Towards batched linear solvers on accelerated hardware platforms
نویسندگان
چکیده
منابع مشابه
Hardware-Oriented Multigrid Finite Element Solvers on GPU-Accelerated Clusters
The accurate simulation of real-world phenomena in computational science is often based on an underlying mathematical model comprising a system of partial differential equations (PDEs). Important research fields that we pursue in this setting are computational solid mechanics and computational fluid dynamics (CSM and CFD, see Section 3). Practical applications range from material failure tests,...
متن کاملBatched matrix computations on hardware accelerators based on GPUs
Scientific applications require solvers that work on many small size problems that are independent from each other. At the same time, the high-end hardware evolves rapidly and becomes ever more throughput-oriented and thus there is an increasing need for an effective approach to develop energy-efficient, high-performance codes for these small matrix problems that we call batched factorizations....
متن کاملAccelerating Cryptosystems on Hardware Platforms
In the past decade, one of the major breakthroughs in computer science theory is the rst construction of fully homomorphic encryption (FHE) scheme introduced by Gentry. Using a FHE one may perform an arbitrary numbers of computations directly on the encrypted data without revealing of the secret key. Thus an untrusted party, such as a remotely hosted server, may perform computations on the data...
متن کاملComparison of Direct and Iterative Sparse Linear Solvers for Power System Applications on Parallel Computing Platforms
This paper presents a performance comparison of sparse linear solvers based on iterative and direct methods for power system applications implemented on parallel computing platform. The iterative sparse linear solver evaluated in this paper is based on the conjugate gradient algorithm with a Jacobi pre-conditioner executed on a general purpose graphic processing unit (GPGPU). The direct solvers...
متن کاملHardware-Accelerated Raycasting: Towards an Effective Brain MRI Visualization
The rapid development in information technology has immensely contributed to the use of modern approaches for visualizing volumetric data. Consequently, medical volume visualization is increasingly attracting attension towards achieving an effective visualization algorithm for medical diagnosis and pre-treatment planning. Previously, research has been addressing implementation of algorithm that...
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: ACM SIGPLAN Notices
سال: 2015
ISSN: 0362-1340,1558-1160
DOI: 10.1145/2858788.2688534