Load tests using Visual Studio 2013 and Azure
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The document discusses load testing using Visual Studio 2013 and cloud services. It defines load testing and stress testing, noting that load testing aims to determine the maximum workload a system can handle without performance issues, while stress testing pushes a system beyond its known limits. The document outlines challenges with load testing like hardware provisioning and costs. It then presents an architecture for cloud-based load testing using Visual Studio, Azure services, and dynamic test agent pools. Key requirements, demo capabilities, and cost considerations are also covered.
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Bugday bkk-2014 nitisak-auto_perf
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Tech Talk on Cloud Computing
The document discusses 3 key ways that developing software for the cloud differs from traditional approaches:
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Continuous Load Testing with CloudTest and Jenkins
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Cloud-based Performance & Web Load Testing
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For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
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Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
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5th Power Grid Model Meet-up
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Power Grid Model
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Mutation Testing for Task-Oriented Chatbots
Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
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Artificial Intelligence and Electronic Warfare
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Load tests using Visual Studio 2013 and Azure
- 1. Load Tests using Visual Studio 2013 and cloud Radu Vunvulea vunvulear@gmail.com http://vunvulearadu.blogspot.com
- 2. { “name” : “Radu Vunvulea, “company” : “iQuest”, “userType” : “enthusiastic” “technologies” : [ “.NET”, “JS”, “Azure”, “Web”, “Mobile”, “SL” ], “blog” : “vunvulearadu.blogspot.com”, “email” : ”vunvulear@gmail.com”, “socialMedia” : { “twitter” : “@RaduVunvulea”, “fb” : “radu.vunvulea” } } Who am I?
- 3. Agenda
- 5. • The primary goal of load testing is to define the maximum amount of work a system can handle without performance slipping significantly What is Load Testing?
- 6. • The primary goal of load testing is to define the maximum amount of work a system can handle without performance slipping significantly What about Stress Testing? What is Load Testing?
- 7. • The primary goal of load testing is to define the maximum amount of work a system can handle without performance slipping significantly • The process of increasing the load beyond its known capacity and seeing how that load affects the application is sometimes called stress testing What is Load Testing?
- 8. Load Test !?= Stress Test
- 9. Tools on the market
- 10. • Provision of machines (hardware) • Setup of machines (licensing) • Cost is very high • Cloud is an option but setup can be painful • Time wasted during deploy Challenges
- 11. • Provision of machines (hardware) • Setup of machines (licensing) • Cost is very high • Cloud is an option but setup can be painful • Time wasted during deploy • Big companies are slow when you need resources • Small companies don’t afford this resources Challenges
- 12. App Server(s) Top Challenge: Provisioning Machines needed for Load Test
- 15. Architecture Visual Studio Load Test Web Service Worker Azure Blobs Azure Tables Test Agent Pool - Dynamic Results database
- 16. • Visual Studio 2013 • An account on Team Foundation Service What we need?
- 17. DEMO
- 18. • Record UI tests • Test http(s) or non-http(s) endpoints • Test any kind of endpoint • Different mechanism and way to define and run load tests • Simulate different behaviors and environments • Get performance counters not only from clients but also from backend What is supported?
- 19. COST = NOT DEFINED (we are in preview)
- 20. Question Answers