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| <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> |
| <li>Job management |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-3">SINGA-3</a> Use Zookeeper to |
| check stopping (finish) time of the system</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-16">SINGA-16</a> Runtime Process |
| id Management</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-25">SINGA-25</a> Setup glog output |
| path</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-26">SINGA-26</a> Run distributed |
| training in a single command</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-30">SINGA-30</a> Enhance |
| easy-to-use feature and support concurrent jobs</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-33">SINGA-33</a> Automatically |
| launch a number of processes in the cluster</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-34">SINGA-34</a> Support external |
| zookeeper service</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-38">SINGA-38</a> Support |
| concurrent jobs</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-39">SINGA-39</a> Avoid ssh in |
| scripts for single node environment</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-43">SINGA-43</a> Remove |
| Job-related output from workspace</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-56">SINGA-56</a> No automatic |
| launching of zookeeper service</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-73">SINGA-73</a> Refine the |
| selection of available hosts from host list</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Installation with GNU Auto tool |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-4">SINGA-4</a> Refine |
| thirdparty-dependency installation</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-13">SINGA-13</a> Separate |
| intermediate files of compilation from source files</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-17">SINGA-17</a> Add root |
| permission within thirdparty/install.</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-27">SINGA-27</a> Generate python |
| modules for proto objects</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-53">SINGA-53</a> Add lmdb |
| compiling options</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-62">SINGA-62</a> Remove building |
| scrips and auxiliary files</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-67">SINGA-67</a> Add singatest |
| into build targets</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Distributed training |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-7">SINGA-7</a> Implement shared |
| memory Hogwild algorithm</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-8">SINGA-8</a> Implement |
| distributed Hogwild</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-19">SINGA-19</a> Slice large Param |
| objects for load-balance</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-29">SINGA-29</a> Update NeuralNet |
| class to enable layer partition type customization</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-24">SINGA-24</a> Implement |
| Downpour training framework</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-32">SINGA-32</a> Implement |
| AllReduce training framework</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-57">SINGA-57</a> Improve |
| Distributed Hogwild</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Training algorithms for different model categories |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-9">SINGA-9</a> Add Support for |
| Restricted Boltzman Machine (RBM) model</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-10">SINGA-10</a> Add Support for |
| Recurrent Neural Networks (RNN)</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Checkpoint and restore |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-12">SINGA-12</a> Support |
| Checkpoint and Restore</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Unit test |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-64">SINGA-64</a> Add the test |
| module for utils/common</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Programming model |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-36">SINGA-36</a> Refactor job |
| configuration, driver program and scripts</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-37">SINGA-37</a> Enable users to |
| set parameter sharing in model configuration</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-54">SINGA-54</a> Refactor job |
| configuration to move fields in ModelProto out</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-55">SINGA-55</a> Refactor main.cc |
| and singa.h</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-61">SINGA-61</a> Support user |
| defined classes</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-65">SINGA-65</a> Add an example of |
| writing user-defined layers</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Other features |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-6">SINGA-6</a> Implement |
| thread-safe singleton</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-18">SINGA-18</a> Update API for |
| displaying performance metric</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-77">SINGA-77</a> Integrate with |
| Apache RAT</li> |
| </ul></li> |
| </ul> |
| <p>Some bugs are fixed during the development of this release</p> |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-2">SINGA-2</a> Check failed: |
| zsock_connect</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-5">SINGA-5</a> Server early |
| terminate when zookeeper singa folder is not initially empty</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-15">SINGA-15</a> Fixg a bug from |
| ConnectStub function which gets stuck for connecting layer<em>dealer</em></li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-22">SINGA-22</a> Cannot find |
| openblas library when it is installed in default path</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-23">SINGA-23</a> Libtool version |
| mismatch error.</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-28">SINGA-28</a> Fix a bug from |
| topology sort of Graph</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-42">SINGA-42</a> Issue when loading |
| checkpoints</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-44">SINGA-44</a> A bug when reseting |
| metric values</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-46">SINGA-46</a> Fix a bug in |
| updater.cc to scale the gradients</li> |
| <li><a 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</li> |
| <li><a 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</li> |
| <li><a 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</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-66">SINGA-66</a> Fix bugs in |
| Worker::RunOneBatch function and ClusterProto</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-79">SINGA-79</a> Fix bug in |
| singatool that can not parse -conf flag</li> |
| </ul> |
| <p>Features planned for the next release</p> |
| <ul> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-11">SINGA-11</a> Start SINGA using |
| Mesos</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-31">SINGA-31</a> Extend Blob to |
| support xpu (cpu or gpu)</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-35">SINGA-35</a> Add random number |
| generators</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-40">SINGA-40</a> Support sparse |
| Param update</li> |
| <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node |
| single GPU training</li> |
| </ul> |
| </span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/news">SINGA News</a><a href="https://github.com/apache/singa-doc">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa-doc" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020 |
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