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GitHub - poopingface/sigmoidcolon: Sigmoid Colon: The biologically inspired acti...

 1 year ago
source link: https://github.com/poopingface/sigmoidcolon
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hankey Sigmoid Colon

fit.png

mnist_accuracy.png

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

report

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