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Mandelbrot image in R
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library(ggplot2) | |
library(grid) | |
library(doParallel) | |
library(itertools) | |
resolution = 1000 | |
iterations = 100 | |
threshold = 10 | |
# image range | |
data = expand.grid( | |
a = seq(-.65, -.5, length.out=resolution), | |
b = seq(.55, .70, length.out=resolution)) | |
# initialize | |
data$ab = complex(real=data$a, imaginary=data$b) | |
data$d = iterations | |
# functions | |
distance = function(x, y) sqrt(x^2 + y^2) | |
mandelbrot = function(z, c) z^2 + c | |
# compute | |
compute = function (ab) { | |
z = ab | |
d = iterations # number of iterations until the point reaches a threashold distance | |
for (i in 1:iterations) { | |
z = mandelbrot(z, ab) | |
real = Re(z) | |
imaginary = Im(z) | |
dist = distance(real, imaginary) | |
d = ifelse(dist>threshold & d>i, i, d) | |
} | |
return(d) | |
} | |
# chunked parallel compute | |
computeChunk = function(x) { | |
# Create a cluster with 1 fewer cores than are available. Adjust as necessary | |
cl = makeCluster(detectCores() - 1) # 8-1 cores | |
registerDoParallel(cl) | |
# foreach | |
out = foreach(xc=isplitVector(x, chunks=getDoParWorkers()), | |
.export=c('mandelbrot', 'distance', 'iterations', 'threshold', 'compute'), | |
.combine='c') %dopar% { | |
compute(xc) | |
} | |
# finish | |
stopCluster(cl) | |
return(out) | |
} | |
# single threaded | |
#system.time(data$d <- compute(data$ab)) | |
# multi-threaded | |
system.time(data$d <- computeChunk(data$ab)) | |
# color gradient | |
colors = c('#000000', '#000000', '#cccc22', '#000000', '#ff0000', '#000000', '#112266', '#aaaa22', '#ffffff') | |
values = c(0, 0.1, 0.49, .491, .51, .52, .53, .99, 1) | |
plot = ggplot(data) + | |
geom_raster(aes(x=a, y=b, fill=log(d))) + | |
scale_fill_gradientn(colours=colors, values=values, guide='none') + | |
scale_x_continuous(expand = c(0,0)) + | |
scale_y_continuous(expand = c(0,0)) | |
# strip out everything but the plot | |
gt <- ggplot_gtable(ggplot_build(plot)) | |
ge <- subset(gt$layout, name == "panel") | |
grid.draw(gt[ge$t:ge$b, ge$l:ge$r]) | |
# save image | |
png('mandelbrot.png', width=resolution, height=resolution) | |
grid.draw(gt[ge$t:ge$b, ge$l:ge$r]) | |
dev.off() |
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