Authors: H. Carrillo Nunez-Meder, D.P. Aguirre-Hirt
The aim of this project is to develop and implement a parallelization scheme, based on the Message-Passing-Interface (MPI), of two different algorithms to find the shortest path, given a source node, to all other nodes in a graph. The well- known Dijkstra’s [1] and Bellman-Ford’s [2, 3] algorithms are considered. Our findings suggest that the former requires more communication, leading the latter to a better scaling when the number of processors increases.
Code Organization
- Workstation.ipynb -> Map or Graph generator.(ie. map.3000.dat -> Adjancent matrix of 3000 vertices)
- Include: A_Star.h -> Try to paralellize the A*algo. disktra.hpp- >spliting fuctions of the adjacent matrix. read_input_file.h -> helpter to read the map file.
- Src:
- bellmanford_matrix_big.cpp -> parallelized version of bellman Ford
- main_dijkstra.cpp -> parallelized version of the Dijkstra Algortihm
- main_A_Start.cpp -> parallelized attempt of the A* Algorithm
Please go to Report.pdf, to see the performance and detailed explanation of this code.
References
[1] E. W. Dijkstra, “A note on two problems in connexion with graphs,” Numerische Mathematik, vol. 1, pp. 269–271, 1959. [2] R. Bellman, “On a routing problem,” Quarterly of Applied Mathematics, vol. 16, pp. 87–90, 1958. [3] L. R. Ford, “Network flow theory,” Rand Corporation,p. 923, 1956.