|
|
--- |
|
|
license: mit |
|
|
pretty_name: caraml_fno_benchmark |
|
|
--- |
|
|
Data used to benchmark Fourier Neural Operator (FNO) using [CARAML](https://github.com/FZJ-JSC/CARAML). |
|
|
|
|
|
# Rayleigh-Bénard convection (RBC) |
|
|
RBC2D data is generated using [Dedalus](https://dedalus-project.readthedocs.io/en/latest/) solver and RBC3D data is generated using [pySDC](https://zenodo.org/records/15196003) solver. |
|
|
|
|
|
- dataset: `RBC2D_256x64_Ra1e7_dt1e-3_update.h5` |
|
|
``` |
|
|
-- grid shape : (256, 64) |
|
|
-- grid domain : [0.0, 4.0] x [0.0, 1.0] |
|
|
-- nSimu : 10 |
|
|
-- dtData : 0.001 |
|
|
-- inSize : 1 |
|
|
-- outStep : 1 |
|
|
-- inStep : 500 |
|
|
-- nSamples (per simu) : 200 |
|
|
-- nSamples (total) : 2000 |
|
|
-- dtInput : 0.001 |
|
|
-- outType : update |
|
|
-- outScaling : 1e+03 |
|
|
-- Rayleigh: 1e7 |
|
|
-- Prandtl : 1.0 |
|
|
``` |
|
|
|
|
|
- dataset: `RBC3D_64x64x32_Ra1e5_dt0_5_solution.h5` |
|
|
``` |
|
|
-- grid shape : (64, 64, 32) |
|
|
-- grid domain : [0.0, 3.9] x [0.0,3.9] x [0.0, 1.0] |
|
|
-- nSimu : 6 |
|
|
-- dtData : 0.5 |
|
|
-- inSize : 1 |
|
|
-- outStep : 1 |
|
|
-- inStep : 1 |
|
|
-- nSamples (total) : 2401 |
|
|
-- dtInput : 0.5 |
|
|
-- outType : solution |
|
|
-- outScaling : 1 |
|
|
-- Rayleigh: 1e5 |
|
|
-- Prandtl : 0.7 |
|
|
``` |
|
|
|
|
|
# Particle-In-Cell (PIC) |
|
|
Data is generated using PIC methods using [https://github.com/srikrrish/PIC-Simulation](https://github.com/srikrrish/PIC-Simulation) code. |
|
|
|
|
|
- dataset: `PIC1D_electrostatic.h5` |
|
|
``` |
|
|
-- nDim : 1 |
|
|
-- inputKeys : ['pos_weakLandau', 'pos_strongLandau', 'pos_tsi', 'pos_bti'] |
|
|
-- inputShape : [ 2000 2 100000] |
|
|
-- outputKeys : ['Eout_weakLandau', 'Eout_strongLandau', 'Eout_tsi', 'Eout_bti'] |
|
|
-- outputShape : [ 2000 1 100000] |
|
|
-- outputMean : -9.313583237968714e-11 |
|
|
-- outputStd : 0.26851966977119446 |
|
|
-- outType : solution |
|
|
-- outScaling : 1 |
|
|
-- particles : 100000 |
|
|
``` |
|
|
- dataset: `PIC2D_electrostatic.h5` |
|
|
``` |
|
|
-- nDim : 2 |
|
|
-- inputKeys : ['pos_weakLandau', 'pos_strongLandau', 'pos_tsi', 'pos_bti'] |
|
|
-- inputShape : [ 4200 3 100000] |
|
|
-- outputKeys : ['Eout_weakLandau', 'Eout_strongLandau', 'Eout_tsi', 'Eout_bti'] |
|
|
-- outputShape : [ 4200 2 100000] |
|
|
-- outputMean : [-1.8569685e-13 6.0242131e-11] |
|
|
-- outputStd : [0.06087422 0.2189879 ] |
|
|
-- outType : solution |
|
|
-- outScaling : 1 |
|
|
-- particles : 100000 |
|
|
``` |
