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I/O lower bounds for auto-tuning of convolutions in CNNs
X Zhang, J **ao, G Tan - Proceedings of the 26th ACM SIGPLAN …, 2021 - dl.acm.org
Convolution is the most time-consuming part in the computation of convolutional neural
networks (CNNs), which have achieved great successes in numerous practical applications …
networks (CNNs), which have achieved great successes in numerous practical applications …
Agcm-3dlf: accelerating atmospheric general circulation model via 3-d parallelization and leap-format
The atmospheric general circulation model (AGCM) has been an important research tool in
the study of climate change for decades. As the demand for high-resolution simulation is …
the study of climate change for decades. As the demand for high-resolution simulation is …
W-cycle svd: A multilevel algorithm for batched svd on gpus
J **ao, Y Pang, Q Xue, C Shui, K Meng… - … Conference for High …, 2022 - ieeexplore.ieee.org
As a basic matrix factorization operation, Singular Value Decomposition (SVD) is widely
used in diverse domains. In real-world applications, the computational bottleneck of matrix …
used in diverse domains. In real-world applications, the computational bottleneck of matrix …
TurboStencil: You only compute once for stencil computation
S Liu, X Wan, Z Zhang, B Zhao, W Wu - Future Generation Computer …, 2023 - Elsevier
Stencil computation is an important kind of computational mode that widely used in numeric.
It iteratively updates the values of the spatial grid points over multiple time steps according to …
It iteratively updates the values of the spatial grid points over multiple time steps according to …
Pipe-AGCM: A Fine-Grain Pipelining Scheme for Optimizing the Parallel Atmospheric General Circulation Model
Abstract Atmospheric General Circulation Model (AGCM) is widely used for predicting
climate change and extreme weather. AGCM has been scaled up to thousands of cores on …
climate change and extreme weather. AGCM has been scaled up to thousands of cores on …
Agcm3d: A highly scalable finite-difference dynamical core of atmospheric general circulation model based on 3d decomposition
It is commonly recognized that the dynamical core of the atmospheric model based on
latitude-longitude mesh has poor parallel scalability, since it has to perform the costly polar …
latitude-longitude mesh has poor parallel scalability, since it has to perform the costly polar …
Gamify Stencil Dwarf on Cloud for Democratizing Scientific Computing
Stencil computation is one of the most important kernels in various scientific computing.
Nowadays, most Stencil-driven scientific computing still relies heavily on supercomputers …
Nowadays, most Stencil-driven scientific computing still relies heavily on supercomputers …
A highly efficient dynamical core of atmospheric general circulation model based on leap-format
The finite-difference dynamical core based on the equal-interval latitude-longitude mesh has
been widely used for numerical simulations of the Atmospheric General Circulation Model …
been widely used for numerical simulations of the Atmospheric General Circulation Model …
Trade-offs between computation, communication, and synchronization in stencil-collective alternate update
J **ao, J Peng - CCF Transactions on High Performance Computing, 2019 - Springer
In a computing platform composed of several homogeneous processors, any parallel
schedule of an algorithm usually involves three basic costs: arithmetic throughput on each …
schedule of an algorithm usually involves three basic costs: arithmetic throughput on each …