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| --><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> |
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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-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 “_singa_wrap“</li> |
| <li>[SINGA-418] Unsupportive type ‘long‘ in python3.</li> |
| <li>[SINGA-409] Basic <code class="docutils literal"><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> |
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| © Copyright 2019 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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