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   <p>#singa-incubating-1.1.0 Release Notes</p>
 <hr class="docutils" />
 <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 class="simple">
 <li>Core components<ul>
 <li>[SINGA-296] Add sign and to_host function for pysinga tensor module</li>
 </ul>
 </li>
 <li>Model components<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>Utility functions and CI<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>Documentation and usability<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>Bugs fixed<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>


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	<p>#singa-incubating-1.1.0 Release Notes</p>
	<hr class="docutils" />
	<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 class="simple">
	<li>Core components<ul>
	<li>[SINGA-296] Add sign and to_host function for pysinga tensor module</li>
	</ul>
	</li>
	<li>Model components<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>Utility functions and CI<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>Documentation and usability<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>Bugs fixed<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>


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	© Copyright 2017 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..

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