import pyopencl as cl mf = cl.mem_flags import numpy import sympy import symbolic.D2Q9 as D2Q9 from mako.template import Template class Lattice: def idx(self, x, y): return y * self.nX + x; def __init__(self, nX, nY, geometry, moments, collide, pop_eq_src = '', boundary_src = ''): 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.cl_pop_a = cl.Buffer(self.context, mf.READ_WRITE, size=9*self.nCells*numpy.float32(0).nbytes) self.cl_pop_b = cl.Buffer(self.context, mf.READ_WRITE, size=9*self.nCells*numpy.float32(0).nbytes) self.cl_moments = cl.Buffer(self.context, mf.WRITE_ONLY, size=3*self.nCells*numpy.float32(0).nbytes) 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 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( 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], c = D2Q9.c, w = D2Q9.w, ccode = sympy.ccode, pop_eq_src = Template(self.pop_eq_src).render( nX = self.nX, nY = self.nY, nCells = self.nCells, c = D2Q9.c, w = D2Q9.w ), boundary_src = Template(self.boundary_src).render( d = D2Q9.d ) ) self.program = cl.Program(self.context, program_src).build('-cl-single-precision-constant') 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=(3, 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