From 2b81bd635e03a558499cae4ebfd27f43c1695f4c Mon Sep 17 00:00:00 2001 From: ZhidanLiu Date: Wed, 5 Aug 2020 19:42:18 +0800 Subject: [PATCH] add chinese version readme.md --- README.md | 11 ++- README_CN.md | 80 ++++++++++++++++++ docs/differential_privacy_architecture_cn.png | Bin 0 -> 38037 bytes docs/differential_privacy_architecture_en.png | Bin 0 -> 49698 bytes docs/mindarmour_architecture.png | Bin 28213 -> 27947 bytes docs/mindarmour_architecture_cn.png | Bin 0 -> 17629 bytes 6 files changed, 89 insertions(+), 2 deletions(-) create mode 100644 README_CN.md create mode 100644 docs/differential_privacy_architecture_cn.png create mode 100644 docs/differential_privacy_architecture_en.png create mode 100644 docs/mindarmour_architecture_cn.png diff --git a/README.md b/README.md index dbe4d34..9f58382 100644 --- a/README.md +++ b/README.md @@ -8,14 +8,21 @@ - [Release Notes](#release-notes) - [License](#license) +[查看中文](./README_CN.md) + ## What is MindArmour -A tool box for MindSpore users to enhance model security and trustworthiness. +A tool box for MindSpore users to enhance model security and trustworthiness and protect privacy data. -MindArmour is designed for adversarial examples, including four submodule: adversarial examples generation, adversarial example detection, model defense and evaluation. The architecture is shown as follow: +MindArmour model security module is designed for adversarial examples, including four submodule: adversarial examples generation, adversarial examples detection, model defense and evaluation. The architecture is shown as follow: ![mindarmour_architecture](docs/mindarmour_architecture.png) +MindArmour differential privacy module Differential-Privacy implements the differential privacy optimizer. Currently, SGD, Momentum and Adam are supported. They are differential privacy optimizers based on the Gaussian mechanism. +This mechanism supports both non-adaptive and adaptive policy. Rényi differential privacy (RDP) and Zero-Concentrated differential privacy(ZDP) are provided to monitor differential privacy budgets. The architecture is shown as follow: + +![dp_architecture](docs/differential_privacy_architecture_en.png) + ## Setting up MindArmour ### Dependencies diff --git a/README_CN.md b/README_CN.md new file mode 100644 index 0000000..c526a4b --- /dev/null +++ b/README_CN.md @@ -0,0 +1,80 @@ +# MindArmour + +- [简介](#简介) +- [开始](#开始) +- [文档](#文档) +- [社区](#社区) +- [贡献](#贡献) +- [版本](#版本) +- [版权](#版权) + +[View English](./README.md) + +## 简介 + +MindArmour可用于增强模型的安全可信、保护用户的数据隐私。 + +模型安全主要针对对抗样本,包含了4个子模块:对抗样本的生成、对抗样本的检测、模型防御、攻防评估。对抗样本的架构图如下: + +![mindarmour_architecture](docs/mindarmour_architecture_cn.png) + +隐私保护支持差分隐私,包括动态或者非动态的差分隐私SGD、Momentum、Adam优化器,噪声机制支持高斯分布噪声、拉普拉斯分布噪声,差分隐私预算监测包含ZDP、RDP。差分隐私的架构图如下: + +![dp_architecture](docs/differential_privacy_architecture_cn.png) + + +## 开始 + +### 环境依赖 + +MindArmour使用MindSpore加速计算,因此请先安装MindSpore,其余依赖包含在`setup.py`里。 + +### 安装 + +#### 源码安装 + +1. 从Gitee下载源码。 + +```bash +git clone https://gitee.com/mindspore/mindarmour.git +``` + +2. 编译安装MindArmour。 + +```bash +$ cd mindarmour +$ python setup.py install +``` + +#### `Pip`安装 + +1. 从[MindSpore官网](https://www.mindspore.cn/versions/en)下载whl格式的安装包,然后执行如下命令: + +``` +pip install mindarmour-{version}-cp37-cp37m-linux_{arch}.whl +``` + +2. 执行如下命令,如果没有报错`No module named 'mindarmour'`,则说明安装成功。 + +```bash +python -c 'import mindarmour' +``` + +## 文档 + +安装指导、使用教程、API,请参考[用户文档](https://gitee.com/mindspore/docs)。 + +## 社区 + +社区问答:[MindSpore Slack](https://join.slack.com/t/mindspore/shared_invite/enQtOTcwMTIxMDI3NjM0LTNkMWM2MzI5NjIyZWU5ZWQ5M2EwMTQ5MWNiYzMxOGM4OWFhZjI4M2E5OGI2YTg3ODU1ODE2Njg1MThiNWI3YmQ)。 +## 贡献 + +欢迎参与社区贡献,详情参考[Contributor Wiki](https://gitee.com/mindspore/mindspore/blob/master/CONTRIBUTING.md)。 + +## 版本 + +版本信息参考:[RELEASE](RELEASE.md)。 + +## 版权 + +[Apache License 2.0](LICENSE) diff --git a/docs/differential_privacy_architecture_cn.png b/docs/differential_privacy_architecture_cn.png new file mode 100644 index 0000000000000000000000000000000000000000..8a423a2640ac8e0094f7b8f7c2a19283d2de8f58 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