content/docs/releases/RELEASE_NOTES_1.1.0.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-1.1.0 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="3.0.0.rc1"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="singa-incubating-1.1.0 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-296] Add sign and to_host function for pysinga tensor module</li>
 </ul></li>
 <li><p>Model components</p>
 <ul>
 <li>[SINGA-254] Implement Adam for V1</li>
 <li>[SINGA-264] Extend the FeedForwardNet to accept multiple inputs</li>
 <li>[SINGA-267] Add spatial mode in batch normalization layer</li>
 <li>[SINGA-271] Add Concat and Slice layers</li>
 <li>[SINGA-275] Add Cross Entropy Loss for multiple labels</li>
 <li>[SINGA-278] Convert trained caffe parameters to singa</li>
 <li>[SINGA-287] Add memory size check for cudnn convolution</li>
 </ul></li>
 <li><p>Utility functions and CI</p>
 <ul>
 <li>[SINGA-242] Compile all source files into a single library.</li>
 <li>[SINGA-244] Separating swig interface and python binding files</li>
 <li>[SINGA-246] Imgtool for image augmentation</li>
 <li>[SINGA-247] Add windows support for singa</li>
 <li>[SINGA-251] Implement image loader for pysinga</li>
 <li>[SINGA-252] Use the snapshot methods to dump and load models for pysinga</li>
 <li>[SINGA-255] Compile mandatory dependent libaries together with SINGA code</li>
 <li>[SINGA-259] Add maven pom file for building java classes</li>
 <li>[SINGA-261] Add version ID into the checkpoint files</li>
 <li>[SINGA-266] Add Rafiki python toolkits</li>
 <li>[SINGA-273] Improve license and contributions</li>
 <li>[SINGA-284] Add python unittest into Jenkins and link static libs into whl
 file</li>
 <li>[SINGA-280] Jenkins CI support</li>
 <li>[SINGA-288] Publish wheel of PySINGA generated by Jenkins to public servers</li>
 </ul></li>
 <li><p>Documentation and usability</p>
 <ul>
 <li>[SINGA-263] Create Amazon Machine Image</li>
 <li>[SINGA-268] Add IPython notebooks to the documentation</li>
 <li>[SINGA-276] Create docker images</li>
 <li>[SINGA-289] Update SINGA website automatically using Jenkins</li>
 <li>[SINGA-295] Add an example of image classification using GoogleNet</li>
 </ul></li>
 <li><p>Bugs fixed</p>
 <ul>
 <li>[SINGA-245] float as the first operand can not multiply with a tensor object</li>
 <li>[SINGA-293] Bug from compiling PySINGA on Mac OS X with multiple version of
 Python</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>
	<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-incubating-1.1.0 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="3.0.0.rc1"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="singa-incubating-1.1.0 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>
	document.addEventListener('DOMContentLoaded', function() {
	addBackToTop(
	{"zIndex":100}
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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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installation" target="_self">Docs</a></li><li class=""><a href="/docs/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_1.1.0.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">singa-incubating-1.1.0 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-296] Add sign and to_host function for pysinga tensor module</li>
	</ul></li>
	<li><p>Model components</p>
	<ul>
	<li>[SINGA-254] Implement Adam for V1</li>
	<li>[SINGA-264] Extend the FeedForwardNet to accept multiple inputs</li>
	<li>[SINGA-267] Add spatial mode in batch normalization layer</li>
	<li>[SINGA-271] Add Concat and Slice layers</li>
	<li>[SINGA-275] Add Cross Entropy Loss for multiple labels</li>
	<li>[SINGA-278] Convert trained caffe parameters to singa</li>
	<li>[SINGA-287] Add memory size check for cudnn convolution</li>
	</ul></li>
	<li><p>Utility functions and CI</p>
	<ul>
	<li>[SINGA-242] Compile all source files into a single library.</li>
	<li>[SINGA-244] Separating swig interface and python binding files</li>
	<li>[SINGA-246] Imgtool for image augmentation</li>
	<li>[SINGA-247] Add windows support for singa</li>
	<li>[SINGA-251] Implement image loader for pysinga</li>
	<li>[SINGA-252] Use the snapshot methods to dump and load models for pysinga</li>
	<li>[SINGA-255] Compile mandatory dependent libaries together with SINGA code</li>
	<li>[SINGA-259] Add maven pom file for building java classes</li>
	<li>[SINGA-261] Add version ID into the checkpoint files</li>
	<li>[SINGA-266] Add Rafiki python toolkits</li>
	<li>[SINGA-273] Improve license and contributions</li>
	<li>[SINGA-284] Add python unittest into Jenkins and link static libs into whl
	file</li>
	<li>[SINGA-280] Jenkins CI support</li>
	<li>[SINGA-288] Publish wheel of PySINGA generated by Jenkins to public servers</li>
	</ul></li>
	<li><p>Documentation and usability</p>
	<ul>
	<li>[SINGA-263] Create Amazon Machine Image</li>
	<li>[SINGA-268] Add IPython notebooks to the documentation</li>
	<li>[SINGA-276] Create docker images</li>
	<li>[SINGA-289] Update SINGA website automatically using Jenkins</li>
	<li>[SINGA-295] Add an example of image classification using GoogleNet</li>
	</ul></li>
	<li><p>Bugs fixed</p>
	<ul>
	<li>[SINGA-245] float as the first operand can not multiply with a tensor object</li>
	<li>[SINGA-293] Bug from compiling PySINGA on Mac OS X with multiple version of
	Python</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>