From a54cf3e4eb16b4cc8676ee86313f7201e167b67d Mon Sep 17 00:00:00 2001 From: FlyingQianMM <245467267@qq.com> Date: Tue, 19 May 2020 23:47:21 +0800 Subject: [PATCH] add process in encryption.md --- .../deploy/deploy_server/encryption.md | 109 ++++++++++++++++++ .../deploy/images/encryption_process.png | Bin 0 -> 104041 bytes 2 files changed, 109 insertions(+) create mode 100644 docs/tutorials/deploy/deploy_server/encryption.md create mode 100644 docs/tutorials/deploy/images/encryption_process.png diff --git a/docs/tutorials/deploy/deploy_server/encryption.md b/docs/tutorials/deploy/deploy_server/encryption.md new file mode 100644 index 0000000..32d1bcd --- /dev/null +++ b/docs/tutorials/deploy/deploy_server/encryption.md @@ -0,0 +1,109 @@ +# 模型加密 + +飞桨团队推出模型加密方案,使用业内主流的AES加密技术对最终模型进行加密。飞桨用户可以通过PaddleX导出模型后,使用该方案对模型进行加密,预测时使用解密SDK进行模型解密并完成推理,大大提升AI应用安全性和开发效率。 + +**注意:目前加密方案仅支持Linux系统** + +## 1. 方案简介 + +### 1.1 简介 + +(1)加密算法的选择和支持的库 + +一般使用OpenSSL库来支持数据的加解密,OpenSSL提供了大量的加解密算法,包括对称加密算法(AES等)和非对称加密算法(RSA等)。 + +两种算法使用的场景不同,非对称加密算法一般应用于数字签名和密钥协商的场景下,而对称加密算法一般应用于纯数据加密场景,性能更优。在对模型的加密过程中使用对称加密算法。 + +以下对模型加密场景实现的说明中以开发一个C/C++库为基础,采用AES对称加密算法,为了加解密前后能够快速判断解密是否成功,使用AES-GCM加解密模式,在密钥的安全性上使用长度为256位的密钥数据。 + +(2)实现模型保护的一般步骤: + +![](../images/encryption_process.png) + +下面是对提供的C/C++加解密库内部实现的中文描述,参考以下步骤可以实现 一套加解密库 来适应自己的场景并通过内存数据load到paddlepaddle中(c/c++预测服务) + +> 1)考虑到加密的模型文件解密后需要从内存加载数据,使用conbine的模式生成模型文件和参数文件。 +> +> 2)项目集成OpenSSL,使用静态库的形式。 +> +> 3)实现AES算法接口,借助OpenSSL提供的EVP接口,在EVP接口中指定算法类型,算法使用对称加解密算法中的AES,加解密模式使用AES-GCM, 密钥长度为256位,AES-GCM的实现可以参考官方提供的例子自己进行封装接口:https://wiki.openssl.org/index.php/EVP_Authenticated_Encryption_and_Decryption。 +> +> 4)利用OpenSSL库实现SHA256摘要算法,这部分下面有用(可选)。关于SHA256的hash计算可以参考OpenSSL提供的example:https://wiki.openssl.org/index.php/EVP_Message_Digests +> +> 5)在模型加密环节直接对model文件和params文件的数据内容进行加密后保存到新的文件,为了新的文件能够被区分和可迭代,除了加密后的数据外还添加了头部信息,比如为了判断该文件类型使用固定的魔数作为文件的开头;为了便于后面需求迭代写入版本号以示区别;为了能够在解密时判断是否采用了相同的密钥将加密时的密钥进行SHA256计算后存储;这三部分构成了目前加密后文件的头部信息。加密后的文件包含头部信息 + 密文信息。 +> +> 6)在模型解密环节根据加密后的文件读取相关的加密数据到内存中,对内存数据使用AES算法进行解密,注意解密时需要采用与加密时一致的加密算法和加密的模式,以及密钥的数据和长度,否则会导致解密后数据错误。 +> +> 7)集成模型预测的C/C++库,在具体使用paddlepaddle预测时一般涉及paddle::AnalysisConfig和paddle:Predictor,为了能够从内存数据中直接load解密后的模型明文数据(避免模型解密后创建临时文件),这里需要将AnalysisConfig的模型加载函数从SetModel替换为SetModelBuffer来实现从内存中加载模型数据。 + +需要注意的是,在本方案中,密钥集成在上层预测服务的代码中。故模型的安全强度等同于代码抵御逆向调试的强度。为了保护密钥和模型的安全,开发者还需对自己的应用进行加固保护。常见的应用加固手段有:代码混淆,二进制文件加壳 等等,亦或将加密机制更改为AES白盒加密技术来保护密钥。这类技术领域内有大量商业和开源产品可供选择,此处不一一赘述。 + +### 1.2 加密工具 + +[PaddleX模型加密工具](https://bj.bcebos.com/paddlex/tools/paddlex-encryption.zip)。在编译部署代码时,编译脚本会自动下载加密工具,您也可以选择手动下载。 + +加密工具包含内容为: +``` +paddlex-encryption +├── include # 头文件:paddle_model_decrypt.h(解密)和paddle_model_encrypt.h(加密) +| +├── lib # libpmodel-encrypt.so和libpmodel-decrypt.so动态库 +| +└── tool # paddlex_encrypt_tool +``` + +### 1.3 加密PaddleX模型 + +对模型完成加密后,加密工具会产生随机密钥信息(用于AES加解密使用),需要在后续加密部署时传入该密钥来用于解密。 +> 密钥由32字节key + 16字节iv组成, 注意这里产生的key是经过base64编码后的,这样可以扩充key的选取范围 + +``` +./paddlex-encryption/tool/paddlex_encrypt_tool -model_dir /path/to/paddlex_inference_model -save_dir /path/to/paddlex_encrypted_model +``` + +`-model_dir`用于指定inference模型路径(参考[导出inference模型](deploy_python.html#inference)将模型导出为inference格式模型),可使用[导出小度熊识别模型](deploy_python.html#inference)中导出的`inference_model`。加密完成后,加密过的模型会保存至指定的`-save_dir`下,包含`__model__.encrypted`、`__params__.encrypted`和`model.yml`三个文件,同时生成密钥信息,命令输出如下图所示,密钥为`kLAl1qOs5uRbFt0/RrIDTZW2+tOf5bzvUIaHGF8lJ1c=` +![](../images/encrypt.png) + +## 2. PaddleX C++加密部署 + +参考[Linux平台编译指南](deploy_cpp/deploy_cpp_linux.html#linux)编译C++部署代码。编译成功后,预测demo的可执行程序分别为`build/demo/detector`,`build/demo/classifer`,`build/demo/segmenter`,用户可根据自己的模型类型选择,其主要命令参数说明如下: + +| 参数 | 说明 | +| ---- | ---- | +| model_dir | 导出的预测模型所在路径 | +| image | 要预测的图片文件路径 | +| image_list | 按行存储图片路径的.txt文件 | +| use_gpu | 是否使用 GPU 预测, 支持值为0或1(默认值为0) | +| use_trt | 是否使用 TensorTr 预测, 支持值为0或1(默认值为0) | +| gpu_id | GPU 设备ID, 默认值为0 | +| save_dir | 保存可视化结果的路径, 默认值为"output",classfier无该参数 | +| key | 加密过程中产生的密钥信息,默认值为""表示加载的是未加密的模型 | + + +## 样例 + +可使用[导出小度熊识别模型](deploy_python.html#inference)中的测试图片进行预测。 + +`样例一`: + +不使用`GPU`测试图片 `/path/to/xiaoduxiong.jpeg` + +```shell +./build/demo/detector --model_dir=/path/to/inference_model --image=/path/to/xiaoduxiong.jpeg --save_dir=output --key=kLAl1qOs5uRbFt0/RrIDTZW2+tOf5bzvUIaHGF8lJ1c= +``` +`--key`传入加密工具输出的密钥,例如`kLAl1qOs5uRbFt0/RrIDTZW2+tOf5bzvUIaHGF8lJ1c=`, 图片文件`可视化预测结果`会保存在`save_dir`参数设置的目录下。 + + +`样例二`: + +使用`GPU`预测多个图片`/path/to/image_list.txt`,image_list.txt内容的格式如下: +``` +/path/to/images/xiaoduxiong1.jpeg +/path/to/images/xiaoduxiong2.jpeg +... +/path/to/images/xiaoduxiongn.jpeg +``` +```shell +./build/demo/detector --model_dir=/path/to/models/inference_model --image_list=/root/projects/images_list.txt --use_gpu=1 --save_dir=output --key=kLAl1qOs5uRbFt0/RrIDTZW2+tOf5bzvUIaHGF8lJ1c= +``` +`--key`传入加密工具输出的密钥,例如`kLAl1qOs5uRbFt0/RrIDTZW2+tOf5bzvUIaHGF8lJ1c=`, 图片文件`可视化预测结果`会保存在`save_dir`参数设置的目录下。 diff --git a/docs/tutorials/deploy/images/encryption_process.png b/docs/tutorials/deploy/images/encryption_process.png new file mode 100644 index 0000000000000000000000000000000000000000..fd3f913995d9dfa008ec3a002e2a56bb689e3da9 GIT binary patch literal 104041 zcmeFZby$?q);EkWAPv$;w<0oxbO{)w)PR(9OApNef`rn7l(b4Jf`9_jAR=AT-5@nE z#L(}a^Tavdb$Flm&+nhd>k_sz_uBVfd#%0Vx7PNx=99-Hgf|JXu&_v!l^$qgVO>XH zVc{6!Kf}NFX zpSvD6p280+@2M7nGHdS7cyjX1$m)>i@(&?*e(=7ZE2c6aVvlsvax{Au|L~y!Es-c} 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