arrmansa / Temporal-Neuron-Variance-Pruning-Demo

An implementation of Variance Pruning: Pruning Language Models via Temporal Neuron Variance by Berry Weinstein, Yonatan Belinkov

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Temporal-Neuron-Variance-Pruning-Demo

An implementation of Variance Pruning: Pruning Language Models via Temporal Neuron Variance by Berry Weinstein, Yonatan Belinkov. Link

How to use this

Implementation of pruning class is in main_pruning_code.py. Sample implementation on the pytorch CIFAR-10 tutorial is in cifar10_tutorial.ipynb

Additional credits

https://www.johndcook.com/blog/standard_deviation/ for the running mean and variance logic

About

An implementation of Variance Pruning: Pruning Language Models via Temporal Neuron Variance by Berry Weinstein, Yonatan Belinkov

License:The Unlicense


Languages

Language:Jupyter Notebook 92.8%Language:Python 7.2%