Referencing figures with numbers in Sphinx and reStructuredText

Question

When writing RST that will be processed with Sphinx, I can\'t get Sphinx LaTeX output to use figure numbers when referencing figures. For instance, this code:

Answer 1

The numfig extension does exactly this. I tried it and it worked for me.