| |
| |
| <!DOCTYPE html> |
| <html class="writer-html5" lang="en" > |
| <head> |
| <meta charset="utf-8"> |
| |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> |
| |
| <title>SystemDS — SystemDS 2.0.0 documentation</title> |
| |
| |
| |
| <link rel="stylesheet" href="static/css/theme.css" type="text/css" /> |
| <link rel="stylesheet" href="static/pygments.css" type="text/css" /> |
| |
| |
| |
| |
| |
| |
| |
| <!--[if lt IE 9]> |
| <script src="static/js/html5shiv.min.js"></script> |
| <![endif]--> |
| |
| |
| <script type="text/javascript" id="documentation_options" data-url_root="./" src="static/documentation_options.js"></script> |
| <script src="static/jquery.js"></script> |
| <script src="static/underscore.js"></script> |
| <script src="static/doctools.js"></script> |
| <script src="static/language_data.js"></script> |
| |
| <script type="text/javascript" src="static/js/theme.js"></script> |
| |
| |
| <link rel="index" title="Index" href="genindex.html" /> |
| <link rel="search" title="Search" href="search.html" /> |
| <link rel="next" title="Install SystemDS" href="getting_started/install.html" /> |
| </head> |
| |
| <body class="wy-body-for-nav"> |
| |
| |
| <div class="wy-grid-for-nav"> |
| |
| <nav data-toggle="wy-nav-shift" class="wy-nav-side"> |
| <div class="wy-side-scroll"> |
| <div class="wy-side-nav-search" > |
| |
| |
| |
| <a href="#" class="icon icon-home" alt="Documentation Home"> SystemDS |
| |
| |
| |
| </a> |
| |
| |
| |
| |
| |
| |
| |
| <div role="search"> |
| <form id="rtd-search-form" class="wy-form" action="search.html" method="get"> |
| <input type="text" name="q" placeholder="Search docs" /> |
| <input type="hidden" name="check_keywords" value="yes" /> |
| <input type="hidden" name="area" value="default" /> |
| </form> |
| </div> |
| |
| |
| </div> |
| |
| |
| <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation"> |
| |
| |
| |
| |
| |
| |
| <p class="caption"><span class="caption-text">Getting Started:</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="getting_started/install.html">Install SystemDS</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="getting_started/simple_examples.html">QuickStart</a></li> |
| </ul> |
| <p class="caption"><span class="caption-text">Guides</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="guide/federated.html">Federated Environment</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="guide/algorithms.html">Built-in Algorithms</a></li> |
| </ul> |
| <p class="caption"><span class="caption-text">Onnx SystemDS</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="onnx_systemds/onnx_systemds.html">QuickStart Onnx</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="onnx_systemds/onnx_systemds_design.html">Design</a></li> |
| </ul> |
| <p class="caption"><span class="caption-text">API</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="api/operator/algorithms.html">Algorithms</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/context/systemds_context.html">SystemDSContext</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/matrix/data_gen.html">Data Generators</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/matrix/matrix.html">Matrix</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/matrix/federated.html">Federated</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/operator/operation_node.html">Operation Node</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/onnx_systemds/convert.html">Convert</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/onnx_systemds/onnx_helper.html">Onnx Helper</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/onnx_systemds/operator_gen.html">Operator Gen</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/onnx_systemds/render.html">Render</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/onnx_systemds/util.html">Util</a></li> |
| </ul> |
| <p class="caption"><span class="caption-text">Internals API</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="api/script_building/dag.html">Dag</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/script_building/script.html">Script</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/utils/converters.html">Converters</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="api/utils/helpers.html">Helpers</a></li> |
| </ul> |
| |
| |
| |
| </div> |
| |
| </div> |
| </nav> |
| |
| <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"> |
| |
| |
| <nav class="wy-nav-top" aria-label="top navigation"> |
| |
| <i data-toggle="wy-nav-top" class="fa fa-bars"></i> |
| <a href="#">SystemDS</a> |
| |
| </nav> |
| |
| |
| <div class="wy-nav-content"> |
| |
| <div class="rst-content"> |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| <div role="navigation" aria-label="breadcrumbs navigation"> |
| |
| <ul class="wy-breadcrumbs"> |
| |
| <li><a href="#" class="icon icon-home"></a> »</li> |
| |
| <li>SystemDS</li> |
| |
| |
| <li class="wy-breadcrumbs-aside"> |
| |
| |
| <a href="sources/index.rst.txt" rel="nofollow"> View page source</a> |
| |
| |
| </li> |
| |
| </ul> |
| |
| |
| <hr/> |
| </div> |
| <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article"> |
| <div itemprop="articleBody"> |
| |
| <div class="section" id="systemds"> |
| <h1>SystemDS<a class="headerlink" href="#systemds" title="Permalink to this headline">ΒΆ</a></h1> |
| <p>This package provides a Pythonic interface for working with SystemDS.</p> |
| <p>SystemDS is a versatile system for the end-to-end data science lifecycle from data integration, |
| cleaning, and feature engineering, over efficient, local and distributed ML model training, |
| to deployment and serving. |
| To facilitate this, bindings from different languages and different system abstractions provide help for:</p> |
| <ol class="arabic simple"> |
| <li><p>The different tasks of the data-science lifecycle, and</p></li> |
| <li><p>users with different expertise.</p></li> |
| </ol> |
| <p>These high-level scripts are compiled into hybrid execution plans of local, in-memory CPU and GPU operations, |
| as well as distributed operations on Apache Spark. In contrast to existing systems - that either |
| provide homogeneous tensors or 2D Datasets - and in order to serve the entire |
| data science lifecycle, the underlying data model are DataTensors, i.e., |
| tensors (multi-dimensional arrays) whose first dimension may have a heterogeneous and nested schema.</p> |
| <div class="toctree-wrapper compound"> |
| </div> |
| <div class="toctree-wrapper compound"> |
| </div> |
| <div class="toctree-wrapper compound"> |
| </div> |
| <div class="toctree-wrapper compound"> |
| </div> |
| <div class="toctree-wrapper compound"> |
| </div> |
| </div> |
| |
| |
| </div> |
| |
| </div> |
| <footer> |
| |
| <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation"> |
| |
| <a href="getting_started/install.html" class="btn btn-neutral float-right" title="Install SystemDS" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a> |
| |
| |
| </div> |
| |
| |
| <hr/> |
| |
| <div role="contentinfo"> |
| <p> |
| |
| © Copyright 2020, Apache SystemDS |
| |
| </p> |
| </div> |
| |
| |
| |
| Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a |
| |
| <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> |
| |
| provided by <a href="https://readthedocs.org">Read the Docs</a>. |
| |
| </footer> |
| |
| </div> |
| </div> |
| |
| </section> |
| |
| </div> |
| |
| |
| <script type="text/javascript"> |
| jQuery(function () { |
| SphinxRtdTheme.Navigation.enable(true); |
| }); |
| </script> |
| |
| |
| |
| |
| |
| |
| </body> |
| </html> |