import numpy as np from lbmpy.advanced_streaming import Timestep from lbmpy.boundaries import NoSlip from lbmpy.boundaries.boundaryhandling import create_lattice_boltzmann_boundary_kernel from lbmpy.advanced_streaming.utility import streaming_patterns, inverse_dir_index, AccessPdfValues from lbmpy.enums import Method, Stencil from lbmpy.creationfunctions import create_lb_method, LBMConfig from lbmpy.stencils import LBStencil import pystencils as ps from pystencils.boundaries.createindexlist import numpy_data_type_for_boundary_object from pystencils import TypedSymbol from pystencils.field import Field, FieldType import pytest @pytest.mark.parametrize("stencil", [Stencil.D2Q9, Stencil.D3Q19, Stencil.D3Q27]) @pytest.mark.parametrize("streaming_pattern", streaming_patterns) @pytest.mark.parametrize("prev_timestep", [Timestep.EVEN, Timestep.ODD]) def test_advanced_streaming_noslip_single_cell(stencil, streaming_pattern, prev_timestep): """ Advanced Streaming NoSlip Test """ stencil = LBStencil(stencil) pdf_field = ps.fields(f'pdfs({stencil.Q}): [{stencil.D}D]') prev_pdf_access = AccessPdfValues(stencil, streaming_pattern, prev_timestep, 'out') next_pdf_access = AccessPdfValues(stencil, streaming_pattern, prev_timestep.next(), 'in') pdfs = np.zeros((3,) * stencil.D + (stencil.Q,)) pos = (1,) * stencil.D for d in range(stencil.Q): prev_pdf_access.write_pdf(pdfs, pos, d, d) lbm_config = LBMConfig(stencil=stencil, method=Method.SRT) lb_method = create_lb_method(lbm_config=lbm_config) noslip = NoSlip() index_struct_dtype = numpy_data_type_for_boundary_object(noslip, stencil.D) index_field = Field('indexVector', FieldType.INDEXED, index_struct_dtype, layout=[0], shape=(TypedSymbol("indexVectorSize", np.int32), 1), strides=(1, 1)) index_vector = np.array([pos + (d,) for d in range(stencil.Q)], dtype=index_struct_dtype) ast = create_lattice_boltzmann_boundary_kernel(pdf_field, index_field, lb_method, noslip, prev_timestep=prev_timestep, streaming_pattern=streaming_pattern) flex_kernel = ast.compile() flex_kernel(pdfs=pdfs, indexVector=index_vector, indexVectorSize=len(index_vector)) reflected_pdfs = [next_pdf_access.read_pdf(pdfs, pos, d) for d in range(stencil.Q)] inverse_pdfs = [inverse_dir_index(stencil, d) for d in range(stencil.Q)] assert reflected_pdfs == inverse_pdfs