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MPCR
View on CRAN: Click
here
Download and install MPCR package within the R console
Install from CRAN:
install.packages("MPCR")
Install from Github:
library("remotes")
install_github("cran/MPCR")
Install by package version:
library("remotes")
install_version("MPCR", "1.1.3")
Attach the package and use:
library("MPCR")
Maintained by
Sameh Abdulah
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-03-19
Latest Update: 2024-01-12
Description:
Designed for multi- and mixed-precision computations, accommodating 64-bit and 32-bit data structures. This flexibility enables fast execution across various applications. The package enhances performance by optimizing operations in both precision levels, which is achieved by integrating with high-speed 'BLAS' and 'LAPACK' libraries like 'MKL' and 'OpenBLAS'. Including a 32-bit option caters to applications where high precision is unnecessary, accelerating computational processes whenever feasible. The package also provides support for tile-based algorithms in three linear algebra operations: CHOL(), TRSM(), and GEMM(). The tile-based algorithm splits the matrix into smaller tiles, facilitating parallelization through a predefined Directed Acyclic Graph (DAG) for each operation. Enabling 'OpenMP' enhances the efficiency of these operations, leveraging multi-core parallelism. In this case, 'MPCR' facilitates mixed-precision execution by permitting varying precision levels for different tiles. This approach is advantageous in numerous applications, as it maintains the accuracy of the application while accelerating execution in scenarios where single-precision alone does not significantly affect the accuracy of the application.
How to cite:
Sameh Abdulah (2024). MPCR: Multi- And Mixed-Precision Computations. R package version 1.1.3, https://cran.r-project.org/web/packages/MPCR. Accessed 21 Nov. 2024.
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