Requirements | Compilation | Usage | Known Limitations | Citing | Example | Performance
A wrapper for ginkgo solvers and preconditioners to provide GPGPU capabilities to OpenFOAM.
OGL has the following requirements
- cmake 3.9+
- OpenFOAM 6+ or v2106
- Ginkgo 1.4.0+
- C++14 compliant compiler (gcc or clang)
See also ginkgo's documentation for additional requirements.
OGL can be build using cmake following the standard cmake procedure.
mkdir build && cd build && ccmake ..
By default OGL will fetch and build ginkgo, to specify which backend should be build you can use the following cmake flags -DGINKGO_BUILD_CUDA, -DGINKGO_BUILD_OMP, or -DGINKGO_BUILD_HIP. For example to build OGL with CUDA and OMP support use
cmake -DGINKGO_BUILD_CUDA=ON -DGINKGO_BUILD_OMP=ON ..
Then, make sure that the system/controlDict includes the libOGL.so or libOGL.dyLib file:
libs ("libOGL.so");
OGL solver support the same syntax as the default OpenFOAM solver. Thus, to use Ginkgo's CG solver you can simply replace PCG by GKOCG. In order to run either with CUDA, HIP, or OMP support set the executor keyword to cuda, hip, or omp in the system/fvSolution dictionary.
| Argument | Default | Description |
|---|---|---|
| ranksPerGPU | 1 | gather from n ranks to GPU |
| updateRHS | true | whether to copy the system matrix to device on every solver call |
| updateInitGuess | false | whether to copy the initial guess to device on every solver call |
| export | false | write the complete system to disk |
| verbose | 0 | print out extra info |
| executor | reference | the executor where to solve the system matrix, other options are omp, cuda |
| adaptMinIter | true | based on the previous solution set minIter to be relaxationFactor*previousIters |
| relaxationFactor | 0.8 | use relaxationFactor*previousIters as new minIters |
| scaling | 1.0 | Scale the complete system by the scaling factor |
| forceHostBuffer | false | whether to copy to host before MPI calls |
Currently, the following solver are supported
- CG
- BiCGStab
- GMRES
- IR (experimental)
- Multigrid (experimental)
additionally, the following preconditioner are available
Currently the following matrix formats can be set by matrixFormat
- Coo
- Csr
- Ell (not supported for ranksPerGPU != 1)
- Hybrid (not supported for ranksPerGPU != 1)
- BJ, block Jacobi
- ISAI, Incomplete Sparse Approximate Inverses,
- ILU, incomplete LU (experimental)
- IC, incomplete Cholesky (experimental)
- Multigrid, algebraic multigrid (experimental)
The following optional arguments are supported to modify the preconditioner. Note some preconditioners like IC or (SPD) ISAI require positive values on the system matrix diagonal, thus in case of the pressure equation the complete system needs to be scaled by a factor of -1.0.
| Argument | Default | Preconditioner |
|---|---|---|
| SkipSorting | True | all |
| Caching | 1 | all |
| MaxBlockSize | 1 | block Jacobi |
| SparsityPower | 1 | ISAI |
| MaxLevels | 9 | Multigrid |
| MinCoarseRows | 10 | Multigrid |
| ZeroGuess | True | Multigrid |
Currently cyclic boundary conditions and coupled matrices are not supported.
When using OGL please cite the main Ginkgo paper describing Ginkgo's purpose, design and interface, which is available through the following reference:
@misc{anzt2020ginkgo,
title={Ginkgo: A Modern Linear Operator Algebra Framework for High Performance Computing},
author={Hartwig Anzt and Terry Cojean and Goran Flegar and Fritz Göbel and Thomas Grützmacher and Pratik Nayak and Tobias Ribizel and Yuhsiang Mike Tsai and Enrique S. Quintana-Ortí},
year={2020},
eprint={2006.16852},
archivePrefix={arXiv},
primaryClass={cs.MS}
}Below an animation of a coarse 2D simulation of a karman vortex street performed on a MI100 can be seen. Here both the momentum and Poisson equation are offloaded to the gpu.
A detailed overview of performance data is given in a separate data repository.
This repo contains mainly proof of concept work. This might change in future if we can acquire some funding and do some proper redesigning. Until then feel free to play around and contact me if anything doesn't work.