Torch-Pruning only relies on PyTorch and Numpy, and it is compatible with PyTorch 1.x and 2.x. To install the latest version, run the following command:pip install torch-pruning --upgradeFor editable installation:git clone https://github.com/VainF/Torch-Pruning.git cd Torch-Pruning && pip...
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[CVPR 2023] DepGraph: Towards Any Structural Pruning - Torch-Pruning/reproduce/main.py at master · VainF/Torch-Pruning
Files master .github assets examples reproduce engine run scripts tools draw.py benchmark_importance_criteria.py benchmark_latency.py main.py main_imagenet.py readme.md registry.py requirements.txt tests torch_pruning .gitignore AUTHORS LICENSE ...
Github地址: https://github.com/VainF/Torch-Pruninggithub.com/VainF/Torch-Pruning Towards Any Structural Pruning 1. DepGraph 通用结构化剪枝 本工作在结构化剪枝的自动化上做了改进,提出了一种非深度图算法DepGraph,实现了架构通用的结构化剪枝,适用于CNNs, Transformers, RNNs, GNNs等网络。DepGraph能...
A research library for pytorch-based neural network pruning, compression, and more. - lucaslie/torchprune
项目地址:https://github.com/VainF/Torch-Pruning 本文是DepGraph的后续篇章,主要讨论如何利用这一技术实现各种结构化剪枝算法。关于Torch-Pruning的基础功能以及论文简介请参考: CVPR 2023 | DepGraph 通用结构化剪枝229 赞同 · 36 评论文章 2. 权值剪枝器(MagnitudePruner) ...
v1.5.1 Compare VainFreleased this01 Dec 08:16 ·28 commitsto master since this release v1.5.1 a1ee2d7
v1.4.2 Latest Compare VainFreleased this09 Aug 11:20 ·7 commitsto master since this release v1.4.2 06c48e7 What's Changed fixed a bug in attention head pruning fixed potentially buggy typo by@Alejandro-Casanovain#405 New Contributors...
git clone https://github.com/VainF/Torch-Pruning.git Quickstart 这里我们提供一个Torch-Pruning的快速入门。更多详细的解释可以在 Tutorals 中找到。 How It Works 在结构化剪枝中,“组”被定义为深度网络中最小的可移除单元。大多数组由相互依赖的多层组成,需要一起剪枝以保持结果结构的完整性。然而,深度网络...