Author: wangwei
Date: Fri Jan 13 06:25:39 2017
New Revision: 1778497

URL: http://svn.apache.org/viewvc?rev=1778497&view=rev
Log:
update the docs by jenkins for commit 8dac86c

Modified:
    incubator/singa/site/trunk/en/_sources/develop/contribute-docs.txt
    incubator/singa/site/trunk/en/_sources/docs/installation.txt
    incubator/singa/site/trunk/en/_sources/docs/notebook/README.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/examples/caffe/README.html
    incubator/singa/site/trunk/en/docs/examples/char-rnn/README.html
    incubator/singa/site/trunk/en/docs/examples/cifar10/README.html
    incubator/singa/site/trunk/en/docs/examples/imagenet/README.html
    incubator/singa/site/trunk/en/docs/examples/index.html
    incubator/singa/site/trunk/en/docs/examples/mnist/README.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/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/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/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/search.html
    incubator/singa/site/trunk/en/searchindex.js

Modified: incubator/singa/site/trunk/en/_sources/develop/contribute-docs.txt
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/contribute-docs.txt?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/contribute-docs.txt 
(original)
+++ incubator/singa/site/trunk/en/_sources/develop/contribute-docs.txt Fri Jan 
13 06:25:39 2017
@@ -1,4 +1,4 @@
-# How to Contribute Documentation
+# How to Contribute to Documentation
 
 
 ## Website

Modified: incubator/singa/site/trunk/en/_sources/docs/installation.txt
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/installation.txt?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.txt Fri Jan 13 
06:25:39 2017
@@ -1,8 +1,9 @@
 # Installation
 
+
 ## Install PySINGA
 
-PySINGA has been tested on Linux (Ubunu 14.04 and 16.04) and Mac OS (10.11).
+PySINGA has been tested on Linux (Ubunu 14.04 and 16.04) and Mac OS (10.11 and 
10.12).
 
 ### Install dependent libraries
 
@@ -38,20 +39,25 @@ to avoid the conflicts of system path an
 
 ### From wheel
 
-Currently, we have three versions of wheel files,
+Currently, we have the following wheel files,
 
-    # Ubuntu 14.04 64-bit, CPU only, Python 2.7
-    $ pip install --upgrade 
http://comp.nus.edu.sg/~dbsystem/singa/assets/file/ubuntu1404/singa-1.0.0-cp27-none-linux_x86_64.whl
+| OS          | Device  | CUDA/CUDNN | Link |
+|:----        |:------|------|:-------|:--------|
+| 
Ubuntu14.04|CPU|-|[latest](http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cpp/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux)|
+| 
Ubuntu14.04|GPU|CUDA7.5+CUDNN4|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn4/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux)|
+| 
Ubuntu14.04|GPU|CUDA7.5+CUDNN5|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn5/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux)|
+| 
Ubuntu16.04|CPU|-|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cpp/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux)|
+| 
Ubuntu16.04|GPU|CUDA8+CUDNN5|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cuda8.0-cudnn5/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux)|
+| 
MacOSX10.11|CPU|-|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.11-cpp/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx)|
+| 
MacOSX10.12|CPU|-|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.12-cpp/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx)|
 
-    # Ubuntu 14.04 64-bit, GPU enabled, Python 2.7, CUDA toolkit 7.5 and CuDNN 
v5
-    $ pip install --upgrade 
http://comp.nus.edu.sg/~dbsystem/singa/assets/file/ubuntu1404/cuda7.5-cudnn5/singa-1.0.0-cp27-none-linux_x86_64.whl
+Download the whl file and execute the following command to install PySINGA,
 
-    # Mac OSX (10.11), CPU only, Python 2.7
-    $ pip install --upgrade 
http://comp.nus.edu.sg/~dbsystem/singa/assets/file/pb2.6/singa-1.0.0-cp27-none-macosx_10_11_intel.whl
+    $ pip install --upgrade <path to the whel file>
 
+To install the wheel file compiled with CUDA, you need to install CUDA and 
export the `LD_LIBRARY_PATH` to CUDNN before running the above instruction.
 
 If you have sudo right, you can run the above commands using `sudo pip 
install` without python virtual environment.
-You can also download the `.whl` file and run `pip install <the whl file 
directly>`.
 The option `--upgrade` may cause errors sometimes, in which case you can 
ignore it.
 
 ### From source
@@ -69,11 +75,11 @@ They can be installed by
     $ sudo apt-get install swig
 
 Note that swig has to be installed from source on Ubuntu 14.04.
-After installing numpy, please export the header path of numpy.i as
+After installing numpy, export the header path of numpy.i as
 
     $ export CPLUS_INCLUDE_PATH=`python -c "import numpy; print 
numpy.get_include()"`:$CPLUS_INCLUDE_PATH
 
-Please compile SINGA from source (see the next section) with `cmake 
-DUSE_PYTHON=ON  -DUSE_MODULES=ON ..`,
+**compile SINGA from source** (see the next section) with `cmake 
-DUSE_PYTHON=ON ..`,
 and then run the following commands,
 
     # under the build directory
@@ -89,9 +95,27 @@ Developers can build the wheel file via
 The generated wheel file is under "dist" directory.
 
 
-## Build SINGA on Linux and Mac OS
+## Install SINGA from Debian Package
+
+We have prepared the Debian packages (on architecture: amd64) for SINGA as 
listed below,
+
+| OS          | Device  | CUDA/CUDNN | Link |
+|:----        |:------|------|:-------|:--------|
+| 
Ubuntu14.04|CPU|-|[latest](http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu14.04-cpp/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/)|
+| Ubuntu14.04|GPU|CUDA7.5+CUDNN4|coming soon|
+| Ubuntu14.04|GPU|CUDA7.5+CUDNN5|coming soon|
+| 
Ubuntu16.04|CPU|-|[latest](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu16.04-cpp/),
 [history](http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/)|
+| Ubuntu16.04|GPU|CUDA8+CUDNN5|coming soon|
+
+Download the deb file and install it via
+
+    apt-get install <path to the deb file, e.g., ./python-singa.deb>
 
-The source files could be downloaded either as a [tar.gz 
file](https://dist.apache.org/repos/dist/dev/incubator/singa/1.0.0/apache-singa-incubating-1.0.0-RC2.tar.gz),
 or as a git repo
+To create the Debian packages, please refer to the README.md file under 
`SINGA_ROOT/tool/debian`.
+
+## Compile SINGA from source on Linux and Mac OS
+
+The source files could be downloaded either as a [tar.gz 
file](https://dist.apache.org/repos/dist/dev/incubator/singa/), or as a git repo
 
     $ git clone https://github.com/apache/incubator-singa.git
     $ cd incubator-singa/
@@ -118,9 +142,9 @@ If they are not installed in your OS, yo
 cmake would download OpenBlas and Protobuf (2.6.1) and compile them together
 with SINGA.
 
-### Install dependent libraries and compile SINGA
+### Install dependent libraries and then compile SINGA
 
-Users can also install the dependent libraries and link SINGA with them.
+Users can also install the dependent libraries and then link SINGA with them.
 
 The following libraries are required
 * google protobuf (>=2.5,<3)
@@ -145,7 +169,7 @@ The following instructions are tested on
     $ sudo apt-get install python2.7-dev python-pip python-numpy
     $ sudo apt-get install libopencv-dev libgoogle-glog-dev liblmdb-dev
 
-Please note that PySINGA requires swig >=3.0, which could be installed via
+Note that PySINGA requires swig >=3.0, which could be installed via
 apt-get on Ubuntu 16.04; but it has to be installed from source for other 
Ubuntu versions including 14.04.
 
 The following instructions are tested on Mac OS X Yosemite (10.10.5) for 
installing dependent libraries.
@@ -162,12 +186,12 @@ The following instructions are tested on
     $ brew install -vd glog lmdb
 
 By default, openblas is installed into /usr/local/opt/openblas. To let the 
compiler (and cmake) know the openblas
-path, please export
+path,
 
     $ export 
CMAKE_INCLUDE_PATH=/usr/local/opt/openblas/include:$CMAKE_INCLUDE_PATH
     $ export CMAKE_LIBRARY_PATH=/usr/local/opt/openblas/lib:$CMAKE_LIBRARY_PATH
 
-To let the runtime know the openblas path, please export
+To let the runtime know the openblas path,
 
     $ export LD_LIBRARY_PATH=/usr/local/opt/openblas/library:$LD_LIBRARY_PATH
 
@@ -196,11 +220,11 @@ the following environment variables
 
 ### Compile SINGA with CUDA and CUDNN
 
-Users are encouraged to install the cuda and
-[cudnn](https://developer.nvidia.com/cudnn) for running SINGA on GPUs to
+Users are encouraged to install the CUDA and
+[CUDNN](https://developer.nvidia.com/cudnn) for running SINGA on GPUs to
 get better performance.
 
-SINGA has been tested over CUDA (7 and 7.5), and CUDNN (4-5.1).  If CUDNN is
+SINGA has been tested over CUDA (7, 7.5, 8), and CUDNN (4 and 5).  If CUDNN is
 decompressed into non-system folder, e.g. /home/bob/local/cudnn/, the following
 commands should be executed for cmake and the runtime to find it
 
@@ -262,26 +286,30 @@ specify a 64-bit version project by:
     $ cmake -G "Visual Studio 14 Win64" -DUSE_CUDA=OFF -DUSE_PYTHON=OFF ..
 
 If you get error outputs like "Could NOT find xxxxx" indicating a dependent
-library missing, please configure your library file and include path for cmake 
or the system.
+library missing, configure your library file and include path for cmake or the 
system.
 For example, you get an error "Could NOT find CBLAS" and suppose you installed
 openblas header files at "d:\include" and openblas library at "d:\lib". You 
should run the
 following command to specify your cblas parameters in cmake:
 
     $ cmake -G "Visual Studio 14" -DUSE_CUDA=OFF -DUSE_PYTHON=OFF 
-DCBLAS_INCLUDE_DIR="d:\include" -DCBLAS_LIBRARIES="d:\lib\libopenblas.lib" 
-DProtobuf_INCLUDE_DIR=<include dir of protobuf> -DProtobuf_LIBRARIES=<path to 
libprotobuf.lib> -DProtobuf_PROTOC_EXECUTABLE=<path to protoc.exe> 
-DGLOG_INCLUDE_DIR=<include dir of glog> -DGLOG_LIBRARIES=<path to libglog.lib> 
..
 
-
 To find out the parameters you need to specify for some special libraries, you
 can run the following command:
 
     $ cmake -LAH
 
-If you use cmake GUI tool in windows, please make sure you configure the right
+If you use cmake GUI tool in windows, make sure you configure the right
 parameters for the singa solution by select "Advanced" box. After generating 
the VS project,
-please open the "singa.sln" project file under
+open the "singa.sln" project file under
 the "build" folder and compile it as a normal VS solution. You will find the
 unit tests file named "test_singa" in the project binary folder.
 If you get errors when running test_singa.exe due to 
libglog.dll/libopenblas.dll missing,
-please just copy the dll files into the same folder as test_singa.exe
+just copy the dll files into the same folder as test_singa.exe
+
+## Build the Debian packages
+
+    $ cd debian
+    $ ./build.sh
 
 ## FAQ
 
@@ -292,32 +320,32 @@ please just copy the dll files into the
     steps show the solutions for different cases
     1. Check the cudnn and cuda and gcc versions, cudnn5 and cuda7.5 and 
gcc4.8/4.9 are preferred. if gcc is 5.0, then downgrade it.
        If cudnn is missing or not match with the wheel version, you can 
download the correct version of cudnn into ~/local/cudnn/ and
-        ```
-        echo "export 
LD_LIBRARY_PATH=/home/<yourname>/local/cudnn/lib64:$LD_LIBRARY_PATH" >> 
~/.bashrc
-        ```
-    2. If it is the problem related to protobuf, then please download the 
newest whl files which have [compiled protobuf and openblas into the 
whl](https://issues.apache.org/jira/browse/SINGA-255) file of PySINGA.
+
+            $ echo "export 
LD_LIBRARY_PATH=/home/<yourname>/local/cudnn/lib64:$LD_LIBRARY_PATH" >> 
~/.bashrc
+
+    2. If it is the problem related to protobuf, then download the newest whl 
files which have [compiled protobuf and openblas into the 
whl](https://issues.apache.org/jira/browse/SINGA-255) file of PySINGA.
        Or you can install protobuf from source into a local folder, say 
~/local/;
        Decompress the tar file, and then
-       ```
-       ./configure --prefix=/home/<yourname>local
-       make && make install
-       echo "export 
LD_LIBRARY_PATH=/home/<yourname>/local/lib:$LD_LIBRARY_PATH" >> ~/.bashrc
-       source ~/.bashrc
-    3. If it cannot find other libs including python, then please create 
virtual env using pip or conda;
+
+            $ ./configure --prefix=/home/<yourname>local
+            $ make && make install
+            $ echo "export 
LD_LIBRARY_PATH=/home/<yourname>/local/lib:$LD_LIBRARY_PATH" >> ~/.bashrc
+            $ source ~/.bashrc
+
+    3. If it cannot find other libs including python, then create virtual env 
using pip or conda;
        and then install SINGA via
-       ```
-       pip install --upgrade <url of singa wheel>
-       ```
+
+            $ pip install --upgrade <url of singa wheel>
 
 
 * Q: Error from running `cmake ..`, which cannot find the dependent libraries.
 
-    A: If you haven't installed the libraries, please install them. If you 
installed
+    A: If you haven't installed the libraries, install them. If you installed
     the libraries in a folder that is outside of the system folder, e.g. 
/usr/local,
-    please export the following variables
+    you need to export the following variables
 
-        export CMAKE_INCLUDE_PATH=<path to your header file folder>
-        export CMAKE_LIBRARY_PATH=<path to your lib file folder>
+        $ export CMAKE_INCLUDE_PATH=<path to your header file folder>
+        $ export CMAKE_LIBRARY_PATH=<path to your lib file folder>
 
 
 * Q: Error from `make`, e.g. the linking phase
@@ -325,8 +353,8 @@ please just copy the dll files into the
     A: If your libraries are in other folders than system default paths, you 
need
     to export the following varaibles
 
-    $ export LIBRARY_PATH=<path to your lib file folder>
-    $ export LD_LIBRARY_PATH=<path to your lib file folder>
+        $ export LIBRARY_PATH=<path to your lib file folder>
+        $ export LD_LIBRARY_PATH=<path to your lib file folder>
 
 
 * Q: Error from header files, e.g. 'cblas.h no such file or directory exists'
@@ -403,3 +431,15 @@ please just copy the dll files into the
     A: Please install numpy and export the path of numpy header files as
 
         $ export CPLUS_INCLUDE_PATH=`python -c "import numpy; print 
numpy.get_include()"`:$CPLUS_INCLUDE_PATH
+
+* Q: When I run PySINGA in Mac OS X, I got the error "Fatal Python error: 
PyThreadState_Get: no current thread  Abort trap: 6"
+
+    A: This error happens typically when you have multiple version of Python 
on your system,
+    e.g, the one comes with the OS and the one installed by Homebrew. The 
Python linked by PySINGA must be the same as the Python interpreter.
+    You can check your interpreter by `which python` and check the Python 
linked by PySINGA via `otool -L <path to _singa_wrap.so>`.
+    To fix this error, compile SINGA with the correct version of Python.
+    In particular, if you build PySINGA from source, you need to specify the 
paths when invoking 
[cmake](http://stackoverflow.com/questions/15291500/i-have-2-versions-of-python-installed-but-cmake-is-using-older-version-how-do)
+
+        $ cmake -DPYTHON_LIBRARY=`python-config 
--prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config 
--prefix`/include/python2.7/ ..
+
+    If installed PySINGA from binary packages, e.g. debian or wheel, then you 
need to change the python interpreter, e.g., reset the $PATH to put the correct 
path of Python at the front position.

Modified: incubator/singa/site/trunk/en/_sources/docs/notebook/README.txt
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/notebook/README.txt?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/notebook/README.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/notebook/README.txt Fri Jan 13 
06:25:39 2017
@@ -1,3 +1,3 @@
 These are some examples in IPython notebooks.
 
-You can open them in [notebook 
viewer](http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/notebook/index.ipynb).
+You can open them in [notebook 
viewer](http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb).

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/issue-tracking.html (original)
+++ incubator/singa/site/trunk/en/community/issue-tracking.html Fri Jan 13 
06:25:39 2017
@@ -96,7 +96,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul class="current">

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/mail-lists.html (original)
+++ incubator/singa/site/trunk/en/community/mail-lists.html Fri Jan 13 06:25:39 
2017
@@ -96,7 +96,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul class="current">

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/source-repository.html (original)
+++ incubator/singa/site/trunk/en/community/source-repository.html Fri Jan 13 
06:25:39 2017
@@ -33,7 +33,7 @@
   
     <link rel="top" title="incubator-singa 1.0.1 documentation" 
href="../index.html"/>
         <link rel="next" title="Project Mailing Lists" href="mail-lists.html"/>
-        <link rel="prev" title="How to Contribute Documentation" 
href="../develop/contribute-docs.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">
 
 
@@ -96,7 +96,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul class="current">
@@ -184,7 +184,7 @@
         <a href="mail-lists.html" class="btn btn-neutral float-right" 
title="Project Mailing Lists" accesskey="n">Next <span class="fa 
fa-arrow-circle-right"></span></a>
       
       
-        <a href="../develop/contribute-docs.html" class="btn btn-neutral" 
title="How to Contribute Documentation" accesskey="p"><span class="fa 
fa-arrow-circle-left"></span> Previous</a>
+        <a href="../develop/contribute-docs.html" class="btn btn-neutral" 
title="How to Contribute to Documentation" accesskey="p"><span class="fa 
fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/team-list.html (original)
+++ incubator/singa/site/trunk/en/community/team-list.html Fri Jan 13 06:25:39 
2017
@@ -95,7 +95,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul class="current">

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-code.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-code.html Fri Jan 13 
06:25:39 2017
@@ -32,7 +32,7 @@
 
   
     <link rel="top" title="incubator-singa 1.0.1 documentation" 
href="../index.html"/>
-        <link rel="next" title="How to Contribute Documentation" 
href="contribute-docs.html"/>
+        <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">
 
@@ -101,7 +101,7 @@
 <li class="toctree-l2"><a class="reference internal" href="#pull-request">Pull 
Request</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute to Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>
@@ -216,7 +216,7 @@ will be automatically updated. For detai
   
     <div class="rst-footer-buttons" role="navigation" aria-label="footer 
navigation">
       
-        <a href="contribute-docs.html" class="btn btn-neutral float-right" 
title="How to Contribute Documentation" accesskey="n">Next <span class="fa 
fa-arrow-circle-right"></span></a>
+        <a href="contribute-docs.html" class="btn btn-neutral float-right" 
title="How to Contribute to Documentation" accesskey="n">Next <span class="fa 
fa-arrow-circle-right"></span></a>
       
       
         <a href="how-contribute.html" class="btn btn-neutral" title="How to 
Contribute to SINGA" accesskey="p"><span class="fa 
fa-arrow-circle-left"></span> Previous</a>

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-docs.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-docs.html Fri Jan 13 
06:25:39 2017
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>How to Contribute Documentation &mdash; incubator-singa 1.0.1 
documentation</title>
+  <title>How to Contribute to Documentation &mdash; incubator-singa 1.0.1 
documentation</title>
   
 
   
@@ -96,7 +96,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1 current"><a class="current reference internal" 
href="">How to Contribute Documentation</a><ul>
+<li class="toctree-l1 current"><a class="current reference internal" 
href="">How to Contribute to Documentation</a><ul>
 <li class="toctree-l2"><a class="reference internal" 
href="#website">Website</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#cpp-api">CPP 
API</a></li>
 </ul>
@@ -138,7 +138,7 @@
   <ul class="wy-breadcrumbs">
     <li><a href="../index.html">Docs</a> &raquo;</li>
       
-    <li>How to Contribute Documentation</li>
+    <li>How to Contribute to Documentation</li>
       <li class="wy-breadcrumbs-aside">
         
           
@@ -150,8 +150,8 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <div class="section" id="how-to-contribute-documentation">
-<span id="how-to-contribute-documentation"></span><h1>How to Contribute 
Documentation<a class="headerlink" href="#how-to-contribute-documentation" 
title="Permalink to this headline">¶</a></h1>
+  <div class="section" id="how-to-contribute-to-documentation">
+<span id="how-to-contribute-to-documentation"></span><h1>How to Contribute to 
Documentation<a class="headerlink" href="#how-to-contribute-to-documentation" 
title="Permalink to this headline">¶</a></h1>
 <div class="section" id="website">
 <span id="website"></span><h2>Website<a class="headerlink" href="#website" 
title="Permalink to this headline">¶</a></h2>
 <p>This document gives step-by-step instructions for deploying <a 
class="reference external" href="http://singa.incubator.apache.org";>Singa 
website</a>.</p>

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/how-contribute.html (original)
+++ incubator/singa/site/trunk/en/develop/how-contribute.html Fri Jan 13 
06:25:39 2017
@@ -96,7 +96,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="schedule.html">Development Schedule</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" 
href="">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute to Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/develop/schedule.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/schedule.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/schedule.html (original)
+++ incubator/singa/site/trunk/en/develop/schedule.html Fri Jan 13 06:25:39 2017
@@ -96,7 +96,7 @@
 <li class="toctree-l1 current"><a class="current reference internal" 
href="">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute to Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Fri Jan 13 06:25:39 2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="develop/contribute-docs.html">How to Contribute to Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>
@@ -157,14 +157,16 @@
 <li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#from-source">From source</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" 
href="docs/installation.html#build-singa-on-linux-and-mac-os">Build SINGA on 
Linux and Mac OS</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="docs/installation.html#install-singa-from-debian-package">Install SINGA 
from Debian Package</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="docs/installation.html#compile-singa-from-source-on-linux-and-mac-os">Compile
 SINGA from source on Linux and Mac OS</a><ul>
 <li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#compile-singa-together-with-dependent-libraries">Compile
 SINGA together with dependent libraries</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#install-dependent-libraries-and-compile-singa">Install
 dependent libraries and compile SINGA</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#install-dependent-libraries-and-then-compile-singa">Install
 dependent libraries and then compile SINGA</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#compile-singa-with-cuda-and-cudnn">Compile SINGA 
with CUDA and CUDNN</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#compile-singa-with-opencl-support-linux">Compile 
SINGA with OpenCL support (Linux)</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" 
href="docs/installation.html#build-singa-on-windows">Build SINGA on 
Windows</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="docs/installation.html#build-the-debian-packages">Build the Debian 
packages</a></li>
 <li class="toctree-l3"><a class="reference internal" 
href="docs/installation.html#faq">FAQ</a></li>
 </ul>
 </li>

Modified: incubator/singa/site/trunk/en/docs/cnn.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/cnn.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/cnn.html (original)
+++ incubator/singa/site/trunk/en/docs/cnn.html Fri Jan 13 06:25:39 2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/converter.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/converter.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/converter.html (original)
+++ incubator/singa/site/trunk/en/docs/converter.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/data.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/data.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/data.html (original)
+++ incubator/singa/site/trunk/en/docs/data.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/dependencies.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/dependencies.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/dependencies.html (original)
+++ incubator/singa/site/trunk/en/docs/dependencies.html Fri Jan 13 06:25:39 
2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/device.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/device.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/device.html (original)
+++ incubator/singa/site/trunk/en/docs/device.html Fri Jan 13 06:25:39 2017
@@ -120,7 +120,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/examples/caffe/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/caffe/README.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/caffe/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/caffe/README.html Fri Jan 13 
06:25:39 2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/examples/char-rnn/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/char-rnn/README.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/char-rnn/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/char-rnn/README.html Fri Jan 13 
06:25:39 2017
@@ -123,7 +123,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/examples/cifar10/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/cifar10/README.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/cifar10/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/cifar10/README.html Fri Jan 13 
06:25:39 2017
@@ -123,7 +123,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/examples/imagenet/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/imagenet/README.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/imagenet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/imagenet/README.html Fri Jan 13 
06:25:39 2017
@@ -123,7 +123,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/examples/index.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/index.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/index.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/index.html Fri Jan 13 06:25:39 
2017
@@ -120,7 +120,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/examples/mnist/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/mnist/README.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/mnist/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/mnist/README.html Fri Jan 13 
06:25:39 2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

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=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/image_tool.html (original)
+++ incubator/singa/site/trunk/en/docs/image_tool.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Fri Jan 13 06:25:39 2017
@@ -114,7 +114,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>
@@ -176,14 +176,16 @@
 <li class="toctree-l3"><a class="reference internal" 
href="installation.html#from-source">From source</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" 
href="installation.html#build-singa-on-linux-and-mac-os">Build SINGA on Linux 
and Mac OS</a><ul>
+<li class="toctree-l2"><a class="reference internal" 
href="installation.html#install-singa-from-debian-package">Install SINGA from 
Debian Package</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="installation.html#compile-singa-from-source-on-linux-and-mac-os">Compile 
SINGA from source on Linux and Mac OS</a><ul>
 <li class="toctree-l3"><a class="reference internal" 
href="installation.html#compile-singa-together-with-dependent-libraries">Compile
 SINGA together with dependent libraries</a></li>
-<li class="toctree-l3"><a class="reference internal" 
href="installation.html#install-dependent-libraries-and-compile-singa">Install 
dependent libraries and compile SINGA</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="installation.html#install-dependent-libraries-and-then-compile-singa">Install
 dependent libraries and then compile SINGA</a></li>
 <li class="toctree-l3"><a class="reference internal" 
href="installation.html#compile-singa-with-cuda-and-cudnn">Compile SINGA with 
CUDA and CUDNN</a></li>
 <li class="toctree-l3"><a class="reference internal" 
href="installation.html#compile-singa-with-opencl-support-linux">Compile SINGA 
with OpenCL support (Linux)</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" 
href="installation.html#build-singa-on-windows">Build SINGA on Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="installation.html#build-the-debian-packages">Build the Debian 
packages</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="installation.html#faq">FAQ</a></li>
 </ul>
 </li>

Modified: incubator/singa/site/trunk/en/docs/initializer.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/initializer.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/initializer.html (original)
+++ incubator/singa/site/trunk/en/docs/initializer.html Fri Jan 13 06:25:39 2017
@@ -119,7 +119,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/installation.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/installation.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/installation.html (original)
+++ incubator/singa/site/trunk/en/docs/installation.html Fri Jan 13 06:25:39 
2017
@@ -99,14 +99,16 @@
 <li class="toctree-l4"><a class="reference internal" href="#from-source">From 
source</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" 
href="#build-singa-on-linux-and-mac-os">Build SINGA on Linux and Mac OS</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="#install-singa-from-debian-package">Install SINGA from Debian 
Package</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#compile-singa-from-source-on-linux-and-mac-os">Compile SINGA from source 
on Linux and Mac OS</a><ul>
 <li class="toctree-l4"><a class="reference internal" 
href="#compile-singa-together-with-dependent-libraries">Compile SINGA together 
with dependent libraries</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#install-dependent-libraries-and-compile-singa">Install dependent 
libraries and compile SINGA</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#install-dependent-libraries-and-then-compile-singa">Install dependent 
libraries and then compile SINGA</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="#compile-singa-with-cuda-and-cudnn">Compile SINGA with CUDA and 
CUDNN</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="#compile-singa-with-opencl-support-linux">Compile SINGA with OpenCL 
support (Linux)</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" 
href="#build-singa-on-windows">Build SINGA on Windows</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="#build-the-debian-packages">Build the Debian packages</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#faq">FAQ</a></li>
 </ul>
 </li>
@@ -133,7 +135,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>
@@ -189,7 +191,7 @@
 <span id="installation"></span><h1>Installation<a class="headerlink" 
href="#installation" title="Permalink to this headline">¶</a></h1>
 <div class="section" id="install-pysinga">
 <span id="install-pysinga"></span><h2>Install PySINGA<a class="headerlink" 
href="#install-pysinga" title="Permalink to this headline">¶</a></h2>
-<p>PySINGA has been tested on Linux (Ubunu 14.04 and 16.04) and Mac OS 
(10.11).</p>
+<p>PySINGA has been tested on Linux (Ubunu 14.04 and 16.04) and Mac OS (10.11 
and 10.12).</p>
 <div class="section" id="install-dependent-libraries">
 <span id="install-dependent-libraries"></span><h3>Install dependent 
libraries<a class="headerlink" href="#install-dependent-libraries" 
title="Permalink to this headline">¶</a></h3>
 <p>Python 2.7 is required to run PySINGA.</p>
@@ -222,19 +224,22 @@ to avoid the conflicts of system path an
 </div>
 <div class="section" id="from-wheel">
 <span id="from-wheel"></span><h3>From wheel<a class="headerlink" 
href="#from-wheel" title="Permalink to this headline">¶</a></h3>
-<p>Currently, we have three versions of wheel files,</p>
-<div class="highlight-python"><div class="highlight"><pre># Ubuntu 14.04 
64-bit, CPU only, Python 2.7
-$ pip install --upgrade 
http://comp.nus.edu.sg/~dbsystem/singa/assets/file/ubuntu1404/singa-1.0.0-cp27-none-linux_x86_64.whl
-
-# Ubuntu 14.04 64-bit, GPU enabled, Python 2.7, CUDA toolkit 7.5 and CuDNN v5
-$ pip install --upgrade 
http://comp.nus.edu.sg/~dbsystem/singa/assets/file/ubuntu1404/cuda7.5-cudnn5/singa-1.0.0-cp27-none-linux_x86_64.whl
-
-# Mac OSX (10.11), CPU only, Python 2.7
-$ pip install --upgrade 
http://comp.nus.edu.sg/~dbsystem/singa/assets/file/pb2.6/singa-1.0.0-cp27-none-macosx_10_11_intel.whl
+<p>Currently, we have the following wheel files,</p>
+<p>| OS          | Device  | CUDA/CUDNN | Link |
+|:&#8212;-        
|:&#8212;&#8212;|&#8212;&#8212;|:&#8212;&#8212;-|:&#8212;&#8212;&#8211;|
+| Ubuntu14.04|CPU|-|<a class="reference external" 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cpp/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a>|
+| Ubuntu14.04|GPU|CUDA7.5+CUDNN4|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn4/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a>|
+| Ubuntu14.04|GPU|CUDA7.5+CUDNN5|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn5/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a>|
+| Ubuntu16.04|CPU|-|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cpp/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a>|
+| Ubuntu16.04|GPU|CUDA8+CUDNN5|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cuda8.0-cudnn5/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a>|
+| MacOSX10.11|CPU|-|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.11-cpp/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx";>history</a>|
+| MacOSX10.12|CPU|-|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.12-cpp/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx";>history</a>|</p>
+<p>Download the whl file and execute the following command to install 
PySINGA,</p>
+<div class="highlight-python"><div class="highlight"><pre>$ pip install 
--upgrade &lt;path to the whel file&gt;
 </pre></div>
 </div>
+<p>To install the wheel file compiled with CUDA, you need to install CUDA and 
export the <code class="docutils literal"><span 
class="pre">LD_LIBRARY_PATH</span></code> to CUDNN before running the above 
instruction.</p>
 <p>If you have sudo right, you can run the above commands using <code 
class="docutils literal"><span class="pre">sudo</span> <span 
class="pre">pip</span> <span class="pre">install</span></code> without python 
virtual environment.
-You can also download the <code class="docutils literal"><span 
class="pre">.whl</span></code> file and run <code class="docutils 
literal"><span class="pre">pip</span> <span class="pre">install</span> <span 
class="pre">&lt;the</span> <span class="pre">whl</span> <span 
class="pre">file</span> <span class="pre">directly&gt;</span></code>.
 The option <code class="docutils literal"><span 
class="pre">--upgrade</span></code> may cause errors sometimes, in which case 
you can ignore it.</p>
 </div>
 <div class="section" id="from-source">
@@ -252,11 +257,11 @@ $ sudo apt-get install swig
 </pre></div>
 </div>
 <p>Note that swig has to be installed from source on Ubuntu 14.04.
-After installing numpy, please export the header path of numpy.i as</p>
+After installing numpy, export the header path of numpy.i as</p>
 <div class="highlight-python"><div class="highlight"><pre>$ export 
CPLUS_INCLUDE_PATH=`python -c &quot;import numpy; print 
numpy.get_include()&quot;`:$CPLUS_INCLUDE_PATH
 </pre></div>
 </div>
-<p>Please compile SINGA from source (see the next section) with <code 
class="docutils literal"><span class="pre">cmake</span> <span 
class="pre">-DUSE_PYTHON=ON</span> <span class="pre">-DUSE_MODULES=ON</span> 
<span class="pre">..</span></code>,
+<p><strong>compile SINGA from source</strong> (see the next section) with 
<code class="docutils literal"><span class="pre">cmake</span> <span 
class="pre">-DUSE_PYTHON=ON</span> <span class="pre">..</span></code>,
 and then run the following commands,</p>
 <div class="highlight-python"><div class="highlight"><pre># under the build 
directory
 $ cd python
@@ -272,9 +277,25 @@ $ python setup.py bdist_wheel
 <p>The generated wheel file is under &#8220;dist&#8221; directory.</p>
 </div>
 </div>
-<div class="section" id="build-singa-on-linux-and-mac-os">
-<span id="build-singa-on-linux-and-mac-os"></span><h2>Build SINGA on Linux and 
Mac OS<a class="headerlink" href="#build-singa-on-linux-and-mac-os" 
title="Permalink to this headline">¶</a></h2>
-<p>The source files could be downloaded either as a <a class="reference 
external" 
href="https://dist.apache.org/repos/dist/dev/incubator/singa/1.0.0/apache-singa-incubating-1.0.0-RC2.tar.gz";>tar.gz
 file</a>, or as a git repo</p>
+<div class="section" id="install-singa-from-debian-package">
+<span id="install-singa-from-debian-package"></span><h2>Install SINGA from 
Debian Package<a class="headerlink" href="#install-singa-from-debian-package" 
title="Permalink to this headline">¶</a></h2>
+<p>We have prepared the Debian packages (on architecture: amd64) for SINGA as 
listed below,</p>
+<p>| OS          | Device  | CUDA/CUDNN | Link |
+|:&#8212;-        
|:&#8212;&#8212;|&#8212;&#8212;|:&#8212;&#8212;-|:&#8212;&#8212;&#8211;|
+| Ubuntu14.04|CPU|-|<a class="reference external" 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu14.04-cpp/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/";>history</a>|
+| Ubuntu14.04|GPU|CUDA7.5+CUDNN4|coming soon|
+| Ubuntu14.04|GPU|CUDA7.5+CUDNN5|coming soon|
+| Ubuntu16.04|CPU|-|<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu16.04-cpp/";>latest</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/";>history</a>|
+| Ubuntu16.04|GPU|CUDA8+CUDNN5|coming soon|</p>
+<p>Download the deb file and install it via</p>
+<div class="highlight-python"><div class="highlight"><pre>apt-get install 
&lt;path to the deb file, e.g., ./python-singa.deb&gt;
+</pre></div>
+</div>
+<p>To create the Debian packages, please refer to the README.md file under 
<code class="docutils literal"><span 
class="pre">SINGA_ROOT/tool/debian</span></code>.</p>
+</div>
+<div class="section" id="compile-singa-from-source-on-linux-and-mac-os">
+<span id="compile-singa-from-source-on-linux-and-mac-os"></span><h2>Compile 
SINGA from source on Linux and Mac OS<a class="headerlink" 
href="#compile-singa-from-source-on-linux-and-mac-os" title="Permalink to this 
headline">¶</a></h2>
+<p>The source files could be downloaded either as a <a class="reference 
external" href="https://dist.apache.org/repos/dist/dev/incubator/singa/";>tar.gz 
file</a>, or as a git repo</p>
 <div class="highlight-python"><div class="highlight"><pre>$ git clone 
https://github.com/apache/incubator-singa.git
 $ cd incubator-singa/
 </pre></div>
@@ -300,9 +321,9 @@ $ make
 <p>cmake would download OpenBlas and Protobuf (2.6.1) and compile them together
 with SINGA.</p>
 </div>
-<div class="section" id="install-dependent-libraries-and-compile-singa">
-<span id="install-dependent-libraries-and-compile-singa"></span><h3>Install 
dependent libraries and compile SINGA<a class="headerlink" 
href="#install-dependent-libraries-and-compile-singa" title="Permalink to this 
headline">¶</a></h3>
-<p>Users can also install the dependent libraries and link SINGA with them.</p>
+<div class="section" id="install-dependent-libraries-and-then-compile-singa">
+<span 
id="install-dependent-libraries-and-then-compile-singa"></span><h3>Install 
dependent libraries and then compile SINGA<a class="headerlink" 
href="#install-dependent-libraries-and-then-compile-singa" title="Permalink to 
this headline">¶</a></h3>
+<p>Users can also install the dependent libraries and then link SINGA with 
them.</p>
 <p>The following libraries are required</p>
 <ul class="simple">
 <li>google protobuf (&gt;=2.5,&lt;3)</li>
@@ -325,7 +346,7 @@ $ sudo apt-get install python2.7-dev pyt
 $ sudo apt-get install libopencv-dev libgoogle-glog-dev liblmdb-dev
 </pre></div>
 </div>
-<p>Please note that PySINGA requires swig &gt;=3.0, which could be installed 
via
+<p>Note that PySINGA requires swig &gt;=3.0, which could be installed via
 apt-get on Ubuntu 16.04; but it has to be installed from source for other 
Ubuntu versions including 14.04.</p>
 <p>The following instructions are tested on Mac OS X Yosemite (10.10.5) for 
installing dependent libraries.</p>
 <div class="highlight-python"><div class="highlight"><pre># required libraries
@@ -341,12 +362,12 @@ $ brew install -vd glog lmdb
 </pre></div>
 </div>
 <p>By default, openblas is installed into /usr/local/opt/openblas. To let the 
compiler (and cmake) know the openblas
-path, please export</p>
+path,</p>
 <div class="highlight-python"><div class="highlight"><pre>$ export 
CMAKE_INCLUDE_PATH=/usr/local/opt/openblas/include:$CMAKE_INCLUDE_PATH
 $ export CMAKE_LIBRARY_PATH=/usr/local/opt/openblas/lib:$CMAKE_LIBRARY_PATH
 </pre></div>
 </div>
-<p>To let the runtime know the openblas path, please export</p>
+<p>To let the runtime know the openblas path,</p>
 <div class="highlight-python"><div class="highlight"><pre>$ export 
LD_LIBRARY_PATH=/usr/local/opt/openblas/library:$LD_LIBRARY_PATH
 </pre></div>
 </div>
@@ -374,10 +395,10 @@ export CMAKE_LIBRARY_PATH=&lt;path to th
 </div>
 <div class="section" id="compile-singa-with-cuda-and-cudnn">
 <span id="compile-singa-with-cuda-and-cudnn"></span><h3>Compile SINGA with 
CUDA and CUDNN<a class="headerlink" href="#compile-singa-with-cuda-and-cudnn" 
title="Permalink to this headline">¶</a></h3>
-<p>Users are encouraged to install the cuda and
-<a class="reference external" 
href="https://developer.nvidia.com/cudnn";>cudnn</a> for running SINGA on GPUs to
+<p>Users are encouraged to install the CUDA and
+<a class="reference external" 
href="https://developer.nvidia.com/cudnn";>CUDNN</a> for running SINGA on GPUs to
 get better performance.</p>
-<p>SINGA has been tested over CUDA (7 and 7.5), and CUDNN (4-5.1).  If CUDNN is
+<p>SINGA has been tested over CUDA (7, 7.5, 8), and CUDNN (4 and 5).  If CUDNN 
is
 decompressed into non-system folder, e.g. /home/bob/local/cudnn/, the following
 commands should be executed for cmake and the runtime to find it</p>
 <div class="highlight-python"><div class="highlight"><pre>$ export 
CMAKE_INCLUDE_PATH=/home/bob/local/cudnn/include:$CMAKE_INCLUDE_PATH
@@ -437,7 +458,7 @@ $ cmake -G &quot;Visual Studio 14 Win64&
 </pre></div>
 </div>
 <p>If you get error outputs like &#8220;Could NOT find xxxxx&#8221; indicating 
a dependent
-library missing, please configure your library file and include path for cmake 
or the system.
+library missing, configure your library file and include path for cmake or the 
system.
 For example, you get an error &#8220;Could NOT find CBLAS&#8221; and suppose 
you installed
 openblas header files at &#8220;d:\include&#8221; and openblas library at 
&#8220;d:\lib&#8221;. You should run the
 following command to specify your cblas parameters in cmake:</p>
@@ -449,13 +470,20 @@ can run the following command:</p>
 <div class="highlight-python"><div class="highlight"><pre>$ cmake -LAH
 </pre></div>
 </div>
-<p>If you use cmake GUI tool in windows, please make sure you configure the 
right
+<p>If you use cmake GUI tool in windows, make sure you configure the right
 parameters for the singa solution by select &#8220;Advanced&#8221; box. After 
generating the VS project,
-please open the &#8220;singa.sln&#8221; project file under
+open the &#8220;singa.sln&#8221; project file under
 the &#8220;build&#8221; folder and compile it as a normal VS solution. You 
will find the
 unit tests file named &#8220;test_singa&#8221; in the project binary folder.
 If you get errors when running test_singa.exe due to 
libglog.dll/libopenblas.dll missing,
-please just copy the dll files into the same folder as test_singa.exe</p>
+just copy the dll files into the same folder as test_singa.exe</p>
+</div>
+<div class="section" id="build-the-debian-packages">
+<span id="build-the-debian-packages"></span><h2>Build the Debian packages<a 
class="headerlink" href="#build-the-debian-packages" title="Permalink to this 
headline">¶</a></h2>
+<div class="highlight-python"><div class="highlight"><pre>$ cd debian
+$ ./build.sh
+</pre></div>
+</div>
 </div>
 <div class="section" id="faq">
 <span id="faq"></span><h2>FAQ<a class="headerlink" href="#faq" 
title="Permalink to this headline">¶</a></h2>
@@ -467,23 +495,23 @@ steps show the solutions for different c
 <ol>
 <li><p class="first">Check the cudnn and cuda and gcc versions, cudnn5 and 
cuda7.5 and gcc4.8/4.9 are preferred. if gcc is 5.0, then downgrade it.
 If cudnn is missing or not match with the wheel version, you can download the 
correct version of cudnn into ~/local/cudnn/ and</p>
-<div class="highlight-python"><div class="highlight"><pre>echo &quot;export 
LD_LIBRARY_PATH=/home/&lt;yourname&gt;/local/cudnn/lib64:$LD_LIBRARY_PATH&quot; 
&gt;&gt; ~/.bashrc
+<div class="highlight-python"><div class="highlight"><pre> $ echo &quot;export 
LD_LIBRARY_PATH=/home/&lt;yourname&gt;/local/cudnn/lib64:$LD_LIBRARY_PATH&quot; 
&gt;&gt; ~/.bashrc
 </pre></div>
 </div>
 </li>
-<li><p class="first">If it is the problem related to protobuf, then please 
download the newest whl files which have <a class="reference external" 
href="https://issues.apache.org/jira/browse/SINGA-255";>compiled protobuf and 
openblas into the whl</a> file of PySINGA.
+<li><p class="first">If it is the problem related to protobuf, then download 
the newest whl files which have <a class="reference external" 
href="https://issues.apache.org/jira/browse/SINGA-255";>compiled protobuf and 
openblas into the whl</a> file of PySINGA.
 Or you can install protobuf from source into a local folder, say ~/local/;
 Decompress the tar file, and then</p>
-<div class="highlight-python"><div class="highlight"><pre>./configure 
--prefix=/home/&lt;yourname&gt;local
-make &amp;&amp; make install
-echo &quot;export 
LD_LIBRARY_PATH=/home/&lt;yourname&gt;/local/lib:$LD_LIBRARY_PATH&quot; 
&gt;&gt; ~/.bashrc
-source ~/.bashrc
+<div class="highlight-python"><div class="highlight"><pre> $ ./configure 
--prefix=/home/&lt;yourname&gt;local
+ $ make &amp;&amp; make install
+ $ echo &quot;export 
LD_LIBRARY_PATH=/home/&lt;yourname&gt;/local/lib:$LD_LIBRARY_PATH&quot; 
&gt;&gt; ~/.bashrc
+ $ source ~/.bashrc
 </pre></div>
 </div>
 </li>
-<li><p class="first">If it cannot find other libs including python, then 
please create virtual env using pip or conda;
+<li><p class="first">If it cannot find other libs including python, then 
create virtual env using pip or conda;
 and then install SINGA via</p>
-<div class="highlight-python"><div class="highlight"><pre>pip install 
--upgrade &lt;url of singa wheel&gt;
+<div class="highlight-python"><div class="highlight"><pre> $ pip install 
--upgrade &lt;url of singa wheel&gt;
 </pre></div>
 </div>
 </li>
@@ -492,11 +520,11 @@ and then install SINGA via</p>
 </ul>
 <ul>
 <li><p class="first">Q: Error from running <code class="docutils 
literal"><span class="pre">cmake</span> <span class="pre">..</span></code>, 
which cannot find the dependent libraries.</p>
-<p>A: If you haven&#8217;t installed the libraries, please install them. If 
you installed
+<p>A: If you haven&#8217;t installed the libraries, install them. If you 
installed
 the libraries in a folder that is outside of the system folder, e.g. 
/usr/local,
-please export the following variables</p>
-<div class="highlight-python"><div class="highlight"><pre>  export 
CMAKE_INCLUDE_PATH=&lt;path to your header file folder&gt;
-  export CMAKE_LIBRARY_PATH=&lt;path to your lib file folder&gt;
+you need to export the following variables</p>
+<div class="highlight-python"><div class="highlight"><pre>  $ export 
CMAKE_INCLUDE_PATH=&lt;path to your header file folder&gt;
+  $ export CMAKE_LIBRARY_PATH=&lt;path to your lib file folder&gt;
 </pre></div>
 </div>
 </li>
@@ -505,8 +533,10 @@ please export the following variables</p
 <li><p class="first">Q: Error from <code class="docutils literal"><span 
class="pre">make</span></code>, e.g. the linking phase</p>
 <p>A: If your libraries are in other folders than system default paths, you 
need
 to export the following varaibles</p>
-<p>$ export LIBRARY_PATH=<path to your lib file folder>
-$ export LD_LIBRARY_PATH=<path to your lib file folder></p>
+<div class="highlight-python"><div class="highlight"><pre>  $ export 
LIBRARY_PATH=&lt;path to your lib file folder&gt;
+  $ export LD_LIBRARY_PATH=&lt;path to your lib file folder&gt;
+</pre></div>
+</div>
 </li>
 </ul>
 <ul>
@@ -583,6 +613,17 @@ the virtual environment.</p>
 </pre></div>
 </div>
 </li>
+<li><p class="first">Q: When I run PySINGA in Mac OS X, I got the error 
&#8220;Fatal Python error: PyThreadState_Get: no current thread  Abort trap: 
6&#8221;</p>
+<p>A: This error happens typically when you have multiple version of Python on 
your system,
+e.g, the one comes with the OS and the one installed by Homebrew. The Python 
linked by PySINGA must be the same as the Python interpreter.
+You can check your interpreter by <code class="docutils literal"><span 
class="pre">which</span> <span class="pre">python</span></code> and check the 
Python linked by PySINGA via <code class="docutils literal"><span 
class="pre">otool</span> <span class="pre">-L</span> <span 
class="pre">&lt;path</span> <span class="pre">to</span> <span 
class="pre">_singa_wrap.so&gt;</span></code>.
+To fix this error, compile SINGA with the correct version of Python.
+In particular, if you build PySINGA from source, you need to specify the paths 
when invoking <a class="reference external" 
href="http://stackoverflow.com/questions/15291500/i-have-2-versions-of-python-installed-but-cmake-is-using-older-version-how-do";>cmake</a></p>
+<div class="highlight-python"><div class="highlight"><pre>  $ cmake 
-DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib 
-DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
+</pre></div>
+</div>
+<p>If installed PySINGA from binary packages, e.g. debian or wheel, then you 
need to change the python interpreter, e.g., reset the $PATH to put the correct 
path of Python at the front position.</p>
+</li>
 </ul>
 </div>
 </div>

Modified: incubator/singa/site/trunk/en/docs/layer.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/layer.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/layer.html (original)
+++ incubator/singa/site/trunk/en/docs/layer.html Fri Jan 13 06:25:39 2017
@@ -119,7 +119,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/loss.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/loss.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/loss.html (original)
+++ incubator/singa/site/trunk/en/docs/loss.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/metric.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/metric.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/metric.html (original)
+++ incubator/singa/site/trunk/en/docs/metric.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/net.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/net.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/net.html (original)
+++ incubator/singa/site/trunk/en/docs/net.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/neural-net.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/neural-net.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/neural-net.html (original)
+++ incubator/singa/site/trunk/en/docs/neural-net.html Fri Jan 13 06:25:39 2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/notebook/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/notebook/README.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/notebook/README.html (original)
+++ incubator/singa/site/trunk/en/docs/notebook/README.html Fri Jan 13 06:25:39 
2017
@@ -94,7 +94,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../../develop/contribute-docs.html">How to Contribute 
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>
@@ -145,7 +145,7 @@
            <div itemprop="articleBody">
             
   <p>These are some examples in IPython notebooks.</p>
-<p>You can open them in <a class="reference external" 
href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/notebook/index.ipynb";>notebook
 viewer</a>.</p>
+<p>You can open them in <a class="reference external" 
href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb";>notebook
 viewer</a>.</p>
 
 
            </div>

Modified: incubator/singa/site/trunk/en/docs/optimizer.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/optimizer.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/optimizer.html (original)
+++ incubator/singa/site/trunk/en/docs/optimizer.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/snapshot.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/snapshot.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/snapshot.html (original)
+++ incubator/singa/site/trunk/en/docs/snapshot.html Fri Jan 13 06:25:39 2017
@@ -115,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/software_stack.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/software_stack.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/software_stack.html (original)
+++ incubator/singa/site/trunk/en/docs/software_stack.html Fri Jan 13 06:25:39 
2017
@@ -120,7 +120,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/tensor.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/tensor.html?rev=1778497&r1=1778496&r2=1778497&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/tensor.html (original)
+++ incubator/singa/site/trunk/en/docs/tensor.html Fri Jan 13 06:25:39 2017
@@ -120,7 +120,7 @@
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
-<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>


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