content/docs/next/releases/RELEASE_NOTES_1.2.0/index.html - singa-site - Git at Google

 <!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="&lt;!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements.  See the NOTICE file distributed with this work for additional information regarding copyright ownership.  The ASF licenses this file to you under the Apache License, Version 2.0 (the &quot;License&quot;); you may not use this file except in compliance with the License.  You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  See the License for the specific language governing permissions and limitations under the License.  --&gt;"/><meta name="docsearch:version" content="next"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="singa-incubating-1.2.0 Release Notes · Apache SINGA"/><meta property="og:type" content="website"/><meta property="og:url" content="https://feynmandna.github.io/"/><meta property="og:description" content="&lt;!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements.  See the NOTICE file distributed with this work for additional information regarding copyright ownership.  The ASF licenses this file to you under the Apache License, Version 2.0 (the &quot;License&quot;); you may not use this file except in compliance with the License.  You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  See the License for the specific language governing permissions and limitations under the License.  --&gt;"/><meta property="og:image" content="https://feynmandna.github.io/img/singa_twitter_banner.jpeg"/><meta name="twitter:card" content="summary"/><meta name="twitter:image" content="https://feynmandna.github.io/img/singa_twitter_banner.jpeg"/><link rel="shortcut icon" href="/img/favicon.ico"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/atom-one-dark.min.css"/><link rel="alternate" type="application/atom+xml" href="https://feynmandna.github.io/blog/atom.xml" title="Apache SINGA Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://feynmandna.github.io/blog/feed.xml" title="Apache SINGA Blog RSS Feed"/><script type="text/javascript" src="https://buttons.github.io/buttons.js"></script><script src="https://unpkg.com/vanilla-back-to-top@7.1.14/dist/vanilla-back-to-top.min.js"></script><script>
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 <p>SINGA is a general distributed deep learning platform for training big deep
 learning models over large datasets.</p>
 <p>This release includes following features:</p>
 <ul>
 <li><p>Core components</p>
 <ul>
 <li>[SINGA-290] Upgrade to Python 3</li>
 <li>[SINGA-341] Added stride functionality to tensors for CPP</li>
 <li>[SINGA-347] Create a function that supports einsum</li>
 <li>[SINGA-351] Added stride support and cudnn codes to cuda</li>
 </ul></li>
 <li><p>Model components</p>
 <ul>
 <li>[SINGA-300] Add residual networks for imagenet classification</li>
 <li>[SINGA-312] Rename layer parameters</li>
 <li>[SINGA-313] Add L2 norm layer</li>
 <li>[SINGA-315] Reduce memory footprint by Python generator for parameter</li>
 <li>[SINGA-316] Add SigmoidCrossEntropy</li>
 <li>[SINGA-324] Extend RNN layer to accept variant seq length across batches</li>
 <li>[SINGA-326] Add Inception V4 for ImageNet classification</li>
 <li>[SINGA-328] Add VGG models for ImageNet classification</li>
 <li>[SINGA-329] Support layer freezing during training (fine-tuning)</li>
 <li>[SINGA-346] Update cudnn from V5 to V7</li>
 <li>[SINGA-349] Create layer operations for autograd</li>
 <li>[SINGA-363] Add DenseNet for Imagenet classification</li>
 </ul></li>
 <li><p>Utility functions and CI</p>
 <ul>
 <li>[SINGA-274] Improve Debian packaging with CPack</li>
 <li>[SINGA-303] Create conda packages</li>
 <li>[SINGA-337] Add test cases for code</li>
 <li>[SINGA-348] Support autograd MLP Example</li>
 <li>[SINGA-345] Update Jenkins and fix bugs in compliation</li>
 <li>[SINGA-354] Update travis scripts to use conda-build for all platforms</li>
 <li>[SINGA-358] Consolidated RUN steps and cleaned caches in Docker containers</li>
 <li>[SINGA-359] Create alias for conda packages</li>
 </ul></li>
 <li><p>Documentation and usability</p>
 <ul>
 <li>[SINGA-223] Fix side navigation menu in the website</li>
 <li>[SINGA-294] Add instructions to run CUDA unit tests on Windows</li>
 <li>[SINGA-305] Add jupyter notebooks for SINGA V1 tutorial</li>
 <li>[SINGA-319] Fix link errors on the index page</li>
 <li>[SINGA-352] Complete SINGA documentation in Chinese version</li>
 <li>[SINGA-361] Add git instructions for contributors and committers</li>
 </ul></li>
 <li><p>Bugs fixed</p>
 <ul>
 <li>[SINGA-330] fix openblas building on i7 7700k</li>
 <li>[SINGA-331] Fix the bug of tensor division operation</li>
 <li>[SINGA-350] Error from python3 test</li>
 <li>[SINGA-356] Error using travis tool to build SINGA on mac os</li>
 <li>[SINGA-363] Fix some bugs in imagenet examples</li>
 <li>[SINGA-368] Fix the bug in Cifar10 examples</li>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></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
    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
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	<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.2.0 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. -->"/><meta name="docsearch:version" content="next"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="singa-incubating-1.2.0 Release Notes · Apache SINGA"/><meta property="og:type" content="website"/><meta property="og:url" content="https://feynmandna.github.io/"/><meta property="og:description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. -->"/><meta property="og:image" content="https://feynmandna.github.io/img/singa_twitter_banner.jpeg"/><meta name="twitter:card" content="summary"/><meta name="twitter:image" content="https://feynmandna.github.io/img/singa_twitter_banner.jpeg"/><link rel="shortcut icon" href="/img/favicon.ico"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/atom-one-dark.min.css"/><link rel="alternate" type="application/atom+xml" href="https://feynmandna.github.io/blog/atom.xml" title="Apache SINGA Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://feynmandna.github.io/blog/feed.xml" title="Apache SINGA Blog RSS Feed"/><script type="text/javascript" src="https://buttons.github.io/buttons.js"></script><script src="https://unpkg.com/vanilla-back-to-top@7.1.14/dist/vanilla-back-to-top.min.js"></script><script>
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	</script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/next/installation" target="_self">Docs</a></li><li class=""><a href="/docs/next/source-repository" target="_self">Community</a></li><li class=""><a href="/blog/" target="_self">News</a></li><li class=""><a href="https://apache-singa.readthedocs.io/en/latest/" target="_self">API</a></li><li class=""><a target="_self"></a></li><li class=""><a href="https://github.com/apache/singa-doc" target="_self">GitHub</a></li></ul></nav></div></header></div></div><div class="navPusher"><div class="docMainWrapper wrapper"><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs/releases/RELEASE_NOTES_1.2.0.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">singa-incubating-1.2.0 Release Notes</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. -->
	<p>SINGA is a general distributed deep learning platform for training big deep
	learning models over large datasets.</p>
	<p>This release includes following features:</p>
	<ul>
	<li><p>Core components</p>
	<ul>
	<li>[SINGA-290] Upgrade to Python 3</li>
	<li>[SINGA-341] Added stride functionality to tensors for CPP</li>
	<li>[SINGA-347] Create a function that supports einsum</li>
	<li>[SINGA-351] Added stride support and cudnn codes to cuda</li>
	</ul></li>
	<li><p>Model components</p>
	<ul>
	<li>[SINGA-300] Add residual networks for imagenet classification</li>
	<li>[SINGA-312] Rename layer parameters</li>
	<li>[SINGA-313] Add L2 norm layer</li>
	<li>[SINGA-315] Reduce memory footprint by Python generator for parameter</li>
	<li>[SINGA-316] Add SigmoidCrossEntropy</li>
	<li>[SINGA-324] Extend RNN layer to accept variant seq length across batches</li>
	<li>[SINGA-326] Add Inception V4 for ImageNet classification</li>
	<li>[SINGA-328] Add VGG models for ImageNet classification</li>
	<li>[SINGA-329] Support layer freezing during training (fine-tuning)</li>
	<li>[SINGA-346] Update cudnn from V5 to V7</li>
	<li>[SINGA-349] Create layer operations for autograd</li>
	<li>[SINGA-363] Add DenseNet for Imagenet classification</li>
	</ul></li>
	<li><p>Utility functions and CI</p>
	<ul>
	<li>[SINGA-274] Improve Debian packaging with CPack</li>
	<li>[SINGA-303] Create conda packages</li>
	<li>[SINGA-337] Add test cases for code</li>
	<li>[SINGA-348] Support autograd MLP Example</li>
	<li>[SINGA-345] Update Jenkins and fix bugs in compliation</li>
	<li>[SINGA-354] Update travis scripts to use conda-build for all platforms</li>
	<li>[SINGA-358] Consolidated RUN steps and cleaned caches in Docker containers</li>
	<li>[SINGA-359] Create alias for conda packages</li>
	</ul></li>
	<li><p>Documentation and usability</p>
	<ul>
	<li>[SINGA-223] Fix side navigation menu in the website</li>
	<li>[SINGA-294] Add instructions to run CUDA unit tests on Windows</li>
	<li>[SINGA-305] Add jupyter notebooks for SINGA V1 tutorial</li>
	<li>[SINGA-319] Fix link errors on the index page</li>
	<li>[SINGA-352] Complete SINGA documentation in Chinese version</li>
	<li>[SINGA-361] Add git instructions for contributors and committers</li>
	</ul></li>
	<li><p>Bugs fixed</p>
	<ul>
	<li>[SINGA-330] fix openblas building on i7 7700k</li>
	<li>[SINGA-331] Fix the bug of tensor division operation</li>
	<li>[SINGA-350] Error from python3 test</li>
	<li>[SINGA-356] Error using travis tool to build SINGA on mac os</li>
	<li>[SINGA-363] Fix some bugs in imagenet examples</li>
	<li>[SINGA-368] Fix the bug in Cifar10 examples</li>
	<li>[SINGA-369] the errors of examples in testing</li>
	</ul></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
	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.</section></div></footer></div><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr\|\|{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter-wjs'));</script></body></html>