Black and YAPF introduce consistent formatting within an entire file. Ironically, autopep8 goes against PEP 8 by only targetting the places in the file that generate pycodestyle warnings. Some of the warnings are also incompatible with PEP 8 (W503, E203) and the chosen formattings might very well be inconsistent with the rest of the file.