Summary

The mathtext.MathTextParser is a performance bottleneck.

I profiled my interactive app that uses PyQt and matplotlib to draw complex plots with very little text and yet significant time (20 %) is spend in the mathtext.MathTextParser. See
profile_graph.pdf

Proposed fix

The parser is using pyparsing internally and could potentially be speed up by switching tolark.