Approximating Hyperbolic Tangent

(jtomschroeder.com)

32 points | by jtomschroeder 4 hours ago

4 comments

  • raphlinus 3 hours ago
    A different approach, refining the square root based sigmoid with a polynomial, is in my blog post "a few of my favorite sigmoids" [1]. I'm not sure which is faster without benchmarking, but I'm pretty sure its worst case error is better than any of the fast approximations.

    [1]: https://raphlinus.github.io/audio/2018/09/05/sigmoid.html

  • AlotOfReading 2 hours ago
    A different floating point hack makes exp() easier to compute in hardware (and consequently tanh). You cast the input to an int and take the first 2 bits of what would be the mantissa. LUT[Index] and LUT[Index+1] from your 5-entry table are used to either lerp or poly approx. the function, with the remaining mantissa bits to help.
  • agalunar 3 hours ago
    There’s an analysis of the Schraudolph approximation of the exponential function (along with an improvement upon it) that someone might find interesting at https://typ.dev/attention#affine-cast
  • mjcohen 3 hours ago
    Looks interesting. Should start with a definition of the Hyperbolic Tangent. It is only about 2/3 of the way that the definition occurs in a discussion of computing exp(x).