Saving a figure after invoking pyplot.show() results in an empty file
If you want to save the figure after displaying it, you'll need to hold on to the figure instance. The reason that plt.savefig
doesn't work after calling show
is that the current figure has been reset.
pyplot
keeps track of which figures, axes, etc are "current" (i.e. have not yet been displayed with show
) behind-the-scenes. gcf
and gca
get the current figure and current axes instances, respectively. plt.savefig
(and essentially any other pyplot
method) just does plt.gcf().savefig(...)
. In other words, get the current figure instance and call its savefig
method. Similarly plt.plot
basically does plt.gca().plot(...)
.
After show
is called, the list of "current" figures and axes is empty.
In general, you're better off directly using the figure and axes instances to plot/save/show/etc, rather than using plt.plot
, etc, to implicitly get the current figure/axes and plot on it. There's nothing wrong with using pyplot
for everything (especially interactively), but it makes it easier to shoot yourself in the foot.
Use pyplot
for plt.show()
and to generate a figure and an axes object(s), but then use the figure or axes methods directly. (e.g. ax.plot(x, y)
instead of plt.plot(x, y)
, etc) The main advantage of this is that it's explicit. You know what objects you're plotting on, and don't have to reason about what the pyplot state-machine does (though it's not that hard to understand the state-machine interface, either).
As an example of the "recommended" way of doing things, do something like:
import numpy as np
import matplotlib.pyplot as plt
x = np.linspace(-1, 1, 100)
y = x**2
fig, ax = plt.subplots()
ax.plot(x, y)
fig.savefig('fig1.pdf')
plt.show()
fig.savefig('fig2.pdf')
If you'd rather use the pyplot
interface for everything, then just grab the figure instance before you call show
. For example:
import numpy as np
import matplotlib.pyplot as plt
x = np.linspace(-1, 1, 100)
y = x**2
plt.plot(x, y)
fig = plt.gcf()
fig.savefig('fig1.pdf')
plt.show()
fig.savefig('fig2.pdf')
pyplot.show blocks and destroys the plot upon closing. You can use
plt.show(block=False)
after which the save to fig2.pdf will work or you can plot it again before saving
plt.plot(x,y)
plt.savefig('fig2.pdf')
I had to run plt.cla()
and plt.clf()
before plotting the second one. Clear current axes and clear current plot, respectively.
If you just want to see the figure before saving, you can call
plt.ion()
before plotting, which starts interactive mode, and shows all figures as they are drawn. This mostly removes the need to call plt.show()
. You no longer need to close the figures to continue.
To disable interactive mode again, call plt.ioff()
.