If someone ends up here from google, looking to convert a single figure to a .pdf (that was what I was looking for):
import matplotlib.pyplot as plt
f = plt.figure()
plt.plot(range(10), range(10), "o")
plt.show()
f.savefig("foo.pdf", bbox_inches='tight')