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<p><em>lincs</em> (Learn and Infer Non Compensatory Sortings) is a collection of <a class="reference external" href="https://en.wikipedia.org/wiki/Multiple-criteria_decision_analysis">MCDA</a> algorithms, usable as a command-line utility and through a Python (3.8+) API.</p> | ||
<p><em>lincs</em> supports Linux, macOS and Windows, with the exception that GPU-based algorithms are not available on macOS, because CUDA itself is not available there. | ||
On these 3 OSes, <em>lincs</em> only support x86_64 CPUs.</p> | ||
<p><em>lincs</em> is licensed under the GNU Lesser General Public License v3.0 as indicated by the two files <a class="reference external" href="COPYING">COPYING</a> and <a class="reference external" href="COPYING.LESSER">COPYING.LESSER</a>.</p> | ||
<p>We kindly ask that scientific publications using <em>lincs</em> cite it <a class="reference external" href="https://centralesupelec.hal.science/hal-04591129">as indicated here</a>.</p> | ||
<p><em>lincs</em> is available for install from the <a class="reference external" href="https://pypi.org/project/lincs/">Python package index</a>. | ||
Its <a class="reference external" href="http://mics-lab.github.io/lincs/">documentation</a> | ||
and its <a class="reference external" href="https://github.com/mics-lab/lincs/">source code</a> are on GitHub.</p> | ||
<p>Questions? Remarks? Bugs? Want to contribute? Open <a class="reference external" href="https://github.com/MICS-Lab/lincs/issues">an issue</a> or <a class="reference external" href="https://github.com/MICS-Lab/lincs/discussions">a discussion</a>! | ||
You should probably take a look at <a class="reference internal" href="roadmap.html"><span class="doc">our roadmap</span></a> first.</p> | ||
<section id="contributors"> | ||
<h1>Contributors<a class="headerlink" href="#contributors" title="Permalink to this heading">¶</a></h1> | ||
<p><em>lincs</em> is developed by the <a class="reference external" href="https://mics.centralesupelec.fr/">MICS</a> research team at <a class="reference external" href="https://www.centralesupelec.fr/">CentraleSupélec</a>.</p> | ||
<p>Its main authors are (alphabetical order):</p> | ||
<ul class="simple"> | ||
<li><p>Khaled Belahcène (domain expertise)</p></li> | ||
<li><p><a class="reference external" href="https://cabaretl.pages.centralesupelec.fr/">Laurent Cabaret</a> (performance optimization)</p></li> | ||
<li><p><a class="reference external" href="https://vincent-jacques.net">Vincent Jacques</a> (engineering)</p></li> | ||
<li><p><a class="reference external" href="https://www.centralesupelec.fr/fr/2EBDCB86-64A4-4747-96E8-C3066CB61F3D">Vincent Mousseau</a> (domain expertise)</p></li> | ||
<li><p><a class="reference external" href="https://wassilaouerdane.github.io/">Wassila Ouerdane</a> (domain expertise)</p></li> | ||
</ul> | ||
</section> | ||
<section id="project-goals"> | ||
<h1>Project goals<a class="headerlink" href="#project-goals" title="Permalink to this heading">¶</a></h1> | ||
<section id="provide-mcda-tools-usable-out-of-the-box"> | ||
<h2>Provide MCDA tools usable out of the box<a class="headerlink" href="#provide-mcda-tools-usable-out-of-the-box" title="Permalink to this heading">¶</a></h2> | ||
<p>You should be able to use <em>lincs</em> without being a specialist of MCDA and/or NCS models. | ||
Just follow the “Get started” section below.</p> | ||
</section> | ||
<section id="provide-a-base-for-developing-new-mcda-algorithms"> | ||
<h2>Provide a base for developing new MCDA algorithms<a class="headerlink" href="#provide-a-base-for-developing-new-mcda-algorithms" title="Permalink to this heading">¶</a></h2> | ||
<p><em>lincs</em> is designed to be easy to extend with new algorithms or even replace parts of existing algorithms. | ||
See our <a class="reference internal" href="contributor-guide.html"><span class="doc">contributor guide</span></a> for more details.</p> | ||
</section> | ||
</section> | ||
<section id="get-started"> | ||
<h1>Get started<a class="headerlink" href="#get-started" title="Permalink to this heading">¶</a></h1> | ||
<p>Depending on your favorite approach, you can either start with our <a class="reference internal" href="get-started.html"><span class="doc">hands-on “Get started” guide</span></a> | ||
or with our <a class="reference internal" href="conceptual-overview.html"><span class="doc">conceptual overview documentation</span></a>. | ||
The former will show you how to use our tools, the latter will explain the concepts behind them: what’s MCDA, what are NCS models, <em>etc.</em> | ||
If in doubt, start with the conceptual overview. | ||
We highly recommend you read the other one just after.</p> | ||
<p>Once you’ve used <em>lincs</em> a bit, you can follow up with our <a class="reference internal" href="user-guide.html"><span class="doc">user guide</span></a> | ||
and <a class="reference internal" href="reference.html"><span class="doc">reference documentation</span></a>.</p> | ||
</section> | ||
<section id="versioning"> | ||
<h1>Versioning<a class="headerlink" href="#versioning" title="Permalink to this heading">¶</a></h1> | ||
<p><em>lincs</em> uses <a class="reference external" href="https://semver.org/">semantic versioning</a>.</p> | ||
<p><em>lincs</em>’ public API (that “must be declared” according to SemVer) is constituted exclusively by its <a class="reference internal" href="reference.html"><span class="doc">reference documentation</span></a>, | ||
<strong>at a code level</strong>: we consider a change as backward compatible if the client code doesn’t need to be modified to keep working, | ||
even if that change requires recompiling the client code in some cases.</p> | ||
<p>Future backward compatible changes might change <em>lincs</em>’ behavior, especially with regards to pseudo-random behavior.</p> | ||
<p>Note that we plan to make <em>lincs</em> usable as a C++ library. | ||
When we do that, we’ll add this interface to the public API. | ||
In the mean time, if you chose to use <em>lincs</em> that way, you must expect unanticipated changes to this interface.</p> | ||
<section id="exceptions"> | ||
<h2>Exceptions<a class="headerlink" href="#exceptions" title="Permalink to this heading">¶</a></h2> | ||
<section id="default-values"> | ||
<h3>Default values<a class="headerlink" href="#default-values" title="Permalink to this heading">¶</a></h3> | ||
<p>Default values of optional arguments are not considered part of the public API. | ||
They might change in future releases if we find values that perform better for most use-cases.</p> | ||
<p>We advice you write your code in an explicit way where it matters to you, | ||
and rely on implicit default values only where you want the potential future improvements.</p> | ||
</section> | ||
<section id="file-formats"> | ||
<h3>File formats<a class="headerlink" href="#file-formats" title="Permalink to this heading">¶</a></h3> | ||
<p>The same specification applies to files read and produced by <em>lincs</em>. | ||
This leads to an issue with regard to backward compatibility: | ||
if we allow more flexibility in input files, new versions of <em>lincs</em> will be able to read both the old and the new format, in a backward-compatible way. | ||
But if <em>lincs</em> produces a file in the new format, existing client scripts might not be able to read it, making this change backward-incompatible.</p> | ||
<p>To solve this issue, we impose an additional constraint to <em>lincs</em>’ public API: | ||
<em>lincs</em> will produce files in a new format only when the client uses the new feature that motivated the new format.</p> | ||
<p>That way, we know that the client already needs to modify their scripts, so they can adapt to the new format.</p> | ||
</section> | ||
</section> | ||
</section> | ||
<section id="develop-lincs-itself"> | ||
<h1>Develop <em>lincs</em> itself<a class="headerlink" href="#develop-lincs-itself" title="Permalink to this heading">¶</a></h1> | ||
<p>See our <a class="reference internal" href="contributor-guide.html"><span class="doc">contributor guide</span></a>.</p> | ||
</section> | ||
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