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SDSL - Succinct Data Structure Library | ||
========= | ||
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[![Build Status](https://travis-ci.org/simongog/sdsl-lite.svg?branch=master)](https://travis-ci.org/simongog/sdsl-lite) | ||
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What is it? | ||
----------- | ||
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The Succinct Data Structure Library (SDSL) is a powerful and flexible C++11 | ||
library implementing succinct data structures. In total, the library contains | ||
the highlights of 40 [research publications][SDSLLIT]. Succinct data structures | ||
can represent an object (such as a bitvector or a tree) in space close to the | ||
information-theoretic lower bound of the object while supporting operations | ||
of the original object efficiently. The theoretical time complexity of an | ||
operation performed on the classical data structure and the equivalent | ||
succinct data structure are (most of the time) identical. | ||
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Why SDSL? | ||
-------- | ||
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Succinct data structures have very attractive theoretical properties. However, | ||
in practice implementing succinct data structures is non-trivial as they are | ||
often composed of complex operations on bitvectors. The SDSL Library provides | ||
high quality, open source implementations of many succinct data structures | ||
proposed in literature. | ||
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Specifically, the aim of the library is to provide basic and complex succinct | ||
data structure which are | ||
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* Easy and intuitive to use (like the [STL][STL], which provides classical data structures), | ||
* Faithful to the original theoretical results, | ||
* Capable of handling large inputs (yes, we support 64-bit), | ||
* Provide efficient construction of all implemented succinct data structures, | ||
while at the same time enable good run-time performance. | ||
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<a href="http://simongog.github.io/assets/data/space-vis.html" > | ||
<img align="right" src="extras/resources/space-vis.png?raw=true" /> | ||
</a> | ||
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In addition we provide additional functionality which can help you use succinct | ||
data structure to their full potential. | ||
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* Each data structure can easily be serialized and loaded to/from disk. | ||
* We provide functionality which helps you analyze the storage requirements of any | ||
SDSL based data structure (see right) | ||
* We support features such as hugepages and tracking the memory usage of each | ||
SDSL data structure. | ||
* Complex structures can be configured by template parameters and therefore | ||
easily be composed. There exists one simple method which constructs | ||
all complex structures. | ||
* We maintain an extensive collection of examples which help you use the different | ||
features provided by the library. | ||
* All data structures are tested for correctness using a unit-testing framework. | ||
* We provide a large collection of supporting documentation consisting of examples, | ||
[cheat sheet][SDSLCS], [tutorial slides and walk-through][TUT]. | ||
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The library contains many succinct data structures from the following categories: | ||
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* Bitvectors supporting Rank and Select | ||
* Integer Vectors | ||
* Wavelet Trees | ||
* Compressed Suffix Arrays (CSA) | ||
* Balanced Parentheses Representations | ||
* Longest Common Prefix (LCP) Arrays | ||
* Compressed Suffix Trees (CST) | ||
* Range Minimum/Maximum Query (RMQ) Structures | ||
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For a complete overview including theoretical bounds see the | ||
[cheat sheet][SDSLCS] or the | ||
[wiki](https://github.com/simongog/sdsl-lite/wiki/List-of-Implemented-Data-Structures). | ||
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Documentation | ||
------------- | ||
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We provide an extensive set of documentation describing all data structures | ||
and features provided by the library. Specifically we provide | ||
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* A [cheat sheet][SDSLCS] which succinctly | ||
describes the usage of the library. | ||
* An doxygen generated [API reference][DOXYGENDOCS] which lists all types and functions | ||
of the library. | ||
* A set of [example](examples/) programs demonstrating how different features | ||
of the library are used. | ||
* A tutorial [presentation][TUT] with the [example code](tutorial/) using in the | ||
sides demonstrating all features of the library in a step-by-step walk-through. | ||
* [Unit Tests](test/) which contain small code snippets used to test each | ||
library feature. | ||
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Requirements | ||
------------ | ||
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The SDSL library requires: | ||
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* A modern, C++11 ready compiler such as `g++` version 4.9 or higher or `clang` version 3.2 or higher. | ||
* The [cmake][cmake] build system. | ||
* A 64-bit operating system. Either Mac OS X or Linux are currently supported. | ||
* For increased performance the processor of the system should support fast bit operations available in `SSE4.2` | ||
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Installation | ||
------------ | ||
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To download and install the library use the following commands. | ||
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```sh | ||
git clone https://github.com/simongog/sdsl-lite.git | ||
cd sdsl-lite | ||
./install.sh | ||
``` | ||
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This installs the sdsl library into the `include` and `lib` directories in your | ||
home directory. A different location prefix can be specified as a parameter of | ||
the `install.sh` script: | ||
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```sh | ||
./install /usr/local/ | ||
``` | ||
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To remove the library from your system use the provided uninstall script: | ||
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```sh | ||
./uninstall.sh | ||
``` | ||
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Getting Started | ||
------------ | ||
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To get you started with the library you can start by compiling the following | ||
sample program which constructs a compressed suffix array (a FM-Index) over the | ||
text `mississippi!`, counts the number of occurrences of pattern `si` and | ||
stores the data structure, and a space usage visualization to the | ||
files `fm_index-file.sdsl` and `fm_index-file.sdsl.html`: | ||
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```cpp | ||
#include <sdsl/suffix_arrays.hpp> | ||
#include <fstream> | ||
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using namespace sdsl; | ||
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int main() { | ||
csa_wt<> fm_index; | ||
construct_im(fm_index, "mississippi!", 1); | ||
std::cout << "'si' occurs " << count(fm_index,"si") << " times.\n"; | ||
store_to_file(fm_index,"fm_index-file.sdsl"); | ||
std::ofstream out("fm_index-file.sdsl.html"); | ||
write_structure<HTML_FORMAT>(fm_index,out); | ||
} | ||
``` | ||
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To compile the program using `g++` run: | ||
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```sh | ||
g++ -std=c++11 -O3 -DNDEBUG -I ~/include -L ~/lib program.cpp -o program -lsdsl -ldivsufsort -ldivsufsort64 | ||
``` | ||
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Next we suggest you look at the comprehensive [tutorial][TUT] which describes | ||
all major features of the library or look at some of the provided [examples](examples). | ||
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Test | ||
---- | ||
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Implementing succinct data structures can be tricky. To ensure that all data | ||
structures behave as expected, we created a large collection of unit tests | ||
which can be used to check the correctness of the library on your computer. | ||
The [test](./test) directory contains test code. We use [googletest][GTEST] | ||
framework and [make][MAKE] to run the tests. See the README file in the | ||
directory for details. | ||
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To simply run all unit tests after installing the library type | ||
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```sh | ||
cd sdsl-lite/build | ||
make test-sdsl | ||
``` | ||
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Note: Running the tests requires several sample files to be downloaded from the web | ||
and can take up to 2 hours on slow machines. | ||
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Benchmarks | ||
---------- | ||
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To ensure the library runs efficiently on your system we suggest you run our | ||
[benchmark suite](benchmark). The benchmark suite recreates a | ||
popular [experimental study](http://arxiv.org/abs/0712.3360) which you can | ||
directly compare to the results of your benchmark run. | ||
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Bug Reporting | ||
------------ | ||
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While we use an extensive set of unit tests and test coverage tools you might | ||
still find bugs in the library. We encourage you to report any problems with | ||
the library via the [github issue tracking system](https://github.com/simongog/sdsl-lite/issues) | ||
of the project. | ||
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The Latest Version | ||
------------------ | ||
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The latest version can be found on the SDSL github project page https://github.com/simongog/sdsl-lite . | ||
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If you are running experiments in an academic settings we suggest you use the | ||
most recent [released](https://github.com/simongog/sdsl-lite/releases) version | ||
of the library. This allows others to reproduce your experiments exactly. | ||
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Licensing | ||
--------- | ||
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The SDSL library is free software provided under the GNU General Public License | ||
(GPLv3). For more information see the [COPYING file][CF] in the library | ||
directory. | ||
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We distribute this library freely to foster the use and development of advanced | ||
data structure. If you use the library in an academic setting please cite the | ||
following paper: | ||
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@inproceedings{gbmp2014sea, | ||
title = {From Theory to Practice: Plug and Play with Succinct Data Structures}, | ||
author = {Gog, Simon and Beller, Timo and Moffat, Alistair and Petri, Matthias}, | ||
booktitle = {13th International Symposium on Experimental Algorithms, (SEA 2014)}, | ||
year = {2014}, | ||
pages = {326-337}, | ||
ee = {http://dx.doi.org/10.1007/978-3-319-07959-2_28} | ||
} | ||
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A preliminary version if available [here on arxiv][SEAPAPER]. | ||
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## External Resources used in SDSL | ||
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We have included the code of two excellent suffix array | ||
construction algorithms. | ||
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* Yuta Mori's incredible fast suffix [libdivsufsort][DIVSUF] | ||
algorithm for byte-alphabets. | ||
* An adapted version of [Jesper Larsson's][JESL] [implementation][QSUFIMPL] of | ||
suffix array sorting on integer-alphabets (description of [Larsson and Sadakane][LS]). | ||
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Additionally, we use the [googletest][GTEST] framework to provide unit tests. | ||
Our visualizations are implemented using the [d3js][d3js]-library. | ||
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Authors | ||
-------- | ||
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The main contributors to the library are: | ||
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* [Johannes Bader] (https://github.com/olydis) | ||
* [Timo Beller](https://github.com/tb38) | ||
* [Simon Gog](https://github.com/simongog) (Creator) | ||
* [Matthias Petri](https://github.com/mpetri) | ||
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This project is also supported by code contributions | ||
from other researchers. E.g. Juha Kärkkäinen, | ||
[Dominik Kempa](https://github.com/dkempa), | ||
and Simon Puglisi contributed a compressed bitvector | ||
implementation ([hyb_vector][HB]). | ||
This project further profited from excellent input of our students | ||
Markus Brenner, Alexander Diehm, Christian Ocker, and Maike Zwerger. Stefan | ||
Arnold helped us with tricky template questions. We are also grateful to | ||
[Diego Caro](https://github.com/diegocaro), | ||
[Travis Gagie](https://github.com/TravisGagie), | ||
Kalle Karhu, | ||
[Bruce Kuo](https://github.com/bruce3557), | ||
Jan Kurrus, | ||
[Shanika Kuruppu](https://github.com/skuruppu), | ||
Jouni Siren, | ||
and [Julio Vizcaino](https://github.com/garviz) | ||
for bug reports. | ||
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Contribute | ||
---------- | ||
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Are you working on a new or improved implementation of a succinct data structure? | ||
We encourage you to contribute your implementation to the SDSL library to make | ||
your work accessible to the community within the existing library framework. | ||
Feel free to contact any of the authors or create an issue on the | ||
[issue tracking system](https://github.com/simongog/sdsl-lite/issues). | ||
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[STL]: http://www.sgi.com/tech/stl/ "Standard Template Library" | ||
[pz]: http://pizzachili.di.unipi.it/ "Pizza&Chli" | ||
[d3js]: http://d3js.org "D3JS library" | ||
[cmake]: http://www.cmake.org/ "CMake tool" | ||
[MAKE]: http://www.gnu.org/software/make/ "GNU Make" | ||
[gcc]: http://gcc.gnu.org/ "GNU Compiler Collection" | ||
[DIVSUF]: https://github.com/y-256/libdivsufsort/ "libdivsufsort" | ||
[LS]: http://www.sciencedirect.com/science/article/pii/S0304397507005257 "Larson & Sadakane Algorithm" | ||
[GTEST]: https://code.google.com/p/googletest/ "Google C++ Testing Framework" | ||
[SDSLCS]: http://simongog.github.io/assets/data/sdsl-cheatsheet.pdf "SDSL Cheat Sheet" | ||
[SDSLLIT]: https://github.com/simongog/sdsl-lite/wiki/Literature "Succinct Data Structure Literature" | ||
[TUT]: http://simongog.github.io/assets/data/sdsl-slides/tutorial "Tutorial" | ||
[QSUFIMPL]: http://www.larsson.dogma.net/qsufsort.c "Original Qsufsort Implementation" | ||
[JESL]: http://www.itu.dk/people/jesl/ "Homepage of Jesper Larsson" | ||
[CF]: https://github.com/simongog/sdsl-lite/blob/master/COPYING "Licence" | ||
[SEAPAPER]: http://arxiv.org/pdf/1311.1249v1.pdf "SDSL paper" | ||
[HB]: https://github.com/simongog/sdsl-lite/blob/hybrid_bitvector/include/sdsl/hybrid_vector.hpp "Hybrid bitevctor" | ||
[DOXYGENDOCS]: http://algo2.iti.kit.edu/gog/docs/html/index.html "API Reference" | ||
Development repository for SDSL Version 3 |
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