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<h1>singa-incubating-1.1.0 Release Notes<a class="headerlink" href="#singa-incubating-1-1-0-release-notes" title="Permalink to this headline"></a></h1>
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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 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>
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