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| <p>SINGA is a general distributed deep learning platform for training big deep learning models over large datasets. It is designed with an intuitive programming model based on the layer abstraction. SINGA supports a wide variety of popular deep learning models.</p> |
| <p>This release includes following features:</p> |
| <ul> |
| <li>Core abstractions including Tensor and Device |
| <ul> |
| <li>[SINGA-207] Update Tensor functions for matrices</li> |
| <li>[SINGA-205] Enable slice and concatenate operations for Tensor objects</li> |
| <li>[SINGA-197] Add CNMem as a submodule in lib/</li> |
| <li>[SINGA-196] Rename class Blob to Block</li> |
| <li>[SINGA-194] Add a Platform singleton</li> |
| <li>[SINGA-175] Add memory management APIs and implement a subclass using CNMeM</li> |
| <li>[SINGA-173] OpenCL Implementation</li> |
| <li>[SINGA-171] Create CppDevice and CudaDevice</li> |
| <li>[SINGA-168] Implement Cpp Math functions APIs</li> |
| <li>[SINGA-162] Overview of features for V1.x</li> |
| <li>[SINGA-165] Add cross-platform timer API to singa</li> |
| <li>[SINGA-167] Add Tensor Math function APIs</li> |
| <li>[SINGA-166] light built-in logging for making glog optional</li> |
| <li>[SINGA-164] Add the base Tensor class</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>IO components for file read/write, network and data pre-processing |
| <ul> |
| <li>[SINGA-233] New communication interface</li> |
| <li>[SINGA-215] Implement Image Transformation for Image Pre-processing</li> |
| <li>[SINGA-214] Add LMDBReader and LMDBWriter for LMDB</li> |
| <li>[SINGA-213] Implement Encoder and Decoder for CSV</li> |
| <li>[SINGA-211] Add TextFileReader and TextFileWriter for CSV files</li> |
| <li>[SINGA-210] Enable checkpoint and resume for v1.0</li> |
| <li>[SINGA-208] Add DataIter base class and a simple implementation</li> |
| <li>[SINGA-203] Add OpenCV detection for cmake compilation</li> |
| <li>[SINGA-202] Add reader and writer for binary file</li> |
| <li>[SINGA-200] Implement Encoder and Decoder for data pre-processing</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li>Module components including layer classes, training algorithms and Python binding |
| <ul> |
| <li>[SINGA-235] Unify the engines for cudnn and singa layers</li> |
| <li>[SINGA-230] OpenCL Convolution layer and Pooling layer</li> |
| <li>[SINGA-222] Fixed bugs in IO</li> |
| <li>[SINGA-218] Implementation for RNN CUDNN version</li> |
| <li>[SINGA-204] Support the training of feed-forward neural nets</li> |
| <li>[SINGA-199] Implement Python classes for SGD optimizers</li> |
| <li>[SINGA-198] Change Layer::Setup API to include input Tensor shapes</li> |
| <li>[SINGA-193] Add Python layers</li> |
| <li>[SINGA-192] Implement optimization algorithms for SINGA v1 (nesterove, adagrad, rmsprop)</li> |
| <li>[SINGA-191] Add "autotune" for CudnnConvolution Layer</li> |
| <li>[SINGA-190] Add prelu layer and flatten layer</li> |
| <li>[SINGA-189] Generate python outputs of proto files</li> |
| <li>[SINGA-188] Add Dense layer</li> |
| <li>[SINGA-187] Add popular parameter initialization methods</li> |
| <li>[SINGA-186] Create Python Tensor class</li> |
| <li>[SINGA-184] Add Cross Entropy loss computation</li> |
| <li>[SINGA-183] Add the base classes for optimizer, constraint and regularizer</li> |
| <li>[SINGA-180] Add Activation layer and Softmax layer</li> |
| <li>[SINGA-178] Add Convolution layer and Pooling layer</li> |
| <li>[SINGA-176] Add loss and metric base classes</li> |
| <li>[SINGA-174] Add Batch Normalization layer and Local Response Nomalization layer.</li> |
| <li>[SINGA-170] Add Dropout layer and CudnnDropout layer.</li> |
| <li>[SINGA-169] Add base Layer class for V1.0</li> |
| </ul></li> |
| </ul> |
| <ul> |
| <li><p>Examples</p> |
| <ul> |
| <li>[SINGA-232] Alexnet on Imagenet</li> |
| <li>[SINGA-231] Batchnormlized VGG model for cifar-10</li> |
| <li>[SINGA-228] Add Cpp Version of Convolution and Pooling layer</li> |
| <li>[SINGA-227] Add Split and Merge Layer and add ResNet Implementation</li> |
| </ul></li> |
| <li><p>Documentation</p> |
| <ul> |
| <li>[SINGA-239] Transfer documentation files of v0.3.0 to github</li> |
| <li>[SINGA-238] RBM on mnist</li> |
| <li>[SINGA-225] Documentation for installation and Cifar10 example</li> |
| <li>[SINGA-223] Use Sphinx to create the website</li> |
| </ul></li> |
| <li><p>Tools for compilation and some utility code</p> |
| <ul> |
| <li>[SINGA-229] Complete install targets</li> |
| <li>[SINGA-221] Support for Travis-CI</li> |
| <li>[SINGA-217] build python package with setup.py</li> |
| <li>[SINGA-216] add jenkins for CI support</li> |
| <li>[SINGA-212] Disable the compilation of libcnmem if USE_CUDA is OFF</li> |
| <li>[SINGA-195] Channel for sending training statistics</li> |
| <li>[SINGA-185] Add CBLAS and GLOG detection for singav1</li> |
| <li>[SINGA-181] Add NVCC supporting for .cu files</li> |
| <li>[SINGA-177] Add fully cmake supporting for the compilation of singa_v1</li> |
| <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li> |
| </ul></li> |
| </ul> |
| </span></div></article></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 |
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