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import pyopencl as cl
mf = cl.mem_flags
import numpy
import sympy
from mako.template import Template
from pathlib import Path
class Geometry:
def __init__(self, size_x, size_y, size_z = 1):
self.size_x = size_x
self.size_y = size_y
self.size_z = size_z
self.volume = size_x * size_y * size_z
def inner_cells(self):
if self.size_z == 1:
for y in range(1,self.size_y-1):
for x in range(1,self.size_x-1):
yield x, y
else:
for z in range(1,self.size_z-1):
for y in range(1,self.size_y-1):
for x in range(1,self.size_x-1):
yield x, y, z
def span(self):
if self.size_z == 1:
return (self.size_x, self.size_y)
else:
return (self.size_x, self.size_y, self.size_z)
def inner_span(self):
if self.size_z == 1:
return (self.size_x-2, self.size_y-2)
else:
return (self.size_x-2, self.size_y-2, self.size_z-2)
class Lattice:
def __init__(self, descriptor, geometry, moments, collide, pop_eq_src = '', boundary_src = ''):
self.descriptor = descriptor
self.geometry = geometry
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.geometry.volume, 1), dtype=numpy.int32)
self.tick = True
self.pop_size = descriptor.q * self.geometry.volume * numpy.float32(0).nbytes
self.moments_size = (descriptor.d+1) * self.geometry.volume * 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()
if descriptor.d == 2:
self.layout = (32,1)
elif descriptor.d == 3:
self.layout = (32,1,1)
self.program.equilibrilize(
self.queue, self.geometry.span(), self.layout, self.cl_pop_a, self.cl_pop_b).wait()
def idx(self, x, y, z = 0):
return z * (self.geometry.size_x*self.geometry.size_y) + y * self.geometry.size_x + x;
def setup_geometry(self, material_at):
if self.descriptor.d == 2:
for x, y in self.geometry.inner_cells():
self.np_material[self.idx(x,y)] = material_at(self.geometry, x, y)
elif self.descriptor.d == 3:
for x, y, z in self.geometry.inner_cells():
self.np_material[self.idx(x,y,z)] = material_at(self.geometry, x, y, z)
cl.enqueue_copy(self.queue, self.cl_material, self.np_material).wait();
def build_kernel(self):
program_src = Template(filename = str(Path(__file__).parent/'template/kernel.mako')).render(
descriptor = self.descriptor,
geometry = self.geometry,
moments_subexpr = self.moments[0],
moments_assignment = self.moments[1],
collide_subexpr = self.collide[0],
collide_assignment = self.collide[1],
pop_eq_src = Template(self.pop_eq_src).render(
descriptor = self.descriptor,
geometry = self.geometry
),
boundary_src = Template(self.boundary_src).render(
descriptor = self.descriptor,
geometry = self.geometry
),
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.geometry.span(), self.layout, self.cl_pop_a, self.cl_pop_b, self.cl_material)
else:
self.tick = True
self.program.collide_and_stream(
self.queue, self.geometry.span(), self.layout, 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.geometry.volume), dtype=numpy.float32)
if self.tick:
self.program.collect_moments(
self.queue, self.geometry.span(), self.layout, self.cl_pop_b, self.cl_moments)
else:
self.program.collect_moments(
self.queue, self.geometry.span(), self.layout, self.cl_pop_a, self.cl_moments)
cl.enqueue_copy(self.queue, moments, self.cl_moments).wait();
return moments
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