Name: Matrix multiplication with Files, reproducibility example, without data persistence
Contact Person: support-compss@bsc.es
Access Level: public
License Agreement: Apache2
Platform: COMPSs
Description
Matrix multiplication is a binary operation that takes a pair of matrices and produces another matrix.
If A is an n×m matrix and B is an m×p matrix, the result AB of their multiplication is an n×p matrix defined only if the number of columns m in A is equal to the number of rows m in B. When multiplying A and B, the elements of the rows in A are multiplied with corresponding columns in B.
In this implementation, A and B are square matrices (same number of rows and columns), and so it is the result matrix C. Each matrix is divided in N blocks of M doubles (N hardcoded to 2, and M hardcoded to 8). The multiplication of two blocks is done by a multiply task method with a simple three-nested-loop implementation. When executed with COMPSs, the main program generates N^3^ tasks arranged as N^2^ chains of N tasks in the dependency graph.
Reproducibility
To reproduce the exact results of this example, follow the instructions at the Workflow Provenance section at COMPSs User Manual, WITHOUT data persistence, PyCOMPSs application.
Execution instructions
Usage:
runcompss --lang=python src/matmul_files.py inputs_folder/ outputs_folder/
where:
- inputs_folder/: Folder where A and B matrices are located
- outputs_folder/: Folder with the resulting C matrix
Execution Examples
runcompss --lang=python src/matmul_files.py inputs/ outputs/
runcompss src/matmul_files.py inputs/ outputs/
python -m pycompss src/matmul_files.py inputs/ outputs/
Build
No build is required
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Version History
COMPSs 3.3.1 (earliest) Created 30th Apr 2024 at 14:08 by Raül Sirvent
COMPSs 3.3.1 version was used for this run
Frozen
COMPSs-3.3.1
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Creator
Submitter
Views: 918 Downloads: 144
Created: 30th Apr 2024 at 14:08
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