Awasome Resources in Deep Neural Network Pruning. This collection is prepared inspired by he-y/Awesome-Pruning.
Symbol | U |
S |
A |
O |
---|---|---|---|---|
Details | Unstructured or Weight Pruning | Structured or Filter or Channel Pruning | Official or Author Implementation | Unofficial or 3rd Party Implementation |
Year | Title | Type | Code |
---|---|---|---|
2022 |
FasterAI: Prune and Distill your models with FastAI and PyTorch | U |
PyTorch[A] |
2022 |
Simplify: A Python library for optimizing pruned neural networks | PyTorch[A] | |
2021 |
DepGraph: Towards Any Structural Pruning | S |
PyTorch[A] |
2021 |
PyTorchViz [A small package to create visualizations of PyTorch execution graphs] | PyTorch[A] | |
2020 |
What is the State of Neural Network Pruning? | S/U |
PyTorch[A] |
2019 |
Official PyTorch Pruning Tool | S/U |
PyTorch[A] |