From 95edffbf88b71236b49c0571a76d939e589060fe Mon Sep 17 00:00:00 2001 From: vincentXiyu <46891386+vincentXiyu@users.noreply.github.com> Date: Wed, 8 Jan 2020 10:52:33 +0800 Subject: [PATCH] Add English-version README (#24) --- README.md | 170 ++++++++++++++++++++++++++++++++++++ docs/images/framework_0.png | Bin 0 -> 178721 bytes docs/images/framework_1.png | Bin 0 -> 59110 bytes 3 files changed, 170 insertions(+) create mode 100644 docs/images/framework_0.png create mode 100644 docs/images/framework_1.png diff --git a/README.md b/README.md index 1c0f2291..aa4fce8a 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,174 @@ +# PaddleSlim + +As a submodule of PaddlePaddle framework, PaddleSlim is an open-source library for deep model compression and architecture search. PaddleSlim supports current popular deep compression techniques such as pruning, quantization, and knowledge distillation. Further, it also automates the search of hyperparameters and the design of lightweight deep architectures. In the future, we will develop more practically useful compression techniques for industrial-level applications and transfer these techniques to models in NLP. + +## Outline +- Key Features +- Architecture of PaddleSlim +- Methods +- Experimental Results + +## Key Features + +The main key features of PaddleSlim are: + +### Simple APIs + +- It provides simple APIs for building and deploying lightweight and energy-efficient deep models on different platforms. Experimental hyperparameters can be set up by a simple configuration file. +- It requires just a little coding work for a model compression. + +### Outstanding Performance + +- For MobileNetV1 with limited redundancy, channel-based pruning can ensure lossless compression. +- Knowledge distillation can promote the performance of baseline models with a clear margin. +- Quantization after knowledge distillation can reduce model size and increase accuracy of models. + +### Flexible APIs + +- We automate the pruning process. +- Pruning strategy can be applied onto various deep architectures. +- We can distill multiple kinds of knowledge from teacher models to student models and self-defined losses for the corresponding knowledge distillation are supported. +- We support the deployment of multiple compression strategies. + +## Architecture of PaddleSlim +To make the usage of PaddleSlim clearer and easier, we briefly introduce the background of how to implement the library. + +The architecture of PaddleSlim is demonstrated in **Figure 1**. The high-level APIs often depend on several low-level APIs. We can see, knowledge distillation, quantization, and pruning are indirectly based on the Paddle framework. Currently, as a part of PaddlePaddle, user can use PaddleSlim for model compression and search after kindly download and install Paddle framework. + +
+
+Figure 1
+
+
+Figure 2
+
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