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href="docs/index.html">Documentation</a></li> +<li class="toctree-l1"><a class="reference internal" href="downloads.html">Download SINGA</a></li> +</ul> +<p class="caption"><span class="caption-text">Development</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="develop/schedule.html">Development Schedule</a></li> +<li class="toctree-l1"><a class="reference internal" href="develop/how-contribute.html">How to Contribute to SINGA</a></li> +<li class="toctree-l1"><a class="reference internal" href="develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li> +<li class="toctree-l1"><a class="reference internal" href="develop/contribute-code.html">How to Contribute Code</a></li> +<li class="toctree-l1"><a class="reference internal" href="develop/contribute-docs.html">How to Contribute to Documentation</a></li> +<li class="toctree-l1"><a class="reference internal" href="develop/how-to-release.html">How to prepare a release</a></li> +</ul> +<p class="caption"><span class="caption-text">Community</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="community/source-repository.html">Source Repository</a></li> +<li class="toctree-l1"><a class="reference internal" href="community/mail-lists.html">Project Mailing Lists</a></li> +<li class="toctree-l1"><a class="reference internal" href="community/issue-tracking.html">Issue Tracking</a></li> +<li class="toctree-l1"><a class="reference internal" href="community/team-list.html">The SINGA Team</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="#">incubator-singa</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="#">Docs</a> »</li> + + <li>Welcome to Apache SINGA</li> + + + <li class="wy-breadcrumbs-aside"> + + + + </li> + + </ul> + + + <hr/> +</div> + <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article";> + <div itemprop="articleBody"> + + <div class="section" id="welcome-to-apache-singa"> +<h1>Welcome to Apache SINGA<a class="headerlink" href="#welcome-to-apache-singa" title="Permalink to this headline">¶</a></h1> +<div class="section" id="recent-news"> +<h2>Recent News<a class="headerlink" href="#recent-news" title="Permalink to this headline">¶</a></h2> +<ul class="simple"> +<li><p><strong>Version 2.0.0</strong> is now available, 20 April, 2019. <a class="reference external" href="downloads.html">Download SINGA v2.0.0</a></p></li> +<li><p>SINGA was presented at <a class="reference external" href="https://www.disi.unitn.it/";>DISI, University of Trento, Italy</a> on 14 December 2018.</p></li> +<li><p>SINGA was presented at <a class="reference external" href="https://www.dibris.unige.it/";>DIBRIS, University of Genoa, Italy</a> on 16 July 2018.</p></li> +<li><p><strong>Version 1.2.0</strong> is now available, 6 June, 2018. <a class="reference external" href="downloads.html">Download SINGA v1.2.0</a></p></li> +<li><p><strong>Version 1.1.0</strong> is now available, 12 Feb, 2017. <a class="reference external" href="downloads.html">Download SINGA v1.1.0</a></p></li> +<li><p>A tutorial on SINGA V1 will be given at <a class="reference external" href="https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487";>SGInnovate</a>, on 23 March, 2017</p></li> +<li><p><strong>Version 1.0.0</strong> is now available, 9 Sep, 2016. <a class="reference external" href="downloads.html">Download SINGA v1.0.0</a></p></li> +<li><p>SINGA will be presented at <a class="reference external" href="https://www.re-work.co/events/deep-learning-singapore/schedule";>REWORK</a>, 21 Oct, 2016.</p></li> +<li><p>SINGA was presented at <a class="reference external" href="http://www.meetup.com/PyData-SG/events/229691286/";>PyDataSG</a>, 16 Aug, 2016.</p></li> +<li><p><strong>Version 0.3.0</strong> is now available, 20 April, 2016. <a class="reference external" href="downloads.html">Download SINGA v0.3.0</a></p></li> +<li><p><strong>Version 0.2.0</strong> is now available, 14 Jan, 2016. <a class="reference external" href="downloads.html">Download SINGA v0.2.0</a>.</p></li> +<li><p>SINGA will be presented at <a class="reference external" href="http://strataconf.com/big-data-conference-sg-2015/public/schedule/detail/45123";>Strata+Hadoop</a> on 2 Dec, 2015</p></li> +<li><p>SINGA was presented at <a class="reference external" href="http://www.acmmm.org/2015/at-a-glance/";>ACM Multimedia</a> Best Paper session and Open Source Software Competition session, 26-30 Oct, 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/mm2015.ppt";>Slides</a>)</p></li> +<li><p><strong>Version 0.1.0</strong> is now available, 8 Oct, 2015. <a class="reference external" href="downloads.html">Download SINGA v0.1.0</a>.</p></li> +<li><p>SINGA was presented at <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/workshop";>workshop on deep learning</a> held on 16 Sep, 2015</p></li> +<li><p>SINGA was presented at <a class="reference external" href="http://boss.dima.tu-berlin.de/";>BOSS</a> of <a class="reference external" href="http://www.vldb.org/2015/";>VLDB 2015</a> at Hawaii, 4 Sep, 2015. (slides: <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/singa-vldb-boss.pptx";>overview</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/basic-user-guide.pptx";>basic</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/advanced-user-guide.pptx";>advanced</a>)</p></li> +<li><p>SINGA was presented at <a class="reference external" href="http://adsc.illinois.edu/contact-us";>ADSC/I2R Deep Learning Workshop</a>, 25 Aug, 2015.</p></li> +<li><p>A tutorial on SINGA was given at VLDB summer school at Tsinghua University, 25-31 July, 2015.</p></li> +<li><p>A half day tutorial on SINGA was given at I2R, 29 June, 2015.</p></li> +<li><p>SINGA was presented at <a class="reference external" href="http://danac.org/";>DanaC</a> of <a class="reference external" href="http://www.sigmod2015.org/index.shtml";>SIGMOD 2015</a> at Melbourne, 31 May - 4 June, 2015.</p></li> +<li><p>SINGA has been accepted by <a class="reference external" href="http://incubator.apache.org/";>Apache Incubator</a>, 17 March, 2015.</p></li> +</ul> +</div> +<div class="section" id="getting-started"> +<h2>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this headline">¶</a></h2> +<ul class="simple"> +<li><p><a class="reference external" href="docs/installation.html">Install SINGA</a> via conda, apt-get, or from source.</p></li> +<li><p>Try SINGA on <a class="reference external" href="https://aws.amazon.com/marketplace/pp/B01NAUAWZW";>AWS</a> or via <a class="reference external" href="https://hub.docker.com/r/apache/singa/";>Docker</a>.</p></li> +<li><p>Refer to the <a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb";>Jupyter notebooks</a> for some basic examples and the <a class="reference external" href="./docs/model_zoo/index.html">model zoo page</a> for more examples.</p></li> +</ul> +<table class="docutils align-center"> +<colgroup> +<col style="width: 100%" /> +</colgroup> +<tbody> +<tr class="row-odd"><td><p><a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb";><img alt="logo" class="align-middle" src="_static/jupyter.png" style="width: 100.0px; height: 100.0px;" /></a></p></td> +</tr> +</tbody> +</table> +</div> +<div class="section" id="documentation"> +<h2>Documentation<a class="headerlink" href="#documentation" title="Permalink to this headline">¶</a></h2> +<ul class="simple"> +<li><p>Documentation and Python APIs are listed <a class="reference external" href="docs.html">here</a>.</p></li> +<li><p><a class="reference external" href="../doxygen/html/index.html">C++ APIs</a> are generated by Doxygen.</p></li> +<li><p>Research publication list is available <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/research/publication/";>here</a>.</p></li> +</ul> +</div> +<div class="section" id="how-to-contribute"> +<h2>How to contribute<a class="headerlink" href="#how-to-contribute" title="Permalink to this headline">¶</a></h2> +<ul class="simple"> +<li><p>Please subscribe to our development mailing list <a class="reference external" href="mailto:dev-subscribe%40singa.incubator.apache.org";>dev-subscribe<span>@</span>singa<span>.</span>incubator<span>.</span>apache<span>.</span>org</a>.</p></li> +<li><p>If you find any issues using SINGA, please report it to the <a class="reference external" href="https://issues.apache.org/jira/browse/singa";>Issue Tracker</a>.</p></li> +<li><p>You can also contact with <a class="reference external" href="community/team-list.html">SINGA committers</a> directly.</p></li> +</ul> +<p>More details on contributing to SINGA is described <a class="reference external" href="develop/how-contribute.html">here</a> .</p> +</div> +<div class="section" id="history"> +<h2>History<a class="headerlink" href="#history" title="Permalink to this headline">¶</a></h2> +<p>SINGA was initiated by the DB System Group at National University of Singapore in 2014, in collaboration with the database group of Zhejiang University. +Please cite the following two papers if you use SINGA in your research:</p> +<ul class="simple"> +<li><ol class="upperalpha simple" start="2"> +<li><ol class="upperalpha simple" start="3"> +<li><p>Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K. H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng. <a class="reference external" href="http://www.comp.nus.edu.sg/~ooibc/singaopen-mm15.pdf";>SINGA: A distributed deep learning platform</a>. ACM Multimedia (Open Source Software Competition) 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-oss.txt";>BibTex</a>).</p></li> +</ol> +</li> +</ol> +</li> +<li><ol class="upperalpha simple" start="23"> +<li><p>Wang, G. Chen, T. T. A. Dinh, B. C. Ooi, K.-L.Tan, J. Gao, and S. Wang. <a class="reference external" href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf";>SINGA: putting deep learning in the hands of multimedia users</a>. ACM Multimedia 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-singa.txt";>BibTex</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/mm2015.ppt";>Slides</a>).</p></li> +</ol> +</li> +</ul> +<p>Rafiki is a sub module of SINGA. Please cite the following paper if you use Rafiki in your research:</p> +<ul class="simple"> +<li><p>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng Chin Ooi, Jie Shao, Moaz Reyad. <a class="reference external" href="http://www.vldb.org/pvldb/vol12/p128-wang.pdf";>Rafiki: Machine Learning as an Analytics Service System</a>. <a class="reference external" href="http://vldb.org/2019/";>VLDB 2019</a> (<a class="reference external" href="https://dblp.org/rec/bib2/journals/pvldb/WangWGZCNOS18.bib";>BibTex</a>).</p></li> +</ul> +<p>Companies like <a class="reference external" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html";>NetEase</a>, <a class="reference external" href="http://www.yzbigdata.com/en/index.html";>yzBigData</a> and <a class="reference external" href="https://shentilium.com/";>Shentilium</a> are using SINGA for their applications.</p> +<div class="toctree-wrapper compound"> +</div> +<div class="toctree-wrapper compound"> +</div> +<div class="toctree-wrapper compound"> +</div> +</div> +<div class="section" id="license"> +<h2>License<a class="headerlink" href="#license" title="Permalink to this headline">¶</a></h2> +<p>SINGA is released under <a class="reference external" href="http://www.apache.org/licenses/LICENSE-2.0";>Apache License Version 2.0</a>.</p> +</div> +<div class="section" id="disclaimers"> +<h2>Disclaimers<a class="headerlink" href="#disclaimers" title="Permalink to this headline">¶</a></h2> +<p>Apache SINGA is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF.</p> +</div> +</div> + + + </div> + + </div> + <footer> + + <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation"> + + <a href="docs/index.html" class="btn btn-neutral float-right" title="Documentation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a> + + + </div> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners. + + </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> + + + + + + +<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions"> + <span class="rst-current-version" data-toggle="rst-current-version"> + <span class="fa fa-book"> incubator-singa </span> + v: latest + <span class="fa fa-caret-down"></span> + </span> + <div class="rst-other-versions"> + <dl> + <dt>Languages</dt> + <dd><a href="../en/index.html">English</a></dd> + <dd><a href="../zh/index.html">ä¸æ</a></dd> + </dl> + <dl> + <dt>Versions</dt> + <dd><a href="http://singa.apache.org/v0.3.0/";>0.3</a></dd> + <dd><a href="http://singa.apache.org/v1.1.0/";>1.1</a></dd> + </dl> + + </div> + <a href="http://incubator.apache.org/";> <img src= "_static/apache.png" style="background-color:white;"> </a> + + <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"; class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.researchgate.net/project/Apache-SINGA"; class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + +</div> + + <a href="https://github.com/apache/incubator-singa";> + <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;" + src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"; + alt="Fork me on GitHub"> +</a> + + + + +</body> +</html> \ No newline at end of file
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See the License for the + specific language governing permissions and limitations + under the License. +--><div class="section" id="singa-incubating-0-1-0-release-notes"> +<h1>singa-incubating-0.1.0 Release Notes<a class="headerlink" href="#singa-incubating-0-1-0-release-notes" title="Permalink to this headline">¶</a></h1> +<hr class="docutils" /> +<p>SINGA is a general distributed deep learning platform for training big deep learning models over large datasets. It is +designed with an intuitive programming model based on the layer abstraction. SINGA supports a wide variety of popular +deep learning models.</p> +<p>This release includes following features:</p> +<ul class="simple"> +<li><p>Job management</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-3";>SINGA-3</a> Use Zookeeper to check stopping (finish) time of the system</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-16";>SINGA-16</a> Runtime Process id Management</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-25";>SINGA-25</a> Setup glog output path</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-26";>SINGA-26</a> Run distributed training in a single command</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-30";>SINGA-30</a> Enhance easy-to-use feature and support concurrent jobs</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-33";>SINGA-33</a> Automatically launch a number of processes in the cluster</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-34";>SINGA-34</a> Support external zookeeper service</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-38";>SINGA-38</a> Support concurrent jobs</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-39";>SINGA-39</a> Avoid ssh in scripts for single node environment</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-43";>SINGA-43</a> Remove Job-related output from workspace</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-56";>SINGA-56</a> No automatic launching of zookeeper service</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-73";>SINGA-73</a> Refine the selection of available hosts from host list</p></li> +</ul> +</li> +<li><p>Installation with GNU Auto tool</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-4";>SINGA-4</a> Refine thirdparty-dependency installation</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-13";>SINGA-13</a> Separate intermediate files of compilation from source files</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-17";>SINGA-17</a> Add root permission within thirdparty/install.</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-27";>SINGA-27</a> Generate python modules for proto objects</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-53";>SINGA-53</a> Add lmdb compiling options</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-62";>SINGA-62</a> Remove building scrips and auxiliary files</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-67";>SINGA-67</a> Add singatest into build targets</p></li> +</ul> +</li> +<li><p>Distributed training</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-7";>SINGA-7</a> Implement shared memory Hogwild algorithm</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-8";>SINGA-8</a> Implement distributed Hogwild</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-19";>SINGA-19</a> Slice large Param objects for load-balance</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-29";>SINGA-29</a> Update NeuralNet class to enable layer partition type customization</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-24";>SINGA-24</a> Implement Downpour training framework</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-32";>SINGA-32</a> Implement AllReduce training framework</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-57";>SINGA-57</a> Improve Distributed Hogwild</p></li> +</ul> +</li> +<li><p>Training algorithms for different model categories</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-9";>SINGA-9</a> Add Support for Restricted Boltzman Machine (RBM) model</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-10";>SINGA-10</a> Add Support for Recurrent Neural Networks (RNN)</p></li> +</ul> +</li> +<li><p>Checkpoint and restore</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-12";>SINGA-12</a> Support Checkpoint and Restore</p></li> +</ul> +</li> +<li><p>Unit test</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-64";>SINGA-64</a> Add the test module for utils/common</p></li> +</ul> +</li> +<li><p>Programming model</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-36";>SINGA-36</a> Refactor job configuration, driver program and scripts</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-37";>SINGA-37</a> Enable users to set parameter sharing in model configuration</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-54";>SINGA-54</a> Refactor job configuration to move fields in ModelProto out</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-55";>SINGA-55</a> Refactor main.cc and singa.h</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-61";>SINGA-61</a> Support user defined classes</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-65";>SINGA-65</a> Add an example of writing user-defined layers</p></li> +</ul> +</li> +<li><p>Other features</p> +<ul> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-6";>SINGA-6</a> Implement thread-safe singleton</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-18";>SINGA-18</a> Update API for displaying performance metric</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-77";>SINGA-77</a> Integrate with Apache RAT</p></li> +</ul> +</li> +</ul> +<p>Some bugs are fixed during the development of this release</p> +<ul class="simple"> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-2";>SINGA-2</a> Check failed: zsock_connect</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-5";>SINGA-5</a> Server early terminate when zookeeper singa folder is not initially empty</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-15";>SINGA-15</a> Fixg a bug from ConnectStub function which gets stuck for connecting layer_dealer_</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-22";>SINGA-22</a> Cannot find openblas library when it is installed in default path</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-23";>SINGA-23</a> Libtool version mismatch error.</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-28";>SINGA-28</a> Fix a bug from topology sort of Graph</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-42";>SINGA-42</a> Issue when loading checkpoints</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-44";>SINGA-44</a> A bug when reseting metric values</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-46";>SINGA-46</a> Fix a bug in updater.cc to scale the gradients</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-47";>SINGA-47</a> Fix a bug in data layers that leads to out-of-memory when group size is too large</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-48";>SINGA-48</a> Fix a bug in trainer.cc that assigns the same NeuralNet instance to workers from diff groups</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-49";>SINGA-49</a> Fix a bug in HandlePutMsg func that sets param fields to invalid values</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-66";>SINGA-66</a> Fix bugs in Worker::RunOneBatch function and ClusterProto</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-79";>SINGA-79</a> Fix bug in singatool that can not parse -conf flag</p></li> +</ul> +<p>Features planned for the next release</p> +<ul class="simple"> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-11";>SINGA-11</a> Start SINGA using Mesos</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-31";>SINGA-31</a> Extend Blob to support xpu (cpu or gpu)</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-35";>SINGA-35</a> Add random number generators</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-40";>SINGA-40</a> Support sparse Param update</p></li> +<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-41";>SINGA-41</a> Support single node single GPU training</p></li> +</ul> +</div> + + + </div> + + </div> + <footer> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. 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See the License for the + specific language governing permissions and limitations + under the License. +--><div class="section" id="singa-incubating-0-2-0-release-notes"> +<h1>singa-incubating-0.2.0 Release Notes<a class="headerlink" href="#singa-incubating-0-2-0-release-notes" title="Permalink to this headline">¶</a></h1> +<hr class="docutils" /> +<p>SINGA is a general distributed deep learning platform for training big deep +learning models over large datasets. It is designed with an intuitive +programming model based on the layer abstraction. SINGA supports a wide variety +of popular deep learning models.</p> +<p>This release includes the following <strong>major features</strong>:</p> +<ul class="simple"> +<li><p><a class="reference external" href="../docs/gpu.html">Training on GPU</a> enables training of complex models on a single node with multiple GPU cards.</p></li> +<li><p><a class="reference external" href="../docs/hybrid.html">Hybrid neural net partitioning</a> supports data and model parallelism at the same time.</p></li> +<li><p><a class="reference external" href="../docs/python.html">Python wrapper</a> makes it easy to configure the job, including neural net and SGD algorithm.</p></li> +<li><p><a class="reference external" href="../docs/general-rnn.html">RNN model and BPTT algorithm</a> are implemented to support applications based on RNN models, e.g., GRU.</p></li> +<li><p><a class="reference external" href="../docs/distributed-training">Cloud software integration</a> includes Mesos, Docker and HDFS.</p></li> +</ul> +<p><strong>More details</strong> are listed as follows,</p> +<ul class="simple"> +<li><p>Programming model</p> +<ul> +<li><p>[SINGA-80] New Blob Level and Address Level Math Operation Interface</p></li> +<li><p>[SINGA-82] Refactor input layers using data store abstraction</p></li> +<li><p>[SINGA-87] Replace exclude field to include field for layer configuration</p></li> +<li><p>[SINGA-110] Add Layer member datavec_ and gradvec_</p></li> +<li><p>[SINGA-120] Implemented GRU and BPTT (BPTTWorker)</p></li> +</ul> +</li> +<li><p>Neuralnet layers</p> +<ul> +<li><p>[SINGA-91] Add SoftmaxLayer and ArgSortLayer</p></li> +<li><p>[SINGA-106] Add dummy layer for test purpose</p></li> +<li><p>[SINGA-120] Implemented GRU and BPTT (GRULayer and OneHotLayer)</p></li> +</ul> +</li> +<li><p>GPU training support</p> +<ul> +<li><p>[SINGA-100] Implement layers using CUDNN for GPU training</p></li> +<li><p>[SINGA-104] Add Context Class</p></li> +<li><p>[SINGA-105] Update GUN make files for compiling cuda related code</p></li> +<li><p>[SINGA-98] Add Support for AlexNet ImageNet Classification Model</p></li> +</ul> +</li> +<li><p>Model/Hybrid partition</p> +<ul> +<li><p>[SINGA-109] Refine bridge layers</p></li> +<li><p>[SINGA-111] Add slice, concate and split layers</p></li> +<li><p>[SINGA-113] Model/Hybrid Partition Support</p></li> +</ul> +</li> +<li><p>Python binding</p> +<ul> +<li><p>[SINGA-108] Add Python wrapper to singa</p></li> +</ul> +</li> +<li><p>Predict-only mode</p> +<ul> +<li><p>[SINGA-85] Add functions for extracting features and test new data</p></li> +</ul> +</li> +<li><p>Integrate with third-party tools</p> +<ul> +<li><p>[SINGA-11] Start SINGA on Apache Mesos</p></li> +<li><p>[SINGA-78] Use Doxygen to generate documentation</p></li> +<li><p>[SINGA-89] Add Docker support</p></li> +</ul> +</li> +<li><p>Unit test</p> +<ul> +<li><p>[SINGA-95] Add make test after building</p></li> +</ul> +</li> +<li><p>Other improvment</p> +<ul> +<li><p>[SINGA-84] Header Files Rearrange</p></li> +<li><p>[SINGA-93] Remove the asterisk in the log tcp://169.254.12.152:*:49152</p></li> +<li><p>[SINGA-94] Move call to google::InitGoogleLogging() from Driver::Init() to main()</p></li> +<li><p>[SINGA-96] Add Momentum to Cifar10 Example</p></li> +<li><p>[SINGA-101] Add ll (ls -l) command in .bashrc file when using docker</p></li> +<li><p>[SINGA-114] Remove short logs in tmp directory</p></li> +<li><p>[SINGA-115] Print layer debug information in the neural net graph file</p></li> +<li><p>[SINGA-118] Make protobuf LayerType field id easy to assign</p></li> +<li><p>[SIGNA-97] Add HDFS Store</p></li> +</ul> +</li> +<li><p>Bugs fixed</p> +<ul> +<li><p>[SINGA-85] Fix compilation errors in examples</p></li> +<li><p>[SINGA-90] Miscellaneous trivial bug fixes</p></li> +<li><p>[SINGA-107] Error from loading pre-trained params for training stacked RBMs</p></li> +<li><p>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</p></li> +</ul> +</li> +</ul> +</div> + + + </div> + + </div> + <footer> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. 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See the License for the + specific language governing permissions and limitations + under the License. +--><div class="section" id="singa-incubating-0-3-0-release-notes"> +<h1>singa-incubating-0.3.0 Release Notes<a class="headerlink" href="#singa-incubating-0-3-0-release-notes" title="Permalink to this headline">¶</a></h1> +<hr class="docutils" /> +<p>SINGA is a general distributed deep learning platform for training big deep +learning models over large datasets. It is designed with an intuitive +programming model based on the layer abstraction. SINGA supports a wide variety +of popular deep learning models.</p> +<p>This release includes following features:</p> +<ul class="simple"> +<li><p>GPU Support</p> +<ul> +<li><p>[SINGA-131] Implement and optimize hybrid training using both CPU and GPU</p></li> +<li><p>[SINGA-136] Support cuDNN v4</p></li> +<li><p>[SINGA-134] Extend SINGA to run over a GPU cluster</p></li> +<li><p>[SINGA-157] Change the priority of cudnn library and install libsingagpu.so</p></li> +</ul> +</li> +<li><p>Remove Dependences</p> +<ul> +<li><p>[SINGA-156] Remove the dependency on ZMQ for single process training</p></li> +<li><p>[SINGA-155] Remove zookeeper for single-process training</p></li> +</ul> +</li> +<li><p>Python Binding</p> +<ul> +<li><p>[SINGA-126] Python Binding for Interactive Training</p></li> +</ul> +</li> +<li><p>Other Improvements</p> +<ul> +<li><p>[SINGA-80] New Blob Level and Address Level Math Operation Interface</p></li> +<li><p>[SINGA-130] Data Prefetching</p></li> +<li><p>[SINGA-145] New SGD based optimization Updaters: AdaDelta, Adam, AdamMax</p></li> +</ul> +</li> +<li><p>Bugs Fixed</p> +<ul> +<li><p>[SINGA-148] Race condition between Worker threads and Driver</p></li> +<li><p>[SINGA-150] Mesos Docker container failed</p></li> +<li><p>[SIGNA-141] Undesired Hash collision when locating process id to workerâ¦</p></li> +<li><p>[SINGA-149] Docker build fail</p></li> +<li><p>[SINGA-143] The compilation cannot detect libsingagpu.so file</p></li> +</ul> +</li> +</ul> +</div> + + + </div> + + </div> + <footer> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners. + + </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> + + + + + + +<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions"> + <span class="rst-current-version" data-toggle="rst-current-version"> + <span class="fa fa-book"> incubator-singa </span> + v: latest + <span class="fa fa-caret-down"></span> + </span> + <div class="rst-other-versions"> + <dl> + <dt>Languages</dt> + <dd><a href="../../en/index.html">English</a></dd> + <dd><a href="../../zh/index.html">ä¸æ</a></dd> + </dl> + <dl> + <dt>Versions</dt> + <dd><a href="http://singa.apache.org/v0.3.0/";>0.3</a></dd> + <dd><a href="http://singa.apache.org/v1.1.0/";>1.1</a></dd> + </dl> + + </div> + <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" style="background-color:white;"> </a> + + <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"; class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.researchgate.net/project/Apache-SINGA"; class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + +</div> + + <a href="https://github.com/apache/incubator-singa";> + <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;" + src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"; + alt="Fork me on GitHub"> +</a> + + + + +</body> +</html> \ No newline at end of file
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