Continuing on the recent series of reports analyzing newly proposed pure MLP based architectures. In this report I breakdown "FNet: Mixing Tokens with Fourier Transforms" by James Lee-Thorp, Joshua Ainslie, Ilya Eckstein and Santiago Ontañón.