Author: wangwei
Date: Sun Aug 27 13:42:12 2017
New Revision: 1806365

URL: http://svn.apache.org/viewvc?rev=1806365&view=rev
Log:
update the docs by jenkins for commit 074c551

Added:
    
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/
    
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/
    
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/
    
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/
    
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html
Modified:
    incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt
    incubator/singa/site/trunk/en/_sources/docs/installation.md.txt
    incubator/singa/site/trunk/en/community/team-list.html
    incubator/singa/site/trunk/en/docs.html
    incubator/singa/site/trunk/en/docs/index.html
    incubator/singa/site/trunk/en/docs/installation.html
    incubator/singa/site/trunk/en/objects.inv
    incubator/singa/site/trunk/en/searchindex.js

Modified: incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt?rev=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt 
(original)
+++ incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt Sun Aug 
27 13:42:12 2017
@@ -76,4 +76,7 @@ Developers
 
+--------------------+--------------------------------+-----------------------------------------------+
 | Kaiping Zheng      | [email protected]             | National University of 
Singapore              |
 
+--------------------+--------------------------------+-----------------------------------------------+
-
+| Moaz Reyad         | [email protected]            | National University of 
Singapore              |
++--------------------+--------------------------------+-----------------------------------------------+
+| Chang Yao          | [email protected]         | yzBigdata              
                       |
++--------------------+--------------------------------+-----------------------------------------------+

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=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.md.txt Sun Aug 27 
13:42:12 2017
@@ -3,7 +3,7 @@
 ## From Conda
 
 Conda is a package manager provided by 
[Anaconda](https://www.continuum.io/downloads) or 
[Miniconda](https://conda.io/miniconda.html).
-Currently, SINGA has conda packages (Python2.7) for Linux and MacOSX.
+Currently, SINGA has conda packages (Python 2.7 and Python 3.6) for Linux and 
MacOSX.
 
 ### Linux
 
@@ -105,10 +105,13 @@ The following libraries are optional
 2. run `cmake [options] ..`
   by default all options are OFF except `USE_PYTHON`
 
-    * `USE_MODUELS=ON`, used if protobuf and blas are not installed a prior
+    * `USE_MODULES=ON`, used if protobuf and blas are not installed a prior
     * `USE_CUDA=ON`, used if CUDA and cuDNN is available
     * `USE_PYTHON=ON`, used for compiling PySINGA
     * `USE_OPENCL=ON`, used for compiling with OpenCL support
+    * `PYTHON3=ON`, used for compiling with Python 3 support. (The default is 
Python 2)
+    * `PACKAGE=ON`, used for building the Debian package
+
 3. compile the code, e.g., `make`
 4. goto python folder
 5. run `pip install .`
@@ -127,8 +130,10 @@ The following instructions are tested on
     # required libraries
     $ sudo apt-get install libprotobuf-dev libopenblas-dev protobuf-compiler
 
-    # optional libraries
+    # optional libraries.
     $ sudo apt-get install python2.7-dev python-pip python-numpy
+    # for Python 3
+    $ sudo apt-get install python3-dev python3-numpy, python3-pip
     $ sudo apt-get install libopencv-dev libgoogle-glog-dev liblmdb-dev
 
 The following instructions are tested on Mac OS X Yosemite (10.11 and 10.12) 
for installing dependent libraries.
@@ -258,6 +263,17 @@ To build SINGA with OpenCL support, you
 
     cmake -DUSE_OPENCL=ON ..
 
+#### Compile SINGA with PYTHON2=ON
+
+The default Python version for SINGA is 3. SINGA can be built for Python 2 by 
setting PYTHON2=ON.
+
+#### Compile SINGA with PACKAGE=ON
+
+This setting is used to build the Debian package. Set PACKAGE=ON and build the 
package with make command like this:
+
+    $ cmake -DPACKAGE=ON
+    $ make package
+
 ### Compile SINGA on Windows
 
 For the dependent library installation, please refer to 
[Dependencies](dependencies.md).
@@ -299,7 +315,7 @@ just copy the dll files into the same fo
 * Q: Error from 'import singa' using PySINGA installed from wheel.
 
     A: Please check the detailed error from `python -c  "from singa import 
_singa_wrap"`. Sometimes it is
-    caused by the dependent libraries, e.g. there are multiple versions of 
protobuf or missing of cudnn. Following
+    caused by the dependent libraries, e.g. there are multiple versions of 
protobuf, missing of cudnn, numpy version mismatch. Following
     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
@@ -316,9 +332,18 @@ just copy the dll files into the same fo
             $ 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>
+    4. If it is not caused by the above reasons, go to the folder of 
`_singa_wrap.so`,
+
+            $ python
+            >> import importlib
+            >> importlib.import_module('_singa_wrap')
+
+      Check the error message. For example, if the numpy version mismatches, 
the error message would be,
+
+            RuntimeError: module compiled against API version 0xb but this 
version of numpy is 0xa
+
+      Then you need to upgrade the numpy.
 
 
 * Q: Error from running `cmake ..`, which cannot find the dependent libraries.
@@ -417,7 +442,7 @@ just copy the dll files into the same fo
 
 * 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,
+    A: This error happens typically when you have multiple version of Python 
on your system and you installed SINGA via pip (this problem is resolved for 
installation via conda),
     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.

Added: 
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt?rev=1806365&view=auto
==============================================================================
--- 
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
 (added)
+++ 
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
 Sun Aug 27 13:42:12 2017
@@ -0,0 +1,43 @@
+---
+name: Inception V4 on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+parameter_url: 
https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
+parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56
+license: https://github.com/tensorflow/models/tree/master/slim
+---
+
+# Image Classification using Inception V4
+
+In this example, we convert Inception V4 trained on Tensorflow to SINGA for 
image classification.
+
+## Instructions
+
+* Download the parameter checkpoint file
+
+        $ wget
+        $ tar xvf inception_v4.tar.gz
+
+* Download 
[synset_word.txt](https://github.com/BVLC/caffe/blob/master/data/ilsvrc12/get_ilsvrc_aux.sh)
 file.
+
+* Run the program
+
+        # use cpu
+        $ python serve.py -C &
+        # use gpu
+        $ python serve.py &
+
+* Submit images for classification
+
+        $ curl -i -F [email protected] http://localhost:9999/api
+        $ curl -i -F [email protected] http://localhost:9999/api
+        $ curl -i -F [email protected] http://localhost:9999/api
+
+image1.jpg, image2.jpg and image3.jpg should be downloaded before executing 
the above commands.
+
+## Details
+
+We first extract the parameter values from [Tensorflow's checkpoint 
file](http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz) 
into a pickle version.
+After downloading and decompressing the checkpoint file, run the following 
script
+
+    $ python convert.py --file_name=inception_v4.ckpt

Added: 
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=1806365&view=auto
==============================================================================
--- 
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
 (added)
+++ 
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
 Sun Aug 27 13:42:12 2017
@@ -0,0 +1,51 @@
+---
+name: VGG models on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+license: 
https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py
+---
+
+# Image Classification using VGG
+
+
+In this example, we convert VGG on 
[PyTorch](https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.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/vgg/vgg11.tar.gz
+        $ wget 
https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
+        $ tar xvf vgg11.tar.gz
+
+* Usage
+
+        $ python serve.py -h
+
+* 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 &
+
+  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)
+  * With batch-normalization, 
[11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11_bn.tar.gz), 
[13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13_bn.tar.gz), 
[16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16_bn.tar.gz), 
[19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19_bn.tar.gz)
+
+* Submit images for classification
+
+        $ curl -i -F [email protected] http://localhost:9999/api
+        $ curl -i -F [email protected] http://localhost:9999/api
+        $ curl -i -F [email protected] 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/community/team-list.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/team-list.html?rev=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/team-list.html (original)
+++ incubator/singa/site/trunk/en/community/team-list.html Sun Aug 27 13:42:12 
2017
@@ -270,6 +270,14 @@
 <td><a class="reference external" 
href="mailto:kaiping&#37;&#52;&#48;apache&#46;org";>kaiping<span>&#64;</span>apache<span>&#46;</span>org</a></td>
 <td>National University of Singapore</td>
 </tr>
+<tr class="row-even"><td>Moaz Reyad</td>
+<td><a class="reference external" 
href="mailto:moazreyad&#37;&#52;&#48;gmail&#46;com";>moazreyad<span>&#64;</span>gmail<span>&#46;</span>com</a></td>
+<td>National University of Singapore</td>
+</tr>
+<tr class="row-odd"><td>Chang Yao</td>
+<td><a class="reference external" 
href="mailto:yaochang2009&#37;&#52;&#48;gmail&#46;com";>yaochang2009<span>&#64;</span>gmail<span>&#46;</span>com</a></td>
+<td>yzBigdata</td>
+</tr>
 </tbody>
 </table>
 </div>

Modified: incubator/singa/site/trunk/en/docs.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Sun Aug 27 13:42:12 2017
@@ -167,6 +167,8 @@
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#compile-with-use-python-on">Compile with 
USE_PYTHON=ON</a></li>
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#compile-singa-with-use-cuda-on">Compile SINGA with 
USE_CUDA=ON</a></li>
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#compile-singa-with-use-opencl-on">Compile SINGA 
with USE_OPENCL=ON</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#compile-singa-with-python2-on">Compile SINGA with 
PYTHON2=ON</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#compile-singa-with-package-on">Compile SINGA with 
PACKAGE=ON</a></li>
 </ul>
 </li>
 <li class="toctree-l4"><a class="reference internal" 
href="docs/installation.html#compile-singa-on-windows">Compile SINGA on 
Windows</a></li>

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Sun Aug 27 13:42:12 2017
@@ -186,6 +186,8 @@
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#compile-with-use-python-on">Compile with 
USE_PYTHON=ON</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#compile-singa-with-use-cuda-on">Compile SINGA with 
USE_CUDA=ON</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#compile-singa-with-use-opencl-on">Compile SINGA with 
USE_OPENCL=ON</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="installation.html#compile-singa-with-python2-on">Compile SINGA with 
PYTHON2=ON</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="installation.html#compile-singa-with-package-on">Compile SINGA with 
PACKAGE=ON</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" 
href="installation.html#compile-singa-on-windows">Compile SINGA on 
Windows</a></li>

Modified: incubator/singa/site/trunk/en/docs/installation.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/installation.html?rev=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/installation.html (original)
+++ incubator/singa/site/trunk/en/docs/installation.html Sun Aug 27 13:42:12 
2017
@@ -191,7 +191,7 @@
 <div class="section" id="from-conda">
 <span id="from-conda"></span><h2>From Conda<a class="headerlink" 
href="#from-conda" title="Permalink to this headline">¶</a></h2>
 <p>Conda is a package manager provided by <a class="reference external" 
href="https://www.continuum.io/downloads";>Anaconda</a> or <a class="reference 
external" href="https://conda.io/miniconda.html";>Miniconda</a>.
-Currently, SINGA has conda packages (Python2.7) for Linux and MacOSX.</p>
+Currently, SINGA has conda packages (Python 2.7 and Python 3.6) for Linux and 
MacOSX.</p>
 <div class="section" id="linux">
 <span id="linux"></span><h3>Linux<a class="headerlink" href="#linux" 
title="Permalink to this headline">¶</a></h3>
 <ol>
@@ -295,10 +295,12 @@ $ cd incubator-singa/
 <li>create a <code class="docutils literal"><span 
class="pre">build</span></code> folder inside incubator-singa and go into that 
folder</li>
 <li>run <code class="docutils literal"><span class="pre">cmake</span> <span 
class="pre">[options]</span> <span class="pre">..</span></code>
 by default all options are OFF except <code class="docutils literal"><span 
class="pre">USE_PYTHON</span></code><ul>
-<li><code class="docutils literal"><span 
class="pre">USE_MODUELS=ON</span></code>, used if protobuf and blas are not 
installed a prior</li>
+<li><code class="docutils literal"><span 
class="pre">USE_MODULES=ON</span></code>, used if protobuf and blas are not 
installed a prior</li>
 <li><code class="docutils literal"><span 
class="pre">USE_CUDA=ON</span></code>, used if CUDA and cuDNN is available</li>
 <li><code class="docutils literal"><span 
class="pre">USE_PYTHON=ON</span></code>, used for compiling PySINGA</li>
 <li><code class="docutils literal"><span 
class="pre">USE_OPENCL=ON</span></code>, used for compiling with OpenCL 
support</li>
+<li><code class="docutils literal"><span class="pre">PYTHON3=ON</span></code>, 
used for compiling with Python 3 support. (The default is Python 2)</li>
+<li><code class="docutils literal"><span class="pre">PACKAGE=ON</span></code>, 
used for building the Debian package</li>
 </ul>
 </li>
 <li>compile the code, e.g., <code class="docutils literal"><span 
class="pre">make</span></code></li>
@@ -317,8 +319,10 @@ apt-get, yum, and homebrew. Please refer
 <div class="highlight-default"><div class="highlight"><pre><span></span># 
required libraries
 $ sudo apt-get install libprotobuf-dev libopenblas-dev protobuf-compiler
 
-# optional libraries
+# optional libraries.
 $ sudo apt-get install python2.7-dev python-pip python-numpy
+# for Python 3
+$ sudo apt-get install python3-dev python3-numpy, python3-pip
 $ sudo apt-get install libopencv-dev libgoogle-glog-dev liblmdb-dev
 </pre></div>
 </div>
@@ -444,6 +448,18 @@ Remember to add its directory to <code c
 </pre></div>
 </div>
 </div>
+<div class="section" id="compile-singa-with-python2-on">
+<span id="compile-singa-with-python2-on"></span><h4>Compile SINGA with 
PYTHON2=ON<a class="headerlink" href="#compile-singa-with-python2-on" 
title="Permalink to this headline">¶</a></h4>
+<p>The default Python version for SINGA is 3. SINGA can be built for Python 2 
by setting PYTHON2=ON.</p>
+</div>
+<div class="section" id="compile-singa-with-package-on">
+<span id="compile-singa-with-package-on"></span><h4>Compile SINGA with 
PACKAGE=ON<a class="headerlink" href="#compile-singa-with-package-on" 
title="Permalink to this headline">¶</a></h4>
+<p>This setting is used to build the Debian package. Set PACKAGE=ON and build 
the package with make command like this:</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>$ 
cmake -DPACKAGE=ON
+$ make package
+</pre></div>
+</div>
+</div>
 </div>
 <div class="section" id="compile-singa-on-windows">
 <span id="compile-singa-on-windows"></span><h3>Compile SINGA on Windows<a 
class="headerlink" href="#compile-singa-on-windows" title="Permalink to this 
headline">¶</a></h3>
@@ -487,7 +503,7 @@ just copy the dll files into the same fo
 <ul>
 <li><p class="first">Q: Error from &#8216;import singa&#8217; using PySINGA 
installed from wheel.</p>
 <p>A: Please check the detailed error from <code class="docutils 
literal"><span class="pre">python</span> <span class="pre">-c</span> <span 
class="pre">&quot;from</span> <span class="pre">singa</span> <span 
class="pre">import</span> <span class="pre">_singa_wrap&quot;</span></code>. 
Sometimes it is
-caused by the dependent libraries, e.g. there are multiple versions of 
protobuf or missing of cudnn. Following
+caused by the dependent libraries, e.g. there are multiple versions of 
protobuf, missing of cudnn, numpy version mismatch. Following
 steps show the solutions for different cases</p>
 <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.
@@ -506,13 +522,23 @@ Decompress the tar file, and then</p>
 </pre></div>
 </div>
 </li>
-<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-default"><div class="highlight"><pre><span></span> $ pip 
install --upgrade &lt;url of singa wheel&gt;
+<li><p class="first">If it cannot find other libs including python, then 
create virtual env using pip or conda;</p>
+</li>
+<li><p class="first">If it is not caused by the above reasons, go to the 
folder of <code class="docutils literal"><span 
class="pre">_singa_wrap.so</span></code>,</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span> $ 
python
+ &gt;&gt; import importlib
+ &gt;&gt; importlib.import_module(&#39;_singa_wrap&#39;)
 </pre></div>
 </div>
 </li>
 </ol>
+<div class="highlight-default"><div class="highlight"><pre><span></span><span 
class="n">Check</span> <span class="n">the</span> <span class="n">error</span> 
<span class="n">message</span><span class="o">.</span> <span 
class="n">For</span> <span class="n">example</span><span class="p">,</span> 
<span class="k">if</span> <span class="n">the</span> <span 
class="n">numpy</span> <span class="n">version</span> <span 
class="n">mismatches</span><span class="p">,</span> <span class="n">the</span> 
<span class="n">error</span> <span class="n">message</span> <span 
class="n">would</span> <span class="n">be</span><span class="p">,</span>
+
+      <span class="ne">RuntimeError</span><span class="p">:</span> <span 
class="n">module</span> <span class="n">compiled</span> <span 
class="n">against</span> <span class="n">API</span> <span 
class="n">version</span> <span class="mh">0xb</span> <span class="n">but</span> 
<span class="n">this</span> <span class="n">version</span> <span 
class="n">of</span> <span class="n">numpy</span> <span class="ow">is</span> 
<span class="mh">0xa</span>
+
+<span class="n">Then</span> <span class="n">you</span> <span 
class="n">need</span> <span class="n">to</span> <span class="n">upgrade</span> 
<span class="n">the</span> <span class="n">numpy</span><span class="o">.</span>
+</pre></div>
+</div>
 </li>
 </ul>
 <ul>
@@ -611,7 +637,7 @@ the virtual environment.</p>
 </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,
+<p>A: This error happens typically when you have multiple version of Python on 
your system and you installed SINGA via pip (this problem is resolved for 
installation via conda),
 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.

Added: 
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html?rev=1806365&view=auto
==============================================================================
--- 
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
 (added)
+++ 
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
 Sun Aug 27 13:42:12 2017
@@ -0,0 +1,290 @@
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+  <ul class="wy-breadcrumbs">
+    <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
+      
+    <li>Image Classification using Inception V4</li>
+      <li class="wy-breadcrumbs-aside">
+        
+          
+        
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
+           <div itemprop="articleBody">
+            
+  <hr class="docutils" />
+<p>name: Inception V4 on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+parameter_url: 
https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
+parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56
+license: https://github.com/tensorflow/models/tree/master/slim</p>
+<hr class="docutils" />
+<div class="section" id="image-classification-using-inception-v4">
+<span id="image-classification-using-inception-v4"></span><h1>Image 
Classification using Inception V4<a class="headerlink" 
href="#image-classification-using-inception-v4" title="Permalink to this 
headline">¶</a></h1>
+<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for 
image classification.</p>
+<div class="section" id="instructions">
+<span id="instructions"></span><h2>Instructions<a class="headerlink" 
href="#instructions" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p class="first">Download the parameter checkpoint file</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  $ 
wget
+  $ tar xvf inception_v4.tar.gz
+</pre></div>
+</div>
+</li>
+<li><p class="first">Download <a class="reference external" 
href="https://github.com/BVLC/caffe/blob/master/data/ilsvrc12/get_ilsvrc_aux.sh";>synset_word.txt</a>
 file.</p>
+</li>
+<li><p class="first">Run the program</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  # 
use cpu
+  $ python serve.py -C &amp;
+  # use gpu
+  $ python serve.py &amp;
+</pre></div>
+</div>
+</li>
+<li><p class="first">Submit images for classification</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  $ 
curl -i -F [email protected] http://localhost:9999/api
+  $ curl -i -F [email protected] http://localhost:9999/api
+  $ curl -i -F [email protected] http://localhost:9999/api
+</pre></div>
+</div>
+</li>
+</ul>
+<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing 
the above commands.</p>
+</div>
+<div class="section" id="details">
+<span id="details"></span><h2>Details<a class="headerlink" href="#details" 
title="Permalink to this headline">¶</a></h2>
+<p>We first extract the parameter values from <a class="reference external" 
href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz";>Tensorflow&#8217;s
 checkpoint file</a> into a pickle version.
+After downloading and decompressing the checkpoint file, run the following 
script</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>$ 
python convert.py --file_name=inception_v4.ckpt
+</pre></div>
+</div>
+</div>
+</div>
+
+
+           </div>
+          </div>
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project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
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+
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\ No newline at end of file

Added: 
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html?rev=1806365&view=auto
==============================================================================
--- 
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(added)
+++ 
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html 
Sun Aug 27 13:42:12 2017
@@ -0,0 +1,298 @@
+
+
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
+<head>
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+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>Image Classification using VGG &mdash; incubator-singa 1.1.0 
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+      
+    <li>Image Classification using VGG</li>
+      <li class="wy-breadcrumbs-aside">
+        
+          
+        
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
+           <div itemprop="articleBody">
+            
+  <hr class="docutils" />
+<p>name: VGG models on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+license: 
https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</p>
+<hr class="docutils" />
+<div class="section" id="image-classification-using-vgg">
+<span id="image-classification-using-vgg"></span><h1>Image Classification 
using VGG<a class="headerlink" href="#image-classification-using-vgg" 
title="Permalink to this headline">¶</a></h1>
+<p>In this example, we convert VGG on <a class="reference external" 
href="https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py";>PyTorch</a>
+to SINGA for image classification.</p>
+<div class="section" id="instructions">
+<span id="instructions"></span><h2>Instructions<a class="headerlink" 
href="#instructions" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p class="first">Download one parameter checkpoint file (see below) and 
the synset word file of ImageNet into this folder, e.g.,</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  $ 
wget https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz
+  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
+  $ tar xvf vgg11.tar.gz
+</pre></div>
+</div>
+</li>
+<li><p class="first">Usage</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  $ 
python serve.py -h
+</pre></div>
+</div>
+</li>
+<li><p class="first">Example</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  # 
use cpu
+  $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 
--use_cpu &amp;
+  # use gpu
+  $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 &amp;
+</pre></div>
+</div>
+<p>The parameter files for the following model and depth configuration pairs 
are provided:</p>
+<ul class="simple">
+<li>Without batch-normalization, <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz";>11</a>, 
<a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13.tar.gz";>13</a>, 
<a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16.tar.gz";>16</a>, 
<a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19.tar.gz";>19</a></li>
+<li>With batch-normalization, <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11_bn.tar.gz";>11</a>,
 <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13_bn.tar.gz";>13</a>,
 <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16_bn.tar.gz";>16</a>,
 <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19_bn.tar.gz";>19</a></li>
+</ul>
+</li>
+<li><p class="first">Submit images for classification</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>  $ 
curl -i -F [email protected] http://localhost:9999/api
+  $ curl -i -F [email protected] http://localhost:9999/api
+  $ curl -i -F [email protected] http://localhost:9999/api
+</pre></div>
+</div>
+</li>
+</ul>
+<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing 
the above commands.</p>
+</div>
+<div class="section" id="details">
+<span id="details"></span><h2>Details<a class="headerlink" href="#details" 
title="Permalink to this headline">¶</a></h2>
+<p>The parameter files were converted from the pytorch via the convert.py 
program.</p>
+<p>Usage:</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>$ 
python convert.py -h
+</pre></div>
+</div>
+</div>
+</div>
+
+
+           </div>
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &copy; Copyright 2017 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+
+    </p>
+  </div>
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href="https://github.com/snide/sphinx_rtd_theme";>theme</a> provided by <a 
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+
+</footer>
+
+        </div>
+      </div>
+
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+
+  </div>
+  
+
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+  
+
+    <script type="text/javascript">
+        var DOCUMENTATION_OPTIONS = {
+            URL_ROOT:'../../../../../',
+            VERSION:'1.1.0',
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+        };
+    </script>
+      <script type="text/javascript" 
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+          SphinxRtdTheme.StickyNav.enable();
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+  
+
+<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" 
aria-label="versions">
+  <span class="rst-current-version" data-toggle="rst-current-version">
+    <span class="fa fa-book"> incubator-singa </span>
+    v: latest
+    <span class="fa fa-caret-down"></span>
+  </span>
+  <div class="rst-other-versions">
+      <dl>
+          <dt>Languages</dt>
+          <dd><a href="../../../../../../en/index.html">English</a></dd>
+          <dd><a href="../../../../../../zh/index.html">中文</a></dd>
+      </dl>
+      <dl>
+          <dt>Versions</dt>
+          <dd><a href="http://singa.apache.org/v0.3.0/";>0.3</a></dd>
+          <dd><a href="http://singa.apache.org/v1.1.0/";>1.1</a></dd>
+      </dl>
+
+  </div>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.png" style="background-color:white;"> </a>
+</div>
+
+ <a href="https://github.com/apache/incubator-singa";>
+    <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 
10000;"
+        
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+        alt="Fork me on GitHub">
+</a>
+
+ 
+
+
+</body>
+</html>
\ No newline at end of file

Modified: incubator/singa/site/trunk/en/objects.inv
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/objects.inv?rev=1806365&r1=1806364&r2=1806365&view=diff
==============================================================================
Binary files - no diff available.


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