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See the License for the + specific language governing permissions and limitations + under the License. +--><div class="section" id="singa-incubating-2-0-0-release-notes"> +<h1>singa-incubating-2.0.0 Release Notes<a class="headerlink" href="#singa-incubating-2-0-0-release-notes" title="Permalink to this headline">¶</a></h1> +<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-434] Support tensor broadcasting</li> +<li>[SINGA-370] Improvement to tensor reshape and various misc. changes related to SINGA-341 and 351</li> +</ul> +</li> +<li>Model components<ul> +<li>[SINGA-333] Add support for Open Neural Network Exchange (ONNX) format</li> +<li>[SINGA-385] Add new python module for optimizers</li> +<li>[SINGA-394] Improve the CPP operations via Intel MKL DNN lib</li> +<li>[SINGA-425] Add 3 operators , Abs(), Exp() and leakyrelu(), for Autograd</li> +<li>[SINGA-410] Add two function, set_params() and get_params(), for Autograd Layer class</li> +<li>[SINGA-383] Add Separable Convolution for autograd</li> +<li>[SINGA-388] Develop some RNN layers by calling tiny operations like matmul, addbias.</li> +<li>[SINGA-382] Implement concat operation for autograd</li> +<li>[SINGA-378] Implement maxpooling operation and its related functions for autograd</li> +<li>[SINGA-379] Implement batchnorm operation and its related functions for autograd</li> +</ul> +</li> +<li>Utility functions and CI<ul> +<li>[SINGA-432] Update depdent lib versions in conda-build config</li> +<li>[SINGA-429] Update docker images for latest cuda and cudnn</li> +<li>[SINGA-428] Move Docker images under Apache user name</li> +</ul> +</li> +<li>Documentation and usability<ul> +<li>[SINGA-395] Add documentation for autograd APIs</li> +<li>[SINGA-344] Add a GAN example</li> +<li>[SINGA-390] Update installation.md</li> +<li>[SINGA-384] Implement ResNet using autograd API</li> +<li>[SINGA-352] Complete SINGA documentation in Chinese version</li> +</ul> +</li> +<li>Bugs fixed<ul> +<li>[SINGA-431] Unit Test failed - Tensor Transpose</li> +<li>[SINGA-422] ModuleNotFoundError: No module named â_singa_wrapâ</li> +<li>[SINGA-418] Unsupportive type âlongâ in python3.</li> +<li>[SINGA-409] Basic <code class="docutils literal notranslate"><span class="pre">singa-cpu</span></code> import throws error</li> +<li>[SINGA-408] Unsupportive function definition in python3</li> +<li>[SINGA-380] Fix bugs from Reshape</li> +</ul> +</li> +</ul> +</div> + + + </div> + + </div> + <footer> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. 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