Management (EWM) Solution

Introducing Microsoft’s new Enterprise Work Management (EWM) Solution

Introducing Microsoft’s new Enterprise Work Management (EWM) Solution

OnePlan Solutions

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Investing in AI transformation today The modern business advantage: Uncovering deep insights with AI Organizations around the world have come to recognize AI as the transformative technology that enables them to gain real business advantage. AI’s ability to organize vast quantities of data allows those who implement it to uncover deep business insights, augment human expertise, drive operational efficiency, transform their products, and better serve their customers

Microsoft AI Transformation Partner Playbook.pdf

Microsoft AI Transformation Partner Playbook.pdf

Microsoft AI Transformation Partner Playbook.pdf

Willy Marroquin (WillyDevNET)

This presentation covers the following topics: What is logging? The purpose of logging: Debugging The purpose of logging: Security The purpose of logging: Stats & analytics Traditional logging Traditional logging: Advantages Traditional logging: Disadvantages The solution: Large-scale logging Large-scale logging: Core principles Large-scale logging: Solution types Large-scale logging: Cloud vs on-prem Large-scale logging: Operational complexity Large-scale logging: Security Large-scale logging: Costs Large-scale logging: On-prem comparison - Elasticsearch - Grafana Loki - VictoriaLogs On-prem comparison: Setup and operation On-prem comparison: Costs On-prem comparison: Full-text search support On-prem comparison: How to efficiently query 100TB of logs? On-prem comparison: Integration with CLI tools VictoriaLogs for large-scale logging VictoriaLogs demo instance - Ingestion rate: 3600 messages / minute - The number of log messages: 1.1 billion - Uncompressed log messages’ size: 1.5TB - Compressed log messages’ size: 23GB - Compression ratio: 47x - Memory usage: 150MB VictoriaLogs CLI integration demo - Which errors have occurred in all the apps during the last hour? - How many errors have occurred during the last hour? - Which apps generated the most of errors during the last hour? - The number of per-minute errors for the last 10 minutes - Status codes for the last hour - Non-200 status codes for the last week - Top client IPs for the last 4 weeks with 404 and 500 response status codes - Per-month stats for the given IP across all the logs Large-scale logging solution MUST provide excellent CLI integration VictoriaLogs: (temporary) drawbacks VictoriaLogs: Recap - Easy to setup and operate - The lowest RAM usage and disk space usage (up to 30x less than Elasticsearch and Grafana Loki) - Fast full-text search - Excellent integration with traditional command-line tools for log analysis - Accepts logs from popular log shippers (Filebeat, Fluentbit, Logstash, Vector, Promtail, Grafana Agent) - Open source and free to use!

Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024

Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024

Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024

VictoriaMetrics

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VTU technical seminar 8Th Sem on Scikit-learn

VTU technical seminar 8Th Sem on Scikit-learn

VTU technical seminar 8Th Sem on Scikit-learn

AmarnathKambale

We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal.

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ADR, or Architecture Decision Record, is a valuable tool in software development for several reasons. It provides a centralized location for documenting and tracking architectural decisions, aiding both current and future team members. ADRs enhance communication among team members by documenting the rationale behind architectural decisions, especially beneficial during onboarding of new team members or when revisiting decisions. They serve as a knowledge base, enabling teams to learn from past decisions and refine their decision-making process. Additionally, ADRs contribute to transparency by helping stakeholders understand the reasons behind specific architectural choices. As with any other tool or process, introducing them into an organization can face several obstacles, and overcoming these challenges is crucial for successful implementation. In this talk I go through some common problems and our way of solving them.

Architecture decision records - How not to get lost in the past

Architecture decision records - How not to get lost in the past

Architecture decision records - How not to get lost in the past

Papp Krisztián

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In today's dynamic e-commerce landscape, the payment gateway emerges as a linchpin, ensuring smooth and secure transactions between buyers and sellers. In this discourse, we delve into the meticulous process of devising test cases tailored for scrutinizing payment gateways. Crafting precise test cases for payment gateways is a quintessential responsibility for testers operating within the service industry. This article meticulously explores pivotal scenarios integral to how to test payment gateways, coupled with essential guidelines for drafting effective test cases.

Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf

Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf

Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf

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tonesoftg

We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of Winnipeg back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal. Attraction Spells

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Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...

Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...

Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

Jittipong Loespradit

Define the academic and professional writing..pdf

Define the academic and professional writing..pdf

Define the academic and professional writing..pdf

PearlKirahMaeRagusta1

We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal.

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Announcing Codolex 2.0 from GDK Software

Announcing Codolex 2.0 from GDK Software

Announcing Codolex 2.0 from GDK Software

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

Right Money Management App For Your Financial Goals

Right Money Management App For Your Financial Goals

Right Money Management App For Your Financial Goals

Introducing Microsoft’s new Enterprise Work Management (EWM) Solution

Introducing Microsoft’s new Enterprise Work Management (EWM) Solution

Introducing Microsoft’s new Enterprise Work Management (EWM) Solution

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Microsoft AI Transformation Partner Playbook.pdf

Microsoft AI Transformation Partner Playbook.pdf

Microsoft AI Transformation Partner Playbook.pdf

Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024

Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024

Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024

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VTU technical seminar 8Th Sem on Scikit-learn

VTU technical seminar 8Th Sem on Scikit-learn

VTU technical seminar 8Th Sem on Scikit-learn

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Architecture decision records - How not to get lost in the past

Architecture decision records - How not to get lost in the past

Architecture decision records - How not to get lost in the past

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Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf

Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf

Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf

tonesoftg

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Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...

Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...

Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

Define the academic and professional writing..pdf

Define the academic and professional writing..pdf

Define the academic and professional writing..pdf

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Debugging CUDA applications

1. 1© 2017 Rogue Wave Software, Inc. All Rights Reserved. 1 Debugging CUDA applications GPU Technology Conference Roundtable discussions

2. 2© 2017 Rogue Wave Software, Inc. All Rights Reserved. 2 Complexity in debugging CUDA • Heavily parallel – Explosion in threads – Usage of MPI, OpenMP, OpenACC • Used together • Complex platforms – CPUs with GPUs many times mixed • Multiple languages being used – Python for ease of use – C/C++ for speed and legacy algorithms – The data passing and glue code adds complexity

3. 3© 2017 Rogue Wave Software, Inc. All Rights Reserved. 3 Directive languages + GPUs debugging • OpenMP 4 debugging support (CPUs and GPUs) for Sierra • Collaborate on OpenMP Debug API (OMPD) design • Three phases – Phase 1: OMPD: OMP3.1/CPU, x86_64 – Phase 2: OMPD: OMP4/CPU/GPU, x86_64 – Phase 3: OMPD: OMP4/CPU/GPU, PowerLE – Need compiler support to make it all work – OpenACC works always interested in user input

4. 4© 2017 Rogue Wave Software, Inc. All Rights Reserved. 4 Current debugging advancements Debugging multiple processes needs to be exclusive Support one debug process per GPU

5. 5© 2017 Rogue Wave Software, Inc. All Rights Reserved. 5 Python with filtering Python code available by choosing the stack frame Program counter shows where the call was made from in Python Come on Thursday to S7506 - ROLLING IN THE DEEP for details

6. 6© 2017 Rogue Wave Software, Inc. All Rights Reserved. 6 TotalView for the NVIDIA ® GPU Accelerator • TotalView – Leading debugger for multi- threaded issues at scale • CUDA 8.0 • Cray, OpenPOWER, Linux, OpenACC • Compiler: GCC, PGI • Features and capabilities include – MPI-based clusters – Flexible Display and Navigation – Memory address spaces – Leverages CUDA memcheck – CUDA dynamic parallelism © 2015 ROGUE WAVE SOFTWARE, INC. ALL RIGHTS RESERVED

7. 7© 2017 Rogue Wave Software, Inc. All Rights Reserved. 7 Interested in learning more about TotalView for HPC: www.roguewave.com

8. 8© 2017 Rogue Wave Software, Inc. All Rights Reserved. 8

9. 9© 2017 Rogue Wave Software, Inc. All Rights Reserved. 9 TotalView for HPC • Comprehensive multi-threaded analysis and debug environment – Thread specific breakpoints – Control individual thread execution – View thread specific stack and data – View complex data types easily • Integrated Reverse debugging • Track memory leaks in running applications • Supports C/C++ on Linux • Allowing the business to have – Predictable development schedules – Less time spent debugging

Notas do Editor

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