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Kuku
Kuku is a simple open-source (MIT licensed) cuckoo hashing library developed by the Cryptography and Privacy Research Group at Microsoft. Kuku is written in modern standard C++ and has no external dependencies, making it easy to compile and run in many different environments.
Contents
Getting Started
Cuckoo Hashing
Cuckoo hashing is a hashing technique that can achieve very high fill rates, and in particular create efficient hash tables with a single item per bin. This is achieved by using multiple (often 2, 3, or 4) different hash functions as follows:
- Denote the hash functions
H_1
,H_2
, ...,H_k
. - When an item
X
is to be inserted, choose one of the hash functions,H_j
, and check whether the corresponding bin is empty. If it is empty, insertX
in the bin denoted byH_j(X)
, and returntrue
. Otherwise, remove the existing value,Y
, from the bin denoted byH_j(X)
, and insert X in its place. Repeat the process for the itemY
. - If the process fails to terminate after a pre-determined number of attempts,
place the leftover item in a stash of a pre-determined maximum size, and return
true
. - If the stash had already reached its maximum size, store the leftover item into
a known location and return
false
.
To check whether an item Z
is in the hash table, it is necessary to check all possible locations, i.e., H_1(Z)
, H_2(Z)
, ..., H_k(Z)
for its presence, as well as the stash.
It is not necessary to use a stash at all, in which case the stash would have size zero and obviously would not need to be checked.
Kuku
Kuku is a minimalistic library that enables a certain variant of cuckoo hashing, as described above. It uses tabulation hashing for the hash functions. The item length in Kuku is exactly 128 bits and cannot be increased; however, longer items can always be hashed to 128 bits using some other hash function that accepts arbitrary length inputs, and the outputs can subsequently be used in Kuku.
Installing from NuGet Package (Windows, Linux, macOS)
For .NET developers the easiest way of installing Kuku is by using the multiplatform NuGet package available at NuGet.org. Simply add this package into your .NET project as a dependency and you are ready to go.
Building Kuku Manually
Building C++ Components
On all platforms Kuku is built with CMake. We recommend using out-of-source build although in-source build works. Below we give instructions for how to configure, build, and install Kuku either globally (system-wide), or locally (for a single user). A global install requires elevated (root or administrator) privileges.
Building Kuku
We assume that Kuku has been cloned into a directory called Kuku
and all commands presented below are assumed to be executed in the directory Kuku
.
You can build the Kuku library (out-of-source) for your machine by executing the following commands:
cmake -S . -B build
cmake --build build
After the build completes, the output binaries can be found in build/lib/
and build/bin/
directories.
Installing Kuku
If you have root access to the system you can install Kuku globally as follows:
cmake -S . -B build
cmake --build build
sudo cmake --install build
To instead install Kuku locally, e.g., to ~/mylibs/
, do the following:
cmake -S . -B build -DCMAKE_INSTALL_PREFIX=~/mylibs
cmake --build build
sudo cmake --install build
Building and Installing on Windows
On Windows the same scripts above work in a developer command prompt for Visual Studio using either the Ninja or "Visual Studio 16 2019" generators.
When using the Ninja generator, please use the appropriate command prompt depending on the platform you want to build for. If you want to build for x64, please use the x64 Native Tools Command Prompt for Visual Studio 2019 command prompt to configure and build the library. If you want to build for x86, please use the x86 Native Tools Command Prompt for Visual Studio 2019 command prompt to configure and build the library. To build using Ninja, type
cmake -S . -B build -G Ninja
cmake --build build
When using the "Visual Studio 16 2019" generator you can use the Developer Command Prompt for VS 2019 command prompt to configure and build the library. By default the generated platform will be x64. You can specify the desired platform using the architecture flag -A <x64|Win32>
and the desired configuration using --config <Debug|Release>
.
# Generate and build for x64 in Release mode
cmake -S . -B build -G "Visual Studio 16 2019" -A x64
cmake --build build --config Release
# Generate and build for x86 in Release mode
cmake -S . -B build -G "Visual Studio 16 2019" -A Win32
cmake --build build --config Release
Installing the library in Windows works as well. Instead of using the sudo
command, however, you need to run cmake --install build
from a command prompt with Administrator permissions. Files will be installed by default to C:\Program Files (x86)\Kuku
.
Visual Studio 2019 provides support for CMake-based projects. You can select the menu option File / Open / Folder...
and navigate to the folder where the Kuku repository is located. After opening the folder, Visual Studio will detect that this is a CMake-based project and will enable the menu command Project / CMake settings for Kuku
. This will open the CMake settings editor that provides a user interface where you can create different configurations and set different CMake options.
After the build completes, the output static library kuku-<version>.lib
can be found in build\lib\
or build\lib\Release\
.
When linking with applications, you need to add src\
(full path) as an include directory to locate the Kuku header files, or use CMake as is explained in Linking with Kuku through CMake.
CMake Options
The following options can be used with CMake to configure the build. The default value for each option is denoted with boldface in the Values column.
CMake option | Values | Information |
---|---|---|
CMAKE_BUILD_TYPE | Release</br>Debug</br>RelWithDebInfo</br>MinSizeRel</br> | Debug and MinSizeRel have worse run-time performance. Debug inserts additional assertion code. Set to Release unless you are developing Kuku itself or debugging some complex issue. |
KUKU_BUILD_EXAMPLES | ON / OFF | Build the C++ examples in examples. |
KUKU_BUILD_TESTS | ON / OFF | Build the tests to check that Kuku works correctly. |
BUILD_SHARED_LIBS | ON / OFF | Set to ON to build a shared library instead of a static library. Not supported in Windows. |
KUKU_BUILD_KUKU_C | ON / OFF | Build the C wrapper library Kuku_C. This is used by the C# wrapper and most users should have no reason to build it. |
As usual, these options can be passed to CMake with the -D
flag.
For example, one could run
cmake -S . -B build -DKUKU_BUILD_EXAMPLES=ON
to configure a release build of a static Kuku library and also build the examples.
Linking with Kuku through CMake
It is very easy to link your own applications and libraries with Kuku if you use CMake.
Simply add the following to your CMakeLists.txt
:
find_package(Kuku 2.1 REQUIRED)
target_link_libraries(<your target> Kuku::kuku)
If Kuku was installed globally, the above find_package
command will likely find the library automatically.
To link with a Kuku installed locally, e.g., installed in ~/mylibs
as described above, you may need to tell CMake where to look for Kuku when you configure your application by running:
cd <directory containing your CMakeLists.txt>
cmake . -DCMAKE_PREFIX_PATH=~/mylibs
If Kuku was installed using a package manager like vcpkg or Homebrew, please refer to their documentation for how to link with the installed library. For example, vcpkg requires you to specify the vcpkg CMake toolchain file when configuring your project.
Building .NET Components
Kuku provides a .NET Standard library that wraps the functionality in Kuku for use in .NET development. Using the existing NuGet package is highly recommended, unless development of Kuku or building a custom NuGet package is intended. Prior to building .NET components, the C wrapper library Kuku_C must be built following Building C++ Components. The Kuku_C library is meant to be used only by the .NET library, not by end-users.
Note: Kuku_C and the .NET library only support 64-bit platforms.
Windows, Linux, and macOS
For compiling .NET code you will need to install a .NET Core SDK (>= 3.1). Building the Kuku_C library with CMake will generate project files for the .NET wrapper library, examples, and unit tests. The Kuku_C library must be discoverable when running a .NET application, e.g., be present in the same directory as your executable, which is taken care of by the .NET examples and tests project files. Run the following scripts to build each project:
dotnet build dotnet/src --configuration <Debug|Release> # Build .NET wrapper library
dotnet test dotnet/tests # Build and run .NET unit tests
dotnet run -p dotnet/examples # Build and run .NET examples
You can use --configuration <Debug|Release>
to run Debug
or Release
examples and unit tests.
You can use --verbosity detailed
to print the list of unit tests that are being run.
On Windows, you can also use the Microsoft Visual Studio 2019 solution file dotnet/KukuNet.sln
to build all three projects.
Using Kuku for .NET
To use Kuku for .NET in your own application you need to:
- Add a reference in your project to
KukuNet.dll
; - Ensure the native shared library is available for your application when run. The easiest way to ensure this is to copy the native shared library to the same directory where your application's executable is located.
Building Your Own NuGet Package
You can build your own NuGet package for Kuku by following the instructions in NUGET.md.
Using Kuku
C++
The cuckoo hash table is represented by an instance of the KukuTable
class. The
constructor of KukuTable
takes as input the size of the hash table (table_size
),
the size of the stash (stash_size
), the number of hash functions (loc_func_count
),
a seed for the hash functions (loc_func_seed
), the number of iterations allowed in
the insertion process, and a value the hash table should contain to signal an empty
slot (empty_item
). The hash tables item are restricted to 128-bit integer data types
(item_type
). These can be created from a pair of 64-bit integers using the make_item
function.
Once the table has been created, items can be inserted using the member function insert
.
Items can be queried with the member function query
, which returns a QueryResult
object. The QueryResult
contains information about the location in the KukuTable
where
the queried item was found, as well as the hash function that was used to eventually insert
it. QueryResult
has an operator bool()
defined which returns whether the queried item
was found in the hash table.
If Kuku fails to insert an item to the table or to the stash, the insert
function will
return false, and a leftover item will be stored in a member variable that can be read with
leftover_item()
. The same item cannot be inserted multiple times: insert
will return
false
in this case.
.NET
Much like in the native library, the cuckoo hash table is represented by an instance of the
KukuTable
class. The constructor of KukuTable
takes as input a set of parameters,
defined by the KukuTableParameters
class. The parameters contain the table size
(TableSize
), the size of the stash (StashSize
), the number of hash functions
(LocFuncCount
), a seed for the hash functions (LocFuncSeed
), the number of iterations
allowed in the insertion process, and a value the hash table should contain to signal
an empty slot (EmptyItem
). The hash tables items are restricted to 128-bit integer data
types. These can be created from an array of size 2 of 64-bit integers by instantiating
the Item
class and setting its Data
property with a ulong
array of size 2.
Once the table has been created, items can be inserted using the member function Insert
.
Items can be queried with the member function Query
, which returns a QueryResult
object. The QueryResult
contains information about whether the queried item was
found in the hash table, the location where it was found, as well as the hash function that
was used to eventually insert it.
If KukuTable.Insert
fails to insert an item to the table or to the stash, it will
return false
, and a leftover item will be stored in a member variable that can be read
with KukuTable.LastInsertFailItem()
. The same item cannot be inserted multiple times:
Insert
will return false
in this case.
Contributing
For contributing to Kuku, please see CONTRIBUTING.md.