Created
January 24, 2014 11:58
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from __future__ import division | |
import timeit | |
from StringIO import StringIO # needed for PIL | |
import requests | |
from pylab import * | |
from jpegtran import JPEGImage as jpegtranImage | |
from wand.image import Image as wandImage | |
from PIL import Image as pilImage | |
IMGDATA = requests.get("http://upload.wikimedia.org/wikipedia/commons/8/82/" | |
"Mandel_zoom_05_tail_part.jpg").content | |
def wand_scale(imgdata): | |
wimg = wandImage(blob=imgdata) | |
wimg.sample(200, 150) | |
return wimg.make_blob() | |
def pil_scale(imgdata): | |
scaled = pilImage.open(StringIO(imgdata)).resize((200, 150)) | |
out = StringIO() | |
scaled.save(out, "JPEG") | |
return out.getvalue() | |
def jpegtran_scale(imgdata): | |
return jpegtranImage(blob=imgdata).downscale(200, 150).as_blob() | |
def wand_rotate(imgdata): | |
wimg = wandImage(blob=imgdata) | |
wimg.rotate(90) | |
return wimg.make_blob() | |
def pil_rotate(imgdata): | |
# somehow PIL does rotation differently.... | |
rotated = pilImage.open(StringIO(imgdata)).rotate(-90) | |
out = StringIO() | |
rotated.save(out, "JPEG") | |
return out.getvalue() | |
def jpegtran_rotate(imgdata): | |
jpegtranImage(blob=imgdata).rotate(90).as_blob() | |
def wand_crop(imgdata): | |
wimg = wandImage(blob=imgdata) | |
wimg.crop(left=0, top=0, width=500, height=500) | |
return wimg.make_blob() | |
def pil_crop(imgdata): | |
cropped = pilImage.open(StringIO(imgdata)).crop((0, 0, 500, 500)) | |
out = StringIO() | |
cropped.save(out, "JPEG") | |
return out.getvalue() | |
def jpegtran_crop(imgdata): | |
jpegtranImage(blob=imgdata).crop(0, 0, 500, 500).as_blob() | |
def bench(cmd): | |
return min(timeit.repeat( | |
stmt="{0}(IMGDATA)".format(cmd), | |
setup="from __main__ import {0}, IMGDATA".format(cmd), | |
repeat=3, number=10))/10*1000 | |
jpegtran = ( | |
bench("jpegtran_scale"), | |
bench("jpegtran_rotate"), | |
bench("jpegtran_crop") | |
) | |
pil = ( | |
bench("pil_scale"), | |
bench("pil_rotate"), | |
bench("pil_crop") | |
) | |
wand = ( | |
bench("wand_scale"), | |
bench("wand_rotate"), | |
bench("wand_crop") | |
) | |
n_groups = 3 | |
fig, ax = subplots() | |
index = arange(n_groups) | |
bar_width = 0.3 | |
print "Wand: {0}".format(wand) | |
print "PIL: {0}".format(pil) | |
print "jpegtran: {0}".format(jpegtran) | |
opacity = 0.7 | |
rects1 = barh(index, jpegtran, bar_width, | |
alpha=opacity, | |
color='r', | |
label='jpegtran') | |
rects2 = barh(index + bar_width, wand, bar_width, | |
alpha=opacity, | |
color='b', | |
label='wand-py') | |
rects3 = barh(index + 2*bar_width, pil, bar_width, | |
alpha=opacity, | |
color='g', | |
label='PIL/Pillow') | |
xlabel('Execution time (ms)') | |
yticks(index + bar_width, | |
('scale to 250x150', 'rotate 90 degrees CW', 'crop 500x500 from 0,0')) | |
legend() | |
tight_layout() | |
savefig('bench.png') | |
#show() |
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