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Plot matplotlib on the Web

The following code will of course create a PNG named test and save it on the server:

from matplotlib.figure import Figure                         
from matplotlib.backends.backend_agg import FigureCanvasAgg  

fig = Figure(figsize=[4,4])                                  
ax = fig.add_axes([.1,.1,.8,.8])                             
ax.scatter([1,2], [3,4])                                     
canvas = FigureCanvasAgg(fig)                                
canvas.print_figure("test.png")

Then to view the image in the browser, we have to go to example.com/test.png. This means we have to call the page with the Python code first to create the test.png file, then go to the PNG file. Is there a way to draw the PNG and output from the Python page that creates the image? Thanks!

like image 212
Jason Strimpel Avatar asked Apr 01 '11 15:04

Jason Strimpel


1 Answers

First you need a page to load a url from the webserver controller which generates the image:

<img src="/matplot/makegraph?arg1=foo" />

Then, embed the matplotlib code into the makegraph controller. You just need to capture the canvas rendered PNG in a memory buffer, then create an HTTP response and write the bytes back to the browser:

import cStringIO
from matplotlib.figure import Figure                      
from matplotlib.backends.backend_agg import FigureCanvasAgg

fig = Figure(figsize=[4,4])                               
ax = fig.add_axes([.1,.1,.8,.8])                          
ax.scatter([1,2], [3,4])                                  
canvas = FigureCanvasAgg(fig)

# write image data to a string buffer and get the PNG image bytes
buf = cStringIO.StringIO()
canvas.print_png(buf)
data = buf.getvalue()

# pseudo-code for generating the http response from your
# webserver, and writing the bytes back to the browser.
# replace this with corresponding code for your web framework
headers = {
    'Content-Type': 'image/png',
    'Content-Length': len(data)
    }
response.write(200, 'OK', headers, data)

Note: you may want to add caching for these if they're frequently generated with the same arguments, e.g. construct a key from the args and write the image data to memcache, then check memcache before regenerating the graph.

like image 69
samplebias Avatar answered Nov 10 '22 02:11

samplebias