From 6bf667eeb0c8f40e0f6a28df1ecf4a40824771c3 Mon Sep 17 00:00:00 2001 From: Adrian Kummerlaender Date: Tue, 29 Oct 2019 20:46:21 +0100 Subject: Move example into subfolder --- ldc_2d/opencl/ldc_2d.py | 101 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 101 insertions(+) create mode 100644 ldc_2d/opencl/ldc_2d.py (limited to 'ldc_2d/opencl/ldc_2d.py') diff --git a/ldc_2d/opencl/ldc_2d.py b/ldc_2d/opencl/ldc_2d.py new file mode 100644 index 0000000..7ca7252 --- /dev/null +++ b/ldc_2d/opencl/ldc_2d.py @@ -0,0 +1,101 @@ +import numpy +import time + +import matplotlib +matplotlib.use('AGG') +import matplotlib.pyplot as plt + +from boltzgen import LBM, Generator, Geometry +from boltzgen.lbm.model import D2Q9 + +from simulation import Lattice, CellList + +def MLUPS(cells, steps, time): + return cells * steps / time * 1e-6 + +def generate_moment_plots(lattice, moments): + for i, m in enumerate(moments): + print("Generating plot %d of %d." % (i+1, len(moments))) + + gid = lattice.memory.gid + velocity = numpy.reshape( + [ numpy.sqrt(m[gid(x,y)*3+1]**2 + m[gid(x,y)*3+2]**2) for x, y in lattice.geometry.inner_cells() ], + lattice.geometry.inner_size()) + + plt.figure(figsize=(10, 10)) + plt.imshow(velocity, origin='lower', cmap=plt.get_cmap('seismic')) + plt.savefig("result/ldc_2d_%02d.png" % i, bbox_inches='tight', pad_inches=0) + +nUpdates = 100000 +nStat = 10000 + +geometry = Geometry(512, 512) + +print("Generating kernel using boltzgen...\n") + +functions = ['collide_and_stream', 'equilibrilize', 'collect_moments', 'momenta_boundary'] +extras = ['cell_list_dispatch'] + +precision = 'single' + +lbm = LBM(D2Q9) +generator = Generator( + descriptor = D2Q9, + moments = lbm.moments(), + collision = lbm.bgk(f_eq = lbm.equilibrium(), tau = 0.6), + target = 'cl', + precision = precision, + index = 'ZYX', + layout = 'SOA') + +kernel_src = generator.kernel(geometry, functions, extras) +kernel_src += generator.custom(geometry, """ +__kernel void equilibrilize(__global ${float_type}* f_next, + __global ${float_type}* f_prev) +{ + const unsigned int gid = ${index.gid('get_global_id(0)', 'get_global_id(1)')}; + equilibrilize_gid(f_next, f_prev, gid); +} + +__kernel void collect_moments(__global ${float_type}* f, + __global ${float_type}* moments) +{ + const unsigned int gid = ${index.gid('get_global_id(0)', 'get_global_id(1)')}; + collect_moments_gid(f, moments, gid); +} +""") + +print("Initializing simulation...\n") + +lattice = Lattice(geometry, kernel_src, D2Q9, precision = precision) +gid = lattice.memory.gid + +bulk_cells = CellList(lattice.context, lattice.queue, lattice.float_type, + [ gid(x,y) for x, y in geometry.inner_cells() if x > 1 and x < geometry.size_x-2 and y > 1 and y < geometry.size_y-2 ]) +wall_cells = CellList(lattice.context, lattice.queue, lattice.float_type, + [ gid(x,y) for x, y in geometry.inner_cells() if x == 1 or y == 1 or x == geometry.size_x-2 ]) +lid_cells = CellList(lattice.context, lattice.queue, lattice.float_type, + [ gid(x,y) for x, y in geometry.inner_cells() if y == geometry.size_y-2 ]) + +lattice.schedule('collide_and_stream_cells', bulk_cells) +lattice.schedule('velocity_momenta_boundary_cells', wall_cells, numpy.array([0.0, 0.0], dtype=lattice.float_type[0])) +lattice.schedule('velocity_momenta_boundary_cells', lid_cells, numpy.array([0.1, 0.0], dtype=lattice.float_type[0])) + +print("Starting simulation using %d cells...\n" % lattice.geometry.volume) + +moments = [] + +lastStat = time.time() + +for i in range(1,nUpdates+1): + lattice.evolve() + + if i % nStat == 0: + lattice.sync() + print("i = %4d; %3.0f MLUPS" % (i, MLUPS(lattice.geometry.volume, nStat, time.time() - lastStat))) + moments.append(lattice.get_moments()) + lastStat = time.time() + +print("\nConcluded simulation.\n") + +generate_moment_plots(lattice, moments) -- cgit v1.2.3