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From wang...@apache.org
Subject svn commit: r1833193 [1/17] - in /incubator/singa/site/trunk: en/ en/_sources/ en/_sources/develop/ en/_sources/docs/ en/_sources/docs/model_zoo/examples/imagenet/densenet/ en/_sources/docs/model_zoo/examples/imagenet/vgg/ en/_sources/releases/ en/comm...
Date Fri, 08 Jun 2018 15:29:02 GMT
Author: wangwei
Date: Fri Jun  8 15:29:00 2018
New Revision: 1833193

URL: http://svn.apache.org/viewvc?rev=1833193&view=rev
Log:
update the docs by jenkins for commit 04f2c3c

Added:
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
    incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.2.0.md.txt
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html
    incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.2.0.html
    incubator/singa/site/trunk/zh/_sources/docs/
    incubator/singa/site/trunk/zh/_sources/docs/data.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/device.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/image_tool.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/index.rst.txt
    incubator/singa/site/trunk/zh/_sources/docs/initializer.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/install_macos1013.rst.txt
    incubator/singa/site/trunk/zh/_sources/docs/install_win.rst.txt
    incubator/singa/site/trunk/zh/_sources/docs/installation.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/layer.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/loss.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/metric.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/README.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/README.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/model_zoo/index.rst.txt
    incubator/singa/site/trunk/zh/_sources/docs/net.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/optimizer.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/snapshot.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/software_stack.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/tensor.md.txt
    incubator/singa/site/trunk/zh/_sources/docs/utils.md.txt
    incubator/singa/site/trunk/zh/docs/
    incubator/singa/site/trunk/zh/docs/data.html
    incubator/singa/site/trunk/zh/docs/device.html
    incubator/singa/site/trunk/zh/docs/image_tool.html
    incubator/singa/site/trunk/zh/docs/index.html
    incubator/singa/site/trunk/zh/docs/initializer.html
    incubator/singa/site/trunk/zh/docs/install_macos1013.html
    incubator/singa/site/trunk/zh/docs/install_win.html
    incubator/singa/site/trunk/zh/docs/installation.html
    incubator/singa/site/trunk/zh/docs/layer.html
    incubator/singa/site/trunk/zh/docs/loss.html
    incubator/singa/site/trunk/zh/docs/metric.html
    incubator/singa/site/trunk/zh/docs/model_zoo/
    incubator/singa/site/trunk/zh/docs/model_zoo/char-rnn/
    incubator/singa/site/trunk/zh/docs/model_zoo/char-rnn/README.html
    incubator/singa/site/trunk/zh/docs/model_zoo/cifar10/
    incubator/singa/site/trunk/zh/docs/model_zoo/cifar10/README.html
    incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/
    incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/alexnet/
    incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/alexnet/README.html
    incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/googlenet/
    incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/googlenet/README.html
    incubator/singa/site/trunk/zh/docs/model_zoo/index.html
    incubator/singa/site/trunk/zh/docs/net.html
    incubator/singa/site/trunk/zh/docs/optimizer.html
    incubator/singa/site/trunk/zh/docs/snapshot.html
    incubator/singa/site/trunk/zh/docs/software_stack.html
    incubator/singa/site/trunk/zh/docs/tensor.html
    incubator/singa/site/trunk/zh/docs/utils.html
Modified:
    incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt
    incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt
    incubator/singa/site/trunk/en/_sources/docs/installation.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
    incubator/singa/site/trunk/en/_sources/downloads.md.txt
    incubator/singa/site/trunk/en/_sources/index.rst.txt
    incubator/singa/site/trunk/en/community/issue-tracking.html
    incubator/singa/site/trunk/en/community/mail-lists.html
    incubator/singa/site/trunk/en/community/source-repository.html
    incubator/singa/site/trunk/en/community/team-list.html
    incubator/singa/site/trunk/en/develop/contribute-code.html
    incubator/singa/site/trunk/en/develop/contribute-docs.html
    incubator/singa/site/trunk/en/develop/how-contribute.html
    incubator/singa/site/trunk/en/develop/schedule.html
    incubator/singa/site/trunk/en/docs.html
    incubator/singa/site/trunk/en/docs/cnn.html
    incubator/singa/site/trunk/en/docs/converter.html
    incubator/singa/site/trunk/en/docs/data.html
    incubator/singa/site/trunk/en/docs/dependencies.html
    incubator/singa/site/trunk/en/docs/device.html
    incubator/singa/site/trunk/en/docs/docker.html
    incubator/singa/site/trunk/en/docs/image_tool.html
    incubator/singa/site/trunk/en/docs/index.html
    incubator/singa/site/trunk/en/docs/initializer.html
    incubator/singa/site/trunk/en/docs/install_macos1013.html
    incubator/singa/site/trunk/en/docs/install_win.html
    incubator/singa/site/trunk/en/docs/installation.html
    incubator/singa/site/trunk/en/docs/layer.html
    incubator/singa/site/trunk/en/docs/loss.html
    incubator/singa/site/trunk/en/docs/metric.html
    incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/char-rnn/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/cifar10/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/alexnet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/mnist/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/imagenet/alexnet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/imagenet/inception/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/index.html
    incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html
    incubator/singa/site/trunk/en/docs/net.html
    incubator/singa/site/trunk/en/docs/neural-net.html
    incubator/singa/site/trunk/en/docs/notebook/README.html
    incubator/singa/site/trunk/en/docs/optimizer.html
    incubator/singa/site/trunk/en/docs/snapshot.html
    incubator/singa/site/trunk/en/docs/software_stack.html
    incubator/singa/site/trunk/en/docs/tensor.html
    incubator/singa/site/trunk/en/docs/utils.html
    incubator/singa/site/trunk/en/downloads.html
    incubator/singa/site/trunk/en/genindex.html
    incubator/singa/site/trunk/en/index.html
    incubator/singa/site/trunk/en/objects.inv
    incubator/singa/site/trunk/en/py-modindex.html
    incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html
    incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html
    incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html
    incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.0.0.html
    incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.1.0.html
    incubator/singa/site/trunk/en/search.html
    incubator/singa/site/trunk/en/searchindex.js
    incubator/singa/site/trunk/zh/community/issue-tracking.html
    incubator/singa/site/trunk/zh/community/mail-lists.html
    incubator/singa/site/trunk/zh/community/source-repository.html
    incubator/singa/site/trunk/zh/community/team-list.html
    incubator/singa/site/trunk/zh/develop/contribute-code.html
    incubator/singa/site/trunk/zh/develop/how-contribute.html
    incubator/singa/site/trunk/zh/develop/schedule.html
    incubator/singa/site/trunk/zh/docs.html
    incubator/singa/site/trunk/zh/downloads.html
    incubator/singa/site/trunk/zh/genindex.html
    incubator/singa/site/trunk/zh/index.html
    incubator/singa/site/trunk/zh/objects.inv
    incubator/singa/site/trunk/zh/search.html
    incubator/singa/site/trunk/zh/searchindex.js

Modified: incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt Fri Jun  8 15:29:00 2018
@@ -60,7 +60,6 @@ Development Schedule
   "                   ","                             ","Simplify the installation by compiling protobuf and openblas together with SINGA"
   "                   ","                             ","Build python wheel automatically using Jenkins"
   "                   ","                             ","Install SINGA from Debian packages"
-  "v1.2 Oct 2017      ","Numpy API                    ","Implement functions for the tensor module of PySINGA following numpy API"
-  "                   ","Distributed training         ","Migrate distributed training frameworks from V0.3"
-  "                   ","Memory optimization          ","Replace CNMEM with new memory pool to reduce memory footprint"
-  "                   ","Execution optimization       ","Runtime optimization of execution scheduling"
+  "v1.2 June 2018     ","AutoGrad                     ","AutoGrad for BP"
+  "                   ","Python 3                     ","Support Python 3 for PySinga"
+  "                   ","Models                       ","Add popular models, including VGG, ResNet, DenseNet, InceptionNet"

Modified: incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt Fri Jun  8 15:29:00 2018
@@ -366,3 +366,54 @@ A video tutorial for this part can be fo
 +---------+
 | |video| |
 +---------+
+
+5.4. Run Unit Tests
+-------------------
+
+* In the test folder, generate the Visual Studio solution:
+
+.. code-block:: bash
+
+	cmake -G "Visual Studio 15 2017 Win64"
+
+* Open the generated solution in Visual Studio, or add the project to the singa solution that was created in step 5.2
+
+* Change the build settings to Release and x64.
+
+* Build glog project.
+
+* In test_singa project:
+	
+	* Add USE_GLOG; USE_CUDA; USE_CUDNN to the Preprocessor Definitions.
+	* In Additional Include Directories, add path of GLOG_INCLUDE_DIR, CBLAS_INCLUDE_DIR and Protobuf_INCLUDE_DIR which were used in step 5.2 above. Add also build, build/include, CUDA and cuDNN include folders.
+	* Goto Additional Library Directories and add the path to openblas, protobuf and glog libraries. Add also build/src/singa_objects.dir/Release, singa-kernel, cnmem, CUDA and cuDNN library paths.
+	* Goto Additional Dependencies and add libopenblas.lib; libglog.lib; libprotobuf.lib; cnmem.lib; cudnn.lib; cuda.lib; cublas.lib; curand.lib; cudart.lib; singa-kernel.lib. Fix the names of the two libraries: gtest.lib and singa_objects.lib.
+	
+
+* Build test_singa project.
+
+* Make libglog.dll, libopenblas.dll, cnmem.dll, cudart64_91.dll and cudnn64_7.dll available by adding them to the path or by copying them to test/release folder
+
+* The unit tests can be executed
+
+	* From the command line:
+	
+		.. code-block:: bash
+	
+			test_singa.exe
+
+	* From Visual Studio:
+		* right click on the test_singa project and choose 'Set as StartUp Project'.
+		* from the Debug menu, choose 'Start Without Debugging'
+
+A video tutorial for running the unit tests can be found here:
+	
+
+.. |video| image:: https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg
+   :scale: 100%
+   :align: middle
+   :target: https://www.youtube.com/watch?v=YOjwtrvTPn4
+
++---------+
+| |video| |
++---------+

Modified: incubator/singa/site/trunk/en/_sources/docs/installation.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/installation.md.txt?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.md.txt Fri Jun  8 15:29:00 2018
@@ -18,15 +18,15 @@ SINGA.
         conda install -c nusdbsystem singa-gpu
 
 
-    It is equivalent to
+      It is equivalent to
 
-        conda install -c nusdbsystem singa=1.1.1=py36_cuda9.0-cudnn7.1.2
+          conda install -c nusdbsystem singa=1.1.1=py36_cuda9.0-cudnn7.1.2
 
-    CUDA 9.0 must be installed before executing the above command. Singa
-    packages for other CUDA versions are also available. The following instruction
-    lists all the available Singa packages.
+      CUDA 9.0 must be installed before executing the above command. Singa
+      packages for other CUDA versions are also available. The following instruction
+      lists all the available Singa packages.
 
-        conda search -c nusdbsystem singa
+          conda search -c nusdbsystem singa
 
 If there is no error message from
 

Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt?rev=1833193&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt Fri Jun  8 15:29:00 2018
@@ -0,0 +1,50 @@
+---
+name: DenseNet models on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py
+---
+
+# Image Classification using DenseNet
+
+
+In this example, we convert DenseNet on [PyTorch](https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py)
+to SINGA for image classification.
+
+## Instructions
+
+* Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,
+
+        $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-121.tar.gz
+        $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
+        $ tar xvf densenet-121.tar.gz
+
+* Usage
+
+        $ python serve.py -h
+
+* Example
+
+        # use cpu
+        $ python serve.py --use_cpu --parameter_file densenet-121.pickle --depth 121 &
+        # use gpu
+        $ python serve.py --parameter_file densenet-121.pickle --depth 121 &
+
+  The parameter files for the following model and depth configuration pairs are provided:
+  [121](https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-121.tar.gz), [169](https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-169.tar.gz), [201](https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-201.tar.gz), [161](https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-161.tar.gz)
+
+* Submit images for classification
+
+        $ curl -i -F image=@image1.jpg http://localhost:9999/api
+        $ curl -i -F image=@image2.jpg http://localhost:9999/api
+        $ curl -i -F image=@image3.jpg http://localhost:9999/api
+
+image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.
+
+## Details
+
+The parameter files were converted from the pytorch via the convert.py program.
+
+Usage:
+
+    $ python convert.py -h

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt Fri Jun  8 15:29:00 2018
@@ -26,9 +26,9 @@ to SINGA for image classification.
 * Example
 
         # use cpu
-        $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 --use_cpu &
-        # use gpu
         $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 &
+        # use gpu
+        $ python serve.py --parameter_file vgg11.pickle --depth 11 &
 
   The parameter files for the following model and depth configuration pairs are provided:
   * Without batch-normalization, [11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz), [13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13.tar.gz), [16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16.tar.gz), [19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19.tar.gz)

Modified: incubator/singa/site/trunk/en/_sources/downloads.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/downloads.md.txt?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/downloads.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/downloads.md.txt Fri Jun  8 15:29:00 2018
@@ -2,8 +2,26 @@
 
 * Latest code: please clone the dev branch from [Github](https://github.com/apache/incubator-singa)
 
+* v1.2.0 (6 June 2018):
+    * [Apache SINGA 1.2.0](http://www.apache.org/dyn/closer.cgi/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz)
+      [\[SHA512\]](https://dist.apache.org/repos/dist/release/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512
+      [\[KEYS\]](https://dist.apache.org/repos/dist/release/incubator/singa/1.2.0/KEYS)
+    * [Release Notes 1.2.0](releases/RELEASE_NOTES_1.2.0.html)
+    * New features and major updates,
+        * Implement autograd (currently support MLP model)
+        * Upgrade PySinga to support Python 3
+        * Improve the Tensor class with the stride field
+        * Upgrade cuDNN from V5 to V7
+        * Add VGG, Inception V4, ResNet, and DenseNet for ImageNet classification
+        * Create alias for conda packages
+        * Complete documentation in Chinese
+        * Add instructions for running Singa on Windoes
+        * Update the compilation, CI; Fix some bugs
+
+
+
 * v1.1.0 (12 February 2017):
-     * [Apache SINGA 1.1.0](http://www.apache.org/dyn/closer.cgi/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz)
+    * [Apache SINGA 1.1.0](http://www.apache.org/dyn/closer.cgi/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz)
       [\[MD5\]](https://dist.apache.org/repos/dist/release/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5)
       [\[KEYS\]](https://dist.apache.org/repos/dist/release/incubator/singa/1.1.0/KEYS)
     * [Release Notes 1.1.0](releases/RELEASE_NOTES_1.1.0.html)

Modified: incubator/singa/site/trunk/en/_sources/index.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/index.rst.txt?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/index.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/index.rst.txt Fri Jun  8 15:29:00 2018
@@ -21,6 +21,8 @@ Welcome to Apache SINGA
 Recent News
 -----------
 
+* **Version 1.2.0** is now available, 6 June, 2087. `Download SINGA v1.2.0 <downloads.html>`_
+
 * **Version 1.1.0** is now available, 12 Feb, 2017. `Download SINGA v1.1.0 <downloads.html>`_
 
 * A tutorial on SINGA V1 will be given at `SGInnovate <https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487>`_, on 23 March, 2017
@@ -57,32 +59,20 @@ Recent News
 
 Getting Started
 ---------------
-* Try SINGA on `AWS <https://aws.amazon.com/marketplace/pp/B01NAUAWZW>`_ or via `Docker <https://hub.docker.com/r/nusdbsystem/singa/>`_.
+* `Install SINGA <docs/installation.html>`_ via conda, apt-get, or from source.
 
-* Install SINGA via `python wheel files <./docs/installation.html#from-wheel>`_, `Debian packages <./docs/installation.html#from-debian-package>`_ or from `source <./docs/installation.html#from-source>`_.
+* Try SINGA on `AWS <https://aws.amazon.com/marketplace/pp/B01NAUAWZW>`_ or via `Docker <https://hub.docker.com/r/nusdbsystem/singa/>`_.
 
 * Refer to the `Jupyter notebooks <http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb>`_ for some basic examples and the `model zoo page <./docs/model_zoo/index.html>`_ for more examples.
 
-.. |logo1| image:: _static/github.png
-   :scale: 100%
-   :align: middle
-   :target: https://github.com/apache/incubator-singa
-.. |logo2| image:: _static/awsmp.gif
-   :scale: 100%
-   :align: middle
-   :target: https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c
-.. |logo3| image:: _static/docker.png
-   :scale: 50%
-   :align: middle
-   :target: https://hub.docker.com/r/nusdbsystem/singa/
-.. |logo4| image:: _static/jupyter.png
+.. |logo| image:: _static/jupyter.png
    :scale: 25%
    :align: middle
    :target: http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb
 
-+---------+---------+---------+---------+
-| |logo1| | |logo2| | |logo3| | |logo4| |
-+---------+---------+---------+---------+
++---------+
+| |logo|  |
++---------+
 
 Documentation
 -------------
@@ -117,8 +107,8 @@ Companies like `NetEase <http://tech.163
 .. toctree::
    :hidden:
 
-   downloads
    docs/index
+   downloads
 
 .. toctree::
    :hidden:

Added: incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.2.0.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.2.0.md.txt?rev=1833193&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.2.0.md.txt (added)
+++ incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.2.0.md.txt Fri Jun  8 15:29:00 2018
@@ -0,0 +1,55 @@
+# singa-incubating-1.2.0 Release Notes
+
+---
+
+SINGA is a general distributed deep learning platform for training big deep
+learning models over large datasets.
+
+This release includes following features:
+
+  * Core components
+      * [SINGA-290] Upgrade to Python 3
+      * [SINGA-341] Added stride functionality to tensors for CPP
+      * [SINGA-347] Create a function that supports einsum
+      * [SINGA-351] Added stride support and cudnn codes to cuda
+
+  * Model components
+      * [SINGA-300] Add residual networks for imagenet classification
+      * [SINGA-312] Rename layer parameters
+      * [SINGA-313] Add L2 norm layer
+      * [SINGA-315] Reduce memory footprint by Python generator for parameter
+      * [SINGA-316] Add SigmoidCrossEntropy
+      * [SINGA-324] Extend RNN layer to accept variant seq length across batches
+      * [SINGA-326] Add Inception V4 for ImageNet classification
+      * [SINGA-328] Add VGG models for ImageNet classification
+      * [SINGA-329] Support layer freezing during training (fine-tuning)
+      * [SINGA-346] Update cudnn from V5 to V7
+      * [SINGA-349] Create layer operations for autograd
+      * [SINGA-363] Add DenseNet for Imagenet classification
+
+  * Utility functions and CI
+      * [SINGA-274] Improve Debian packaging with CPack
+      * [SINGA-303] Create conda packages
+      * [SINGA-337] Add test cases for code
+      * [SINGA-348] Support autograd MLP Example
+      * [SINGA-345] Update Jenkins and fix bugs in compliation
+      * [SINGA-354] Update travis scripts to use conda-build for all platforms
+      * [SINGA-358] Consolidated RUN steps and cleaned caches in Docker containers
+      * [SINGA-359] Create alias for conda packages
+
+  * Documentation and usability
+      * [SINGA-223] Fix side navigation menu in the website
+      * [SINGA-294] Add instructions to run CUDA unit tests on Windows
+      * [SINGA-305] Add jupyter notebooks for SINGA V1 tutorial
+      * [SINGA-319] Fix link errors on the index page
+      * [SINGA-352] Complete SINGA documentation in Chinese version
+      * [SINGA-361] Add git instructions for contributors and committers
+
+  * Bugs fixed
+      * [Singa-330] fix openblas building on i7 7700k
+      * [SINGA-331] Fix the bug of tensor division operation
+      * [SINGA-350] Error from python3 test
+      * [SINGA-356] Error using travis tool to build SINGA on mac os
+      * [SINGA-363] Fix some bugs in imagenet examples
+      * [SINGA-368] Fix the bug in Cifar10 examples
+      * [SINGA-369] the errors of examples in testing

Modified: incubator/singa/site/trunk/en/community/issue-tracking.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/issue-tracking.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/issue-tracking.html (original)
+++ incubator/singa/site/trunk/en/community/issue-tracking.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="The SINGA Team" href="team-list.html" />
     <link rel="prev" title="Project Mailing Lists" href="mail-lists.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -265,6 +275,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/community/mail-lists.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/mail-lists.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/mail-lists.html (original)
+++ incubator/singa/site/trunk/en/community/mail-lists.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Issue Tracking" href="issue-tracking.html" />
     <link rel="prev" title="Source Repository" href="source-repository.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -292,6 +302,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/community/source-repository.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/source-repository.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/source-repository.html (original)
+++ incubator/singa/site/trunk/en/community/source-repository.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Project Mailing Lists" href="mail-lists.html" />
     <link rel="prev" title="How to Contribute to Documentation" href="../develop/contribute-docs.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -295,6 +305,15 @@ git push asf master:master
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/community/team-list.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/team-list.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/team-list.html (original)
+++ incubator/singa/site/trunk/en/community/team-list.html Fri Jun  8 15:29:00 2018
@@ -32,6 +32,16 @@
     <link rel="search" title="Search" href="../search.html" />
     <link rel="prev" title="Issue Tracking" href="issue-tracking.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -89,8 +99,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -388,6 +398,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/develop/contribute-code.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/contribute-code.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-code.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-code.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="How to Contribute to Documentation" href="contribute-docs.html" />
     <link rel="prev" title="How to Contribute to SINGA" href="how-contribute.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul class="current">
@@ -318,6 +328,15 @@ will be automatically updated. For detai
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/develop/contribute-docs.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/contribute-docs.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-docs.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-docs.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Source Repository" href="../community/source-repository.html" />
     <link rel="prev" title="How to Contribute Code" href="contribute-code.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul class="current">
@@ -296,6 +306,15 @@ $ svn commit -m &quot;commit messages&qu
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/develop/how-contribute.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/how-contribute.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/how-contribute.html (original)
+++ incubator/singa/site/trunk/en/develop/how-contribute.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="How to Contribute Code" href="contribute-code.html" />
     <link rel="prev" title="Development Schedule" href="schedule.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul class="current">
@@ -267,6 +277,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/develop/schedule.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/schedule.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/schedule.html (original)
+++ incubator/singa/site/trunk/en/develop/schedule.html Fri Jun  8 15:29:00 2018
@@ -31,8 +31,18 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="How to Contribute to SINGA" href="how-contribute.html" />
-    <link rel="prev" title="Image Classification using GoogleNet" href="../docs/model_zoo/imagenet/googlenet/README.html" />
+    <link rel="prev" title="Download SINGA" href="../downloads.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,8 +100,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul class="current">
@@ -335,21 +345,17 @@
 <td>&#160;</td>
 <td>Install SINGA from Debian packages</td>
 </tr>
-<tr class="row-even"><td>v1.2 Oct 2017</td>
-<td>Numpy API</td>
-<td>Implement functions for the tensor module of PySINGA following numpy API</td>
+<tr class="row-even"><td>v1.2 June 2018</td>
+<td>AutoGrad</td>
+<td>AutoGrad for BP</td>
 </tr>
 <tr class="row-odd"><td>&#160;</td>
-<td>Distributed training</td>
-<td>Migrate distributed training frameworks from V0.3</td>
+<td>Python 3</td>
+<td>Support Python 3 for PySinga</td>
 </tr>
 <tr class="row-even"><td>&#160;</td>
-<td>Memory optimization</td>
-<td>Replace CNMEM with new memory pool to reduce memory footprint</td>
-</tr>
-<tr class="row-odd"><td>&#160;</td>
-<td>Execution optimization</td>
-<td>Runtime optimization of execution scheduling</td>
+<td>Models</td>
+<td>Add popular models, including VGG, ResNet, DenseNet, InceptionNet</td>
 </tr>
 </tbody>
 </table>
@@ -366,7 +372,7 @@
         <a href="how-contribute.html" class="btn btn-neutral float-right" title="How to Contribute to SINGA" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="../docs/model_zoo/imagenet/googlenet/README.html" class="btn btn-neutral" title="Image Classification using GoogleNet" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="../downloads.html" class="btn btn-neutral" title="Download SINGA" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
@@ -442,6 +448,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link href="_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -343,6 +353,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/cnn.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/cnn.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/cnn.html (original)
+++ incubator/singa/site/trunk/en/docs/cnn.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -388,6 +398,15 @@ $ python download_data.py py
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/converter.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/converter.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/converter.html (original)
+++ incubator/singa/site/trunk/en/docs/converter.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Utils" href="utils.html" />
     <link rel="prev" title="Snapshot" href="snapshot.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
@@ -110,6 +119,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -279,6 +289,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/data.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/data.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/data.html (original)
+++ incubator/singa/site/trunk/en/docs/data.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Image Tool" href="image_tool.html" />
     <link rel="prev" title="Optimizer" href="optimizer.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
@@ -110,6 +119,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -341,6 +351,15 @@ space or comma</li>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/dependencies.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/dependencies.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/dependencies.html (original)
+++ incubator/singa/site/trunk/en/docs/dependencies.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -322,6 +332,15 @@ folders).</p>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/device.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/device.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/device.html (original)
+++ incubator/singa/site/trunk/en/docs/device.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Tensor" href="tensor.html" />
     <link rel="prev" title="Software Stack" href="software_stack.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
@@ -115,6 +124,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -352,6 +362,15 @@ to call singa::Device and its methods.</
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/docker.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/docker.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/docker.html (original)
+++ incubator/singa/site/trunk/en/docs/docker.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -304,6 +314,15 @@ The folder structure is like</p>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/image_tool.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/image_tool.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/image_tool.html (original)
+++ incubator/singa/site/trunk/en/docs/image_tool.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Snapshot" href="snapshot.html" />
     <link rel="prev" title="Data" href="data.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
@@ -110,6 +119,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -609,6 +619,15 @@ it into given size.</p>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Fri Jun  8 15:29:00 2018
@@ -31,8 +31,18 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Installation" href="installation.html" />
-    <link rel="prev" title="Download SINGA" href="../downloads.html" />
+    <link rel="prev" title="Welcome to Apache SINGA" href="../index.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Documentation</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
@@ -110,6 +119,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -293,7 +303,7 @@
         <a href="installation.html" class="btn btn-neutral float-right" title="Installation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="../downloads.html" class="btn btn-neutral" title="Download SINGA" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="../index.html" class="btn btn-neutral" title="Welcome to Apache SINGA" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
@@ -369,6 +379,15 @@
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/initializer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/initializer.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/initializer.html (original)
+++ incubator/singa/site/trunk/en/docs/initializer.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Loss" href="loss.html" />
     <link rel="prev" title="FeedForward Net" href="net.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
@@ -114,6 +123,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -349,6 +359,15 @@ Rectifiers: Surpassing Human-Level Perfo
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/nusdbsystem/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">



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