mandel_gr3ΒΆ

Calculate Mandelbrot set using OpenCL (GR3 version)

import pyopencl as cl
from timeit import default_timer as timer
from os import getenv, environ

import numpy as np
import gr
import gr3

def calc_fractal(q, min_x, max_x, min_y, max_y, width, height, iters):
    ctx = cl.create_some_context()
    queue = cl.CommandQueue(ctx)

    prg = cl.Program(ctx, """
    #pragma OPENCL EXTENSION cl_khr_byte_addressable_store : enable
    __kernel void mandelbrot(__global double2 *q, __global ushort *output,
                             double const min_x, double const max_x,
                             double const min_y, double const max_y,
                             ushort const width, ushort const height,
                             ushort const iters)
    {
        int ci = 0, inc = 1;
        int gid = get_global_id(0);
        double nreal, real = 0;
        double imag = 0;

        q[gid].x = min_x + (gid % width) * (max_x - min_x) / width;
        q[gid].y = min_y + (gid / width) * (max_y - min_y) / height;

        output[gid] = iters;

        for (int curiter = 0; curiter < iters; curiter++) {
            nreal = real * real - imag * imag + q[gid].x;
            imag = 2 * real * imag + q[gid].y;
            real = nreal;

            if (real * real + imag * imag >= 4) {
                 output[gid] = ci;
                 return;
            }
            ci += inc;
            if (ci == 0 || ci == 255)
                inc = -inc;
        }
    }
    """).build()

    output = np.empty(q.shape, dtype=np.uint16)

    mf = cl.mem_flags
    q_opencl = cl.Buffer(ctx, mf.READ_ONLY | mf.COPY_HOST_PTR, hostbuf=q)
    output_opencl = cl.Buffer(ctx, mf.WRITE_ONLY, output.nbytes)

    prg.mandelbrot(queue, output.shape, None, q_opencl, output_opencl,
                   np.double(min_x), np.double(max_x),
                   np.double(min_y), np.double(max_y),
                   np.uint16(width), np.uint16(height), np.uint16(iters))

    cl.enqueue_copy(queue, output, output_opencl).wait()

    return output

def create_fractal(min_x, max_x, min_y, max_y, width, height, iters):
    q = np.zeros(width * height).astype(np.complex128)

    output = calc_fractal(q, min_x, max_x, min_y, max_y, width, height, iters)

    return output


if getenv('PYOPENCL_CTX') == None:
    environ['PYOPENCL_CTX'] = '0'

x = -0.9223327810370947027656057193752719757635
y = 0.3102598350874576432708737495917724836010

f = 0.5
for i in range(200):
    start = timer()
    pixels = create_fractal(x-f, x+f, y-f, y+f, 500, 500, 400)
    dt = timer() - start

    print("Mandelbrot created in %f s" % dt)

    gr.clearws()
    gr.setviewport(0, 1, 0, 1)
    gr.setcolormap(113)
    z = np.resize(pixels, (500, 500))
    gr.setwindow(0, 500, 0, 500)
    gr.setspace(0, 600, 30, 80)
    gr3.surface(range(500), range(500), z, 3)
    gr.updatews()

    f *= 0.9