💩 Sigmoid Colon

The biologically inspired activation function. Read our (toilet) paper.

Installation

Install with pip:

pip install sigmoidcolon

Usage

Class version

from torch import nn
from sigmoidcolon import SigmoidColon

model = nn.Sequential(
    nn.Linear(784, 64),
    SigmoidColon(),
    nn.Linear(64, 10),
)

Functional version

from torch import nn
from sigmoidcolon.functional import sigmoidcolon

x = torch.randn(100)
y = sigmoidcolon(x)

Development

Not satisfied with the function? Redo it with:

# install dev requirements
pip install Pillow numpy matplotlib

# run code generation tool
python scripts/codegen.py docs/sigmoidcolon.png