Charm++ Programming and Applications (eBook, ePUB)
Definitive Reference for Developers and Engineers
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"Charm++ Programming and Applications" "Charm++ Programming and Applications" provides a comprehensive guide to the design, implementation, and practical usage of Charm++, a leading parallel programming model renowned for its message-driven execution and adaptive runtime. The book opens by establishing the historical and conceptual foundations of Charm++, outlining how its abstractions-such as chares and object-based parallelism-distinguish it from other paradigms like MPI, OpenMP, and PGAS. Readers are introduced to the runtime architecture that underpins Charm++ and are given practical conte...
"Charm++ Programming and Applications"
"Charm++ Programming and Applications" provides a comprehensive guide to the design, implementation, and practical usage of Charm++, a leading parallel programming model renowned for its message-driven execution and adaptive runtime. The book opens by establishing the historical and conceptual foundations of Charm++, outlining how its abstractions-such as chares and object-based parallelism-distinguish it from other paradigms like MPI, OpenMP, and PGAS. Readers are introduced to the runtime architecture that underpins Charm++ and are given practical context through real-world use cases where its approach offers unique advantages in scalability and adaptability.
Delving deeper, the book explores the core programming constructs that enable expressive and efficient parallelism, including entry methods, parameter handling, proxies, and the powerful Structured Dagger (SDAG) control-flow language. Successive chapters thoroughly address adaptive parallelism and dynamic load balancing, providing readers with both theoretical underpinnings and hands-on strategies for managing workload distribution, monitoring runtime behavior, and leveraging built-in and customized balancing tactics. Illustrative case studies demonstrate Charm++'s capacity to maintain performance and resilience, even as applications are deployed at massive scale across heterogeneous computing environments.
Beyond fundamentals, the book offers detailed treatments of advanced communication patterns, asynchronous and resilient I/O, robust fault tolerance strategies, and sophisticated performance analysis techniques. Coverage of GPU offloading, hybrid MPI integration, cloud-native deployment, and language interoperability ensures practitioners are equipped to harness Charm++ across evolving hardware and software landscapes. Concluding with in-depth application studies-including molecular dynamics (NAMD), computational fluid dynamics, high-energy physics, and data-intensive science-this text is an indispensable resource for researchers, engineers, and students seeking to develop robust, high-performance codes with Charm++.
"Charm++ Programming and Applications" provides a comprehensive guide to the design, implementation, and practical usage of Charm++, a leading parallel programming model renowned for its message-driven execution and adaptive runtime. The book opens by establishing the historical and conceptual foundations of Charm++, outlining how its abstractions-such as chares and object-based parallelism-distinguish it from other paradigms like MPI, OpenMP, and PGAS. Readers are introduced to the runtime architecture that underpins Charm++ and are given practical context through real-world use cases where its approach offers unique advantages in scalability and adaptability.
Delving deeper, the book explores the core programming constructs that enable expressive and efficient parallelism, including entry methods, parameter handling, proxies, and the powerful Structured Dagger (SDAG) control-flow language. Successive chapters thoroughly address adaptive parallelism and dynamic load balancing, providing readers with both theoretical underpinnings and hands-on strategies for managing workload distribution, monitoring runtime behavior, and leveraging built-in and customized balancing tactics. Illustrative case studies demonstrate Charm++'s capacity to maintain performance and resilience, even as applications are deployed at massive scale across heterogeneous computing environments.
Beyond fundamentals, the book offers detailed treatments of advanced communication patterns, asynchronous and resilient I/O, robust fault tolerance strategies, and sophisticated performance analysis techniques. Coverage of GPU offloading, hybrid MPI integration, cloud-native deployment, and language interoperability ensures practitioners are equipped to harness Charm++ across evolving hardware and software landscapes. Concluding with in-depth application studies-including molecular dynamics (NAMD), computational fluid dynamics, high-energy physics, and data-intensive science-this text is an indispensable resource for researchers, engineers, and students seeking to develop robust, high-performance codes with Charm++.
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