ABY
A Framework for Efficient Mixed-Protocol Secure Two-Party Computation
By Daniel Demmler, Thomas Schneider and Michael Zohner (ENCRYPTO, TU Darmstadt)
in Network and Distributed System Security Symposium (NDSS'15). Paper available here.
Table of Contents
Features
ABY efficiently combines secure computation schemes based on Arithmetic sharing, Boolean sharing, and Yao’s garbled circuits and makes available best-practice solutions in secure two-party computation. It allows to pre-compute almost all cryptographic operations and provides novel, highly efficient conversions between secure computation schemes based on pre-computed oblivious transfer extensions using our OT extension library available on GitHub. ABY supports several standard operations and provides example applications.
This code is provided as a experimental implementation for testing purposes and should not be used in a productive environment. We cannot guarantee security and correctness.
Requirements
-
A Linux distribution of your choice (ABY was developed and tested with recent versions of Debian and Ubuntu).
-
Required packages for ABY:
g++
(version >=8) or another compiler and standard library implementing C++17 including the filesystem librarymake
cmake
libgmp-dev
libssl-dev
libboost-all-dev
(version >= 1.66)
Install these packages with your favorite package manager, e.g,
sudo apt-get install <package-name>
. -
Optional packages:
doxygen
andgraphviz
to create your own Doxygen documentation of the code.
ABY Source Code
Repository Structure
bin/circ/
- Circuits in the ABY format.cmake/
- CMake helper files.extern/
- External dependencies as Git submodules.src/
- Source code.src/abycore/
- Source of the internal ABY functions.src/examples/
- Example applications. Each application has a/common
directory that holds the functionality (circuit). The idea is to re-use this circuit even outside of the application. The application's root directory contains a.cpp
file with a main method that runs the circuit and is used to verify correctness.src/test/
- Currently one application to test internal ABY functions as well as example applications and print debug information.
Building the ABY Framework
Short Version
-
Clone the ABY git repository by running:
git clone https://github.com/encryptogroup/ABY.git
-
Enter the Framework directory:
cd ABY/
-
Create and enter the build directory:
mkdir build && cd build
-
Use CMake configure the build:
cmake ..
This also initializes and updates the Git submodules of the dependencies located in
extern/
. If you plan to work without a network connection, you should to a--recursive
clone in Step 1. -
Call
make
in the build directory. You can find the build executables and libraries in the directoriesbin/
andlib/
, respectively.
Detailed Guide
External Dependencies
ABY depends on the OTExtension
and ENCRYPTO_utils
libraries, which are referenced using the Git submodules in the extern/
directory.
During configure phase of the build (calling cmake ..
) CMake searches your
system for these libraries.
- If they are already installed at a standard location, e.g., at
/usr
or/usr/local
, CMake should find these automatically. - In case they are installed at a nonstandard location, e.g., at
~/some/path/
, you can point CMake to their location via theCMAKE_PREFIX_PATH
option:cmake .. -DCMAKE_PREFIX_PATH=~/some/path/
- Otherwise, CMake updates and initializes the Git submodules in
extern/
(if not already done), and the missing dependencies are built together with ABY. If you want to do this without a network connection, consider to clone the repository recursively.
Test Executables and Example Applications
To build the ABY test and benchmark executables as well as the bundled example
applications, you use the ABY_BUILD_EXE
option:
cmake .. -DABY_BUILD_EXE=On
Build Options
You can choose the build type, e.g. Release
or Debug
using
CMAKE_BUILD_TYPE
:
cmake .. -DCMAKE_BUILD_TYPE=Release
# or
cmake .. -DCMAKE_BUILD_TYPE=Debug
Release
will enable optimizations whereas Debug
includes debug symbols.
To choose a different compiler, use the CXX
environment variable:
CXX=/usr/bin/clang++ cmake ..
Cleaning the Build Directory
Executing make clean
in the build directory removes all build artifacts.
This includes built dependencies and examples.
To clean only parts of the build, either invoke make clean
in the specific
subdirectory or use make -C
:
make clean
- clean everythingmake -C src/abycore clean
- clean only the ABY librarymake -C src/examples clean
- clean only the examplesmake -C src/test clean
- clean only the test applicationmake -C extern clean
- clean only the built dependencies
Installation
In case you plan to use ABY for your own application, you might want to install
the ABY library to some place, for example system-wide (e.g. at /usr/local
)
or somewhere in your workspace (e.g. /path/to/aby
).
There are two relevant options:
CMAKE_INSTALL_PREFIX
defaults to/usr/local
and is preprended by CMake to all installation paths (e.g.lib/
andinclude/
for library and header files, respectively, become/usr/local/lib
andusr/local/include
). CMake will also look for dependencies at this location.DESTDIR
is used by the Makefile to install to a nonstandard location.
Example:
If you want to install ABY to ~/path/to/aby/prefix/{include,lib}
you can use:
cmake .. -DCMAKE_INSTALL_PREFIX=""
make
make DESTDIR=~/path/to/aby/prefix install
or
cmake .. -DCMAKE_INSTALL_PREFIX=~/path/to/aby/prefix
make
make install
Developer Guide and Documentation
We provide an extensive developer guide with many examples and explanations of how to use ABY.
Also, see the online doxygen documentation of ABY for further information and comments on the code.
ABY Applications
Included Example Applications
- The Millionaire's Problem was proposed by Yao in 1982. Two parties want to find out who is richer, without revealing their actual wealth. This simple example can be used as starting point for your own ABY application.
- Secure computation AES, where one party inputs the key and the other party inputs a message to collaboratively encrypt.
- The Euclidean Distance for two 2-dimensional coordinates.
- The Minimum Euclidean Distance for finding the closest match between one d-dimensional element and a database of n d-dimensional elements.
- The Arithmetic Inner Product that multiplies N values component-wise and then adds all multiplication results (modulo 16 Bit in this case).
- Secure Hash Function Evaluation SHA1, where both parties concatenate their 256-bit inputs to a 512-bit message which is collaboratively hashed using SHA1.
- The LowMC block cipher family LowMC, which is a block cipher family with a low number of AND gates and a low AND depth. In the example, one party inputs the key and the other party inputs a message to collaboratively encrypt.
- Further example applications will be added soon.
Running Applications
- Make sure you have build ABY as described above and set the
-DABY_BUILD_EXE=On
option and the application's binary was created inbin/
inside the build directory. - To locally execute an application, run the created executable from two different terminals and pass all required parameters accordingly.
- By default applications are tested locally (via sockets on
localhost
). You can run them on two different machines by specifying IP addresses and ports as parameters. - Example: The Millionaire's problem requires to specify the role of the executing party. All other parameters will use default values if they are not set. You execute it locally with:
./millionaire_prob_test -r 0
and./millionaire_prob_test -r 1
, each in a separate terminal. - You should get some debug output for you to verify the correctness of the computation.
- Performance statistics can be turned on setting
#define PRINT_PERFORMANCE_STATS 1
insrc/abycore/ABY_utils/ABYconstants.h
in line 33.
Creating and Building your own ABY Application
-
To get an idea how to create a simple ABY application, you can follow the comments in the Millionaire's Problem example.
-
If you are using CMake, install ABY somewhere it can be found and use
find_package(ABY)
or add the ABY repository as subdirectory viaadd_subdirectory(path/to/ABY)
, e.g.find_package(ABY QUIET) if(ABY_FOUND) message(STATUS "Found ABY") elseif (NOT ABY_FOUND AND NOT TARGET ABY::aby) message("ABY was not found: add ABY subdirectory") add_subdirectory(extern/ABY) endif()
Then define your executable and link it to the
ABY::aby
target:add_executable(my_application my_application.cpp) target_link_libraries(my_application ABY::aby)
-
Otherwise, setup the include path such that the headers of ABY and its dependencies can be found and link your application to the
libaby.a
library and the other dependencies (see above).