# pyseal **Repository Path**: mirrors/pyseal ## Basic Information - **Project Name**: pyseal - **Description**: pyseal 是一个 Python 同态加密库,它使用用于 Python 与 C++ 之间相互暴露类型的 pybind11 库,将微软开源的同态加密库 SEAL 绑定到 Pytho - **Primary Language**: Python - **License**: MIT - **Default Branch**: main - **Homepage**: https://www.oschina.net/p/pyseal - **GVP Project**: No ## Statistics - **Stars**: 3 - **Forks**: 1 - **Created**: 2019-07-30 - **Last Updated**: 2026-02-07 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README ## Microsoft SEAL For Python Microsoft [**SEAL**](https://github.com/microsoft/SEAL) is an easy-to-use open-source ([MIT licensed](https://github.com/microsoft/SEAL/blob/master/LICENSE)) homomorphic encryption library developed by the Cryptography Research group at Microsoft. [**pybind11**](https://github.com/pybind/pybind11) is a lightweight header-only library that exposes C++ types in Python and vice versa, mainly to create Python bindings of existing C++ code. This is a python binding for the Microsoft SEAL library. ## Contents * [Build](#build) * [Note](#note) * [Serialize](#serialize) * [Other](#other) * [FAQ](#faq) ## Build * ### Linux Recommend: Clang++ (>= 10.0) or GNU G++ (>= 9.4), CMake (>= 3.16) ```shell # Optional sudo apt-get install git build-essential cmake python3 python3-dev python3-pip # Get the repository or download from the releases git clone https://github.com/Huelse/SEAL-Python.git cd SEAL-Python # Install dependencies pip3 install numpy pybind11 # Init the SEAL and pybind11 git submodule update --init --recursive # Get the newest repositories (dev only) # git submodule update --remote # Build the SEAL lib without the msgsl zlib and zstandard compression cd SEAL cmake -S . -B build -DSEAL_USE_MSGSL=OFF -DSEAL_USE_ZLIB=OFF -DSEAL_USE_ZSTD=OFF cmake --build build cd .. # Run the setup.py, the dynamic library will be generated in the current directory python3 setup.py build_ext -i # Test cp seal.*.so examples cd examples python3 4_bgv_basics.py ``` Build examples: `-DSEAL_BUILD_EXAMPLES=ON` [More cmake options](https://github.com/microsoft/SEAL#basic-cmake-options) * ### Windows Visual Studio 2019 or newer is required. x64 support only! And use the **x64 Native Tools Command Prompt for VS** command prompt to configure and build the Microsoft SEAL library. It's usually can be found in your Start Menu. ```shell # Run in "x64 Native Tools Command Prompt for VS" command prompt cmake -S . -B build -G Ninja -DSEAL_USE_MSGSL=OFF -DSEAL_USE_ZLIB=OFF cmake --build build # Build pip install numpy pybind11 python setup.py build_ext -i # Test cp seal.*.pyd examples cd examples python 4_bgv_basics.py ``` Microsoft SEAL official [docs](https://github.com/microsoft/SEAL#building-microsoft-seal-manually). * ### Docker requires: [Docker](https://www.docker.com/) To build source code into a docker image (from this directory): ```shell docker build -t huelse/seal -f Dockerfile . ``` To use the image by running it as an interactive container: ```shell docker run -it huelse/seal ``` ## Note * ### Serialize See more in `examples/7_serialization.py`, here is a simple example: ```python cipher.save('cipher') load_cipher = Ciphertext() load_cipher.load(context, 'cipher') # work if the context is valid. ``` Supported classes: `EncryptionParameters, Ciphertext, Plaintext, SecretKey, PublicKey, RelinKeys, GaloisKeys` * ### Other There are a lot of changes in the latest SEAL lib, we try to make the API in python can be used easier, but it may remain some problems unknown, if any problems or bugs, report [issues](https://github.com/Huelse/SEAL-Python/issues). Email: [topmaxz@protonmail.com](mailto:topmaxz@protonmail.com?subject=Github-SEAL-Python-Issues) ## FAQ 1. ImportError: undefined symbol Build a shared SEAL library `cmake . -DBUILD_SHARED_LIBS=ON`, and get the `libseal.so`, then change the path in `setup.py`, and rebuild. 2. ImportError: libseal.so... cannot find a. `sudo ln -s /path/to/libseal.so /usr/lib` b. add `/usr/local/lib` or the `SEAL/native/lib` to `/etc/ld.so.conf` and refresh it `sudo ldconfig` c. build in cmake. 3. BuildError: 1. C++17 at least 2. x86_64 is required, which `x86_32` is not supported 4. ModuleNotFoundError: No module named 'seal' The `.so` or `.pyd` file must be in the current directory, or you have `install` it already. 5. Windows Error LNK2001, RuntimeLibrary and MT_StaticRelease mismatch Only `x64` is supported, Choose `x64 Native Tools Command Prompt for VS`. 6. Warning about building the dynamic library with static library in MacOS, etc. 1. Build a shared SEAL library by adding a CMake option `-DBUILD_SHARED_LIBS=ON` 2. Edit `extra_objects` in setup.py to `*.dylib` or else. ## Contributing * Professor: [Dr. Chen](https://zhigang-chen.github.io/) * [Contributors](https://github.com/Huelse/SEAL-Python/graphs/contributors)