From 3d355b66fe231837e0051cf289d8a0f72dec798c Mon Sep 17 00:00:00 2001 From: Adrian Kummerlaender Date: Thu, 13 Jun 2019 21:45:49 +0200 Subject: Further the separation between descriptor and lattice --- lbm.py | 98 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 98 insertions(+) create mode 100644 lbm.py (limited to 'lbm.py') diff --git a/lbm.py b/lbm.py new file mode 100644 index 0000000..5118f17 --- /dev/null +++ b/lbm.py @@ -0,0 +1,98 @@ +import pyopencl as cl +mf = cl.mem_flags + +import numpy +import sympy + +from mako.template import Template + +class Lattice: + def __init__(self, descriptor, nX, nY, moments, collide, geometry, pop_eq_src = '', boundary_src = ''): + self.descriptor = descriptor + + self.nX = nX + self.nY = nY + self.nCells = nX * nY + + self.moments = moments + self.collide = collide + + self.pop_eq_src = pop_eq_src + self.boundary_src = boundary_src + + self.platform = cl.get_platforms()[0] + self.context = cl.Context(properties=[(cl.context_properties.PLATFORM, self.platform)]) + self.queue = cl.CommandQueue(self.context) + + self.np_material = numpy.ndarray(shape=(self.nCells, 1), dtype=numpy.int32) + self.setup_geometry(geometry) + + self.tick = True + + self.pop_size = descriptor.q * self.nCells * numpy.float32(0).nbytes + self.moments_size = (descriptor.d+1) * self.nCells * numpy.float32(0).nbytes + + self.cl_pop_a = cl.Buffer(self.context, mf.READ_WRITE, size=self.pop_size) + self.cl_pop_b = cl.Buffer(self.context, mf.READ_WRITE, size=self.pop_size) + + self.cl_moments = cl.Buffer(self.context, mf.WRITE_ONLY, size=self.moments_size) + self.cl_material = cl.Buffer(self.context, mf.READ_ONLY | mf.USE_HOST_PTR, hostbuf=self.np_material) + + self.build_kernel() + + self.program.equilibrilize(self.queue, (self.nX,self.nY), (32,1), self.cl_pop_a, self.cl_pop_b).wait() + + def idx(self, x, y): + return y * self.nX + x; + + def setup_geometry(self, geometry): + for y in range(1,self.nY-1): + for x in range(1,self.nX-1): + self.np_material[self.idx(x,y)] = geometry(self.nX,self.nY,x,y) + + def build_kernel(self): + program_src = Template(filename = './template/kernel.mako').render( + descriptor = self.descriptor, + + nX = self.nX, + nY = self.nY, + nCells = self.nCells, + + moments_helper = self.moments[0], + moments_assignment = self.moments[1], + collide_helper = self.collide[0], + collide_assignment = self.collide[1], + + pop_eq_src = Template(self.pop_eq_src).render( + descriptor = self.descriptor, + nX = self.nX, + nY = self.nY, + nCells = self.nCells + ), + boundary_src = Template(self.boundary_src).render( + descriptor = self.descriptor + ), + + ccode = sympy.ccode + ) + self.program = cl.Program(self.context, program_src).build('-cl-single-precision-constant -cl-fast-relaxed-math') + + def evolve(self): + if self.tick: + self.tick = False + self.program.collide_and_stream(self.queue, (self.nX,self.nY), (32,1), self.cl_pop_a, self.cl_pop_b, self.cl_material) + else: + self.tick = True + self.program.collide_and_stream(self.queue, (self.nX,self.nY), (32,1), self.cl_pop_b, self.cl_pop_a, self.cl_material) + + def sync(self): + self.queue.finish() + + def get_moments(self): + moments = numpy.ndarray(shape=(self.descriptor.d+1, self.nCells), dtype=numpy.float32) + if self.tick: + self.program.collect_moments(self.queue, (self.nX,self.nY), (32,1), self.cl_pop_b, self.cl_moments) + else: + self.program.collect_moments(self.queue, (self.nX,self.nY), (32,1), self.cl_pop_a, self.cl_moments) + cl.enqueue_copy(self.queue, moments, self.cl_moments).wait(); + return moments -- cgit v1.2.3