Efficient Profiling with Nsight Systems (eBook, ePUB)
The Complete Guide for Developers and Engineers
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"Efficient Profiling with Nsight Systems" "Efficient Profiling with Nsight Systems" is a comprehensive guide to mastering performance analysis in modern high-performance computing environments. Beginning with the foundational principles of software profiling, the book explores the motivations, objectives, and methodologies necessary for insightful measurement of complex workloads. Readers are introduced to the profiling tools landscape, with an emphasis on the unique capabilities and architectural strengths of NVIDIA Nsight Systems in optimizing GPU, CPU, and hybrid infrastructures. Carefully ...
"Efficient Profiling with Nsight Systems" "Efficient Profiling with Nsight Systems" is a comprehensive guide to mastering performance analysis in modern high-performance computing environments. Beginning with the foundational principles of software profiling, the book explores the motivations, objectives, and methodologies necessary for insightful measurement of complex workloads. Readers are introduced to the profiling tools landscape, with an emphasis on the unique capabilities and architectural strengths of NVIDIA Nsight Systems in optimizing GPU, CPU, and hybrid infrastructures. Carefully detailed compatibility matrices, ethical considerations, and end-to-end workflows position the book as an essential resource for both newcomers and experienced engineers seeking to unlock the full potential of their platforms. Delving deeper, the book unpacks the intricate internals of Nsight Systems, revealing advanced mechanisms for instrumentation, synchronized tracing, and metadata management across multi-device ecosystems. Practitioners are guided through nuanced strategies to minimize measurement distortion, leverage custom APIs for event annotation, and integrate Nsight with broader observability and DevOps toolchains. Hands-on chapters demystify the setup of accurate, secure profiling environments across bare metal, virtualized, and containerized infrastructure-empowering teams to profile and optimize workloads at any scale, from embedded devices to distributed supercomputers. Case studies and advanced chapters highlight real-world applications, from deep learning pipelines and multi-GPU simulations to low-latency, real-time systems and large-scale HPC codes. Readers will learn to identify, analyze, and remediate performance bottlenecks through sophisticated trace collection, interactive visualization, and actionable reporting. "Efficient Profiling with Nsight Systems" seamlessly bridges practical workflows with the latest advancements-including AI-driven trace analysis and predictive modeling-making it an indispensable reference for developers, performance engineers, and system architects seeking excellence in application performance and reliability.
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