Source code for jaxfluids.domain_information

#*------------------------------------------------------------------------------*
#* JAX-FLUIDS -                                                                 *
#*                                                                              *
#* A fully-differentiable CFD solver for compressible two-phase flows.          *
#* Copyright (C) 2022  Deniz A. Bezgin, Aaron B. Buhendwa, Nikolaus A. Adams    *
#*                                                                              *
#* This program is free software: you can redistribute it and/or modify         *
#* it under the terms of the GNU General Public License as published by         *
#* the Free Software Foundation, either version 3 of the License, or            *
#* (at your option) any later version.                                          *
#*                                                                              *
#* This program is distributed in the hope that it will be useful,              *
#* but WITHOUT ANY WARRANTY; without even the implied warranty of               *
#* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the                *
#* GNU General Public License for more details.                                 *
#*                                                                              *
#* You should have received a copy of the GNU General Public License            *
#* along with this program.  If not, see <https://www.gnu.org/licenses/>.       *
#*                                                                              *
#*------------------------------------------------------------------------------*
#*                                                                              *
#* CONTACT                                                                      *
#*                                                                              *
#* deniz.bezgin@tum.de // aaron.buhendwa@tum.de // nikolaus.adams@tum.de        *
#*                                                                              *
#*------------------------------------------------------------------------------*
#*                                                                              *
#* Munich, April 15th, 2022                                                     *
#*                                                                              *
#*------------------------------------------------------------------------------*

from typing import Dict, List, Tuple

import jax.numpy as jnp

[docs] class DomainInformation: """This DomainInformation class holds information about the computational domain, e.g., mesh, number of cells, extension in each spatial direction, active axis, domain slice objects etc.. """ def __init__(self, dim: int, nx: int, ny: int, nz: int, nh_conservatives: int, nh_geometry: int, domain_size: Dict) -> None: self.dim = dim self.cell_centers = [] self.cell_faces = [] self.cell_sizes = [] self.number_of_cells = [] # COMPUTE MESH number_of_cells = {"x": nx, "y": ny, "z": nz} for axis in ["x", "y", "z"]: cell_centers_xi, cell_faces_xi, cell_sizes_xi = self.compute_mesh_xi(number_of_cells[axis], domain_size[axis]) self.cell_centers.append( cell_centers_xi ) self.cell_faces.append( cell_faces_xi ) self.cell_sizes.append( cell_sizes_xi ) self.number_of_cells.append( number_of_cells[axis] ) # ACTIVE AXIS self.active_axis = [] self.inactive_axis = [] self.active_axis_indices = [] self.inactive_axis_indices = [] for i, axis in enumerate(["x", "y", "z"]): self.active_axis.append( axis ) if self.number_of_cells[i] > 1 else None self.inactive_axis.append( axis ) if self.number_of_cells[i] == 1 else None self.active_axis_indices.append( i ) if self.number_of_cells[i] > 1 else None self.inactive_axis_indices.append( i ) if self.number_of_cells[i] == 1 else None # DOMAIN SLICES self.nh_conservatives = nh_conservatives nhx = jnp.s_[:] if "x" in self.inactive_axis else jnp.s_[nh_conservatives:-nh_conservatives] nhy = jnp.s_[:] if "y" in self.inactive_axis else jnp.s_[nh_conservatives:-nh_conservatives] nhz = jnp.s_[:] if "z" in self.inactive_axis else jnp.s_[nh_conservatives:-nh_conservatives] self.domain_slices_conservatives = [nhx, nhy, nhz] if nh_geometry != None: self.nh_geometry = nh_geometry nhx = jnp.s_[:] if "x" in self.inactive_axis else jnp.s_[nh_geometry:-nh_geometry] nhy = jnp.s_[:] if "y" in self.inactive_axis else jnp.s_[nh_geometry:-nh_geometry] nhz = jnp.s_[:] if "z" in self.inactive_axis else jnp.s_[nh_geometry:-nh_geometry] self.domain_slices_geometry = [nhx, nhy, nhz] offset = nh_conservatives - nh_geometry nhx = jnp.s_[:] if "x" in self.inactive_axis else jnp.s_[offset:-offset] nhy = jnp.s_[:] if "y" in self.inactive_axis else jnp.s_[offset:-offset] nhz = jnp.s_[:] if "z" in self.inactive_axis else jnp.s_[offset:-offset] self.domain_slices_conservatives_to_geometry = [nhx, nhy, nhz] else: self.domain_slices_geometry = None, None, None self.domain_slices_conservatives_to_geometry = None, None, None self.resolution = jnp.prod(jnp.array(self.number_of_cells))
[docs] def compute_mesh_xi(self, nxi: int, domain_size_xi: List) -> Tuple[jnp.ndarray, jnp.ndarray, jnp.ndarray]: """Computes cell center coordinates, cell face coordinates and cell sizes in the specified direction :param nxi: Number of cells in xi direction :type nxi: int :param domain_size_xi: Domain size in xi direction :type domain_size_xi: List :return: Cell center coordinates, cell face coordinates and cell sizes in xi direction :rtype: Tuple[jnp.ndarray, jnp.ndarray, jnp.ndarray] """ cell_sizes_xi = (domain_size_xi[1] - domain_size_xi[0]) / nxi cell_centers_xi = jnp.linspace(domain_size_xi[0] + cell_sizes_xi/2, domain_size_xi[1] - cell_sizes_xi/2, nxi) cell_faces_xi = jnp.linspace(domain_size_xi[0], domain_size_xi[1], nxi+1) return cell_centers_xi, cell_faces_xi, cell_sizes_xi