Taskgraph: A Low Contention OpenMP Tasking Framework
نویسندگان
چکیده
OpenMP is the de-facto standard for shared memory systems in High-Performance Computing (HPC). It includes a tasking model that offers high-level of abstraction to effectively exploit structured (loop-based) and highly dynamic unstructured (task-based) parallelism an easy flexible way. Unfortunately, run-time overheads introduced manage tasks are (very) high most common frameworks (e.g., GCC, LLVM), which defeats potential benefits model, makes it suitable coarse-grained only. This paper presents taskgraph , framework uses task dependency graph (TDG) represent region code implemented with order reduce associated management tasks, i.e., contention parallel orchestration, including creation synchronization. The TDG avoids related resolution dependencies greatly reduces those deriving from accesses resources. Moreover, taskgraph introduces record-and-replay execution accelerates its second execution. Overall, multiple optimizations presented this allow exploiting fine-grained cope trend current applications pointing leverage massive on-node parallelism, scheduling paradigms. on LLVM 15.0. Results show implementation outperforms vanilla system terms performance scalability, all considering coarse fine grained tasks. Furthermore, proposed competitive alternative thread cases.
منابع مشابه
Speeding Up OpenMP Tasking
In this work we present a highly efficient implementation of OpenMP tasks. It is based on a runtime infrastructure architected for data locality, a crucial prerequisite for exploiting the NUMA nature of modern multicore multiprocessors. In addition, we employ fast work-stealing structures, based on a novel, efficient and fair blocking algorithm. Synthetic benchmarks show up to a 6-fold increase...
متن کاملOpenMP 3.0 Tasking Implementation in OpenUH∗
As multicore technology dominates the processor market, new methodologies are being explored to exploit the parallelism inherent to these architectures and shared memory programming models are gaining in popularity. The ratification of the OpenMP 3.0 API has provided compiler developers with another challenge as the multicore revolution reshapes the landscape in scientific computing. The introd...
متن کاملAn Experimental Evaluation of the New OpenMP Tasking Model
The OpenMP standard was conceived to parallelize dense array-based applications, and it has achieved much success with that. Recently, a novel tasking proposal to handle unstructured parallelism in OpenMP has been submitted to the OpenMP 3.0 Language Committee. We tested its expressiveness and flexibility, using it to parallelize a number of examples from a variety of different application area...
متن کاملOn the Instrumentation of OpenMP and OmpSs Tasking Constructs
Parallelism has become more and more commonplace with the advent of the multicore processors. Although different parallel programming models have arisen to exploit the computing capabilities of such processors, developing applications that take benefit of these processors may not be easy. And what is worse, the performance achieved by the parallel version of the application may not be what the ...
متن کاملOpenMP Tasking Model for Ada: Safety and Correctness
The safety-critical real-time embedded domain increasingly demands the use of parallel architectures to fulfill performance requirements. Such architectures require the use of parallel programming models to exploit the underlying parallelism. This paper evaluates the applicability of using OpenMP, a widespread parallel programming model, with Ada, a language widely used in the safety-critical d...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Parallel and Distributed Systems
سال: 2023
ISSN: ['1045-9219', '1558-2183', '2161-9883']
DOI: https://doi.org/10.1109/tpds.2023.3284219