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gpu-project's Introduction

GPU project -- LDLT factorization

We divided the project into 2 parts. The first part denoted 'facto' for factorization is dedicated for the LDLt factorization and the second part is dedicated to the solving 'solver' of systems given under the LDLt form.

We therefore provide benchmarks for each part taken individually and for the use of both sequentially.

Usages

To compile all the targets:

./compile.sh
./build/solve d max_number_of_thread
./build/solve_benchmark number_of_matrices number_of_matrices d max_number_of_thread
./build/fact number_of_matrices d max_number_of_thread | python verify_facto.py --atol 1e-2
./build/full number_of_matrices d max_number_of_thread
./verify_solver

Structure du projet

├── build
│   ├── full			// Factorize and solve
│   ├── solve			// Solve the system
│   ├── solve_benchmark		// Solve the systems for benchmarking
│   ├── fact		  // Factorize
│   └── test
├── benchmark.cu		// Used to make a benchmark of the factorization and the solver
├── benchmark.py		// Pyton script which run multiple time the benchmark to make a csv file
├── benchmark_solve.cu		// Benchmark of the solver only
├── benchmark_solver.py		// Pyton script which run multiple time the benchmark to make a csv file
├── CMakeLists.txt
├── compile.sh			// Compile all the needed files
├── ide_params.h		// A hack to allow autocompletion with fancy IDE
├── LDLt.cu			// The factorization source code
├── LDLt.h			// Facto header
├── main_solve.cu		// Solve a system and display the result
├── parallel_solver.cu		// Solver code
├── parallel_solver.h		// Solver code
├── readme.md			// This file
├── verify_facto.py		// Use python to solve the problem and compare it to the computed solution
├── verify_solver.py		// Use python to inverse the system and compare it to the computed solution
└── verify_solver.sh		// Combine verify_solver.py and main_solver.cu

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