Author: wangwei
Date: Mon Jan 23 04:55:46 2017
New Revision: 1779877
URL: http://svn.apache.org/viewvc?rev=1779877&view=rev
Log:
update the docs by jenkins for commit 2d5f696
Added:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/
incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/
incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/README.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/
incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/README.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/cifar10/
incubator/singa/site/trunk/en/_sources/docs/model_zoo/cifar10/README.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/
incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/README.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/mnist/
incubator/singa/site/trunk/en/_sources/docs/model_zoo/mnist/README.txt
incubator/singa/site/trunk/en/docs/model_zoo/
incubator/singa/site/trunk/en/docs/model_zoo/caffe/
incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html
incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/
incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html
incubator/singa/site/trunk/en/docs/model_zoo/cifar10/
incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/README.html
incubator/singa/site/trunk/en/docs/model_zoo/index.html
incubator/singa/site/trunk/en/docs/model_zoo/mnist/
incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html
Modified:
incubator/singa/site/trunk/en/_sources/docs/index.txt
incubator/singa/site/trunk/en/_sources/docs/installation.txt
incubator/singa/site/trunk/en/_sources/docs/net.txt
incubator/singa/site/trunk/en/_sources/index.txt
incubator/singa/site/trunk/en/develop/schedule.html
incubator/singa/site/trunk/en/docs.html
incubator/singa/site/trunk/en/docs/converter.html
incubator/singa/site/trunk/en/docs/data.html
incubator/singa/site/trunk/en/docs/device.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/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/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/genindex.html
incubator/singa/site/trunk/en/index.html
incubator/singa/site/trunk/en/objects.inv
incubator/singa/site/trunk/en/searchindex.js
Modified: incubator/singa/site/trunk/en/_sources/docs/index.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/index.txt?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/index.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/index.txt Mon Jan 23 04:55:46
2017
@@ -36,4 +36,4 @@ Documentation
snapshot
converter
utils
- examples/index
+ model_zoo/index
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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.txt Mon Jan 23
04:55:46 2017
@@ -1,13 +1,14 @@
# Installation
-## Install PySINGA
+## From wheel
+Users can download the pre-compiled wheel files to install PySINGA.
PySINGA has been tested on Linux (Ubunu 14.04 and 16.04) and Mac OS (10.11 and
10.12).
-### Install dependent libraries
+### Pre-requisite
-Python 2.7 is required to run PySINGA.
+Python 2.7 and pip are required
# For Ubuntu
$ sudo apt-get install python2.7-dev python-pip
@@ -16,6 +17,9 @@ Python 2.7 is required to run PySINGA.
$ brew tap homebrew/python
$ brew install python
+Note for Mac OS, you need to configure the (python) paths correctly if
multiple python versions are installed.
+Refer to FAQ for the errors and solutions.
+
### Virtual environment
Users are recommended to use PySINGA in python virtual environment.
@@ -37,15 +41,15 @@ Note that in python virtual environment,
to avoid the conflicts of system path and virtual environment path.
-### From wheel
+### Instructions
-Currently, we have the following wheel files,
+Currently, the following wheel files are available,
<table border="1">
<tr>
<th>OS</th>
<th>Device</th>
- <th>CUDA/CUDNN</th>
+ <th>CUDA/cuDNN</th>
<th>Link</th>
</tr>
<tr>
@@ -57,13 +61,13 @@ Currently, we have the following wheel f
<tr>
<td>Ubuntu14.04</td>
<td>GPU</td>
- <td>CUDA7.5+CUDNN4</td>
+ <td>CUDA7.5+cuDNN4</td>
<td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn4/";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
</tr>
<tr>
<td>Ubuntu14.04</td>
<td>GPU</td>
- <td>CUDA7.5+CUDNN5</td>
+ <td>CUDA7.5+cuDNN5</td>
<td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn5/";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
</tr>
<tr>
@@ -75,7 +79,7 @@ Currently, we have the following wheel f
<tr>
<td>Ubuntu16.04</td>
<td>GPU</td>
- <td>CUDA8.0+CUDNN5</td>
+ <td>CUDA8.0+cuDNN5</td>
<td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cuda8.0-cudnn5/";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
</tr>
<tr>
@@ -96,85 +100,50 @@ Download the whl file and execute the fo
$ 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.
+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.
The option `--upgrade` may cause errors sometimes, in which case you can
ignore it.
-### From source
-
-To build the PySINGA from source, the following dependent libraries are
required,
-
-* swig(>=3.0.10)
-* numpy(>=1.11.0)
-
-They can be installed by
-
- $ Ubuntu 14.04 and 16.04
- $ sudo apt-get install python-numpy
- # Ubuntu 16.04
- $ sudo apt-get install swig
-
-Note that swig has to be installed from source on Ubuntu 14.04.
-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
-
-**compile SINGA from source** (see the next section) with `cmake
-DUSE_PYTHON=ON ..`,
-and then run the following commands,
-
- # under the build directory
- $ cd python
- $ pip install .
-
-Developers can build the wheel file via
-
- # under the build directory
- $ cd python
- $ python setup.py bdist_wheel
-
-The generated wheel file is under "dist" directory.
-
-
-## Install SINGA from Debian Package
+## From Debian Package
-We have prepared the Debian packages (on architecture: amd64) for SINGA as
listed below,
+The following Debian packages (on architecture: amd64) are available
<table border="1">
<tr>
<th>OS</th>
<th>Device</th>
- <th>CUDA/CUDNN</th>
+ <th>CUDA/cuDNN</th>
<th>Link</th>
</tr>
<tr>
<td>Ubuntu14.04</td>
<td>CPU</td>
<td>-</td>
- <td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu14.04-cpp/";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian";>history</a></td>
+ <td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu14.04-cpp/python-singa.deb";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian";>history</a></td>
</tr>
<tr>
<td>Ubuntu14.04</td>
<td>GPU</td>
- <td>CUDA7.5+CUDNN4</td>
+ <td>CUDA7.5+cuDNN4</td>
<td>coming soon</td>
</tr>
<tr>
<td>Ubuntu14.04</td>
<td>GPU</td>
- <td>CUDA7.5+CUDNN5</td>
+ <td>CUDA7.5+cuDNN5</td>
<td>coming soon</td>
</tr>
<tr>
<td>Ubuntu16.04</td>
<td>CPU</td>
<td>-</td>
- <td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu16.04-cpp/";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian";>history</a></td>
+ <td><a
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu16.04-cpp/python-singa.deb";>latest</a>,
<a
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian";>history</a></td>
</tr>
<tr>
<td>Ubuntu16.04</td>
<td>GPU</td>
- <td>CUDA8.0+CUDNN5</td>
+ <td>CUDA8.0+cuDNN5</td>
<td>coming soon</td>
</tr>
</table>
@@ -183,69 +152,54 @@ Download the deb file and install it via
apt-get install <path to the deb file, e.g., ./python-singa.deb>
-To create the Debian packages, please refer to the README.md file under
`SINGA_ROOT/tool/debian`.
-
-
-## Use SINGA Docker Images
-
-A list of Docker images with SINGA installed are available on
[Dockerhub](https://hub.docker.com/r/nusdbsystem/singa/).
-To use the image, run
-
- # for images built without CUDA
- $ docker run -it nusdbsystem/singa:<tag> /bin/bash
- # for images built with CUDA support
- $ nvidia-docker run -it nusdbsystem/singa:<tag> /bin/bash
-
-All available tags and descriptions are on
[Dockerhub](https://hub.docker.com/r/nusdbsystem/singa/) and
[Github](https://github.com/apache/incubator-singa/blob/master/tool/docker/README.md)
+Note that the path must include `./` if the file in inside the current folder.
-## Compile SINGA from source on Linux and Mac OS
+## From source
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/
-cmake (>=2.8) is used for compile SINGA, which can be installed by
-
- # For Ubuntu 14.04 and 16.04
- $ sudo apt-get install cmake
-
-GCC (>=4.8.1) is required to compile SINGA on Linux.
-For Mac OS users, you can use either GCC or Clang.
-
-### Compile SINGA together with dependent libraries
-
-SINGA code uses CBLAS and Protobuf (>=2.5, <3).
-If they are not installed in your OS, you can compile SINGA together with them
-
- $ In SINGA ROOT folder
- $ mkdir build
- $ cd build
- $ cmake -DUSE_MODULES=ON ..
- $ make
-
-cmake would download OpenBlas and Protobuf (2.6.1) and compile them together
-with SINGA.
-
-### Install dependent libraries and then compile SINGA
-
-Users can also install the dependent libraries and then link SINGA with them.
+### Pre-requisite
The following libraries are required
+* cmake (>=2.8)
+* gcc (>=4.8.1) or Clang
* google protobuf (>=2.5,<3)
* blas (tested with openblas >=0.2.10)
-
+* swig(>=3.0.10) for compiling PySINGA
+* numpy(>=1.11.0) for compiling PySINGA
The following libraries are optional
* opencv (tested with 2.4.8)
* lmdb (tested with 0.9)
* glog
+### Instructions
+
+1. create a `build` folder inside incubator-singa and go into that folder
+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_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
+3. compile the code, e.g., `make`
+4. goto python folder
+5. run `pip install .`
+6. [optional] run `python setup.py bdist_wheel` to generate the wheel file
+
+Step 4 and 5 are to install PySINGA.
+Details on the installation of dependent libraries and the instructions for
each OS are given in the following sections.
+
+### Linux and Mac OS
Most of the dependent libraries could be installed from source or via package
mangers like
apt-get, yum, and homebrew. Please refer to FAQ for problems caused by the
path setting of the dependent libraries.
-The following instructions are tested on Ubuntu 14.04 for installing dependent
libraries.
+The following instructions are tested on Ubuntu 14.04 and 16.04for installing
dependent libraries.
# required libraries
$ sudo apt-get install libprotobuf-dev libopenblas-dev protobuf-compiler
@@ -254,10 +208,7 @@ 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
-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.
+The following instructions are tested on Mac OS X Yosemite (10.11 and 10.12)
for installing dependent libraries.
# required libraries
$ brew tap homebrew/science
@@ -281,20 +232,25 @@ To let the runtime know the openblas pat
$ export LD_LIBRARY_PATH=/usr/local/opt/openblas/library:$LD_LIBRARY_PATH
-With the dependent libraries installed, SINGA can be compiled via
+#### Compile with USE_MODULES=ON
+If protobuf and openblas are not installed, you can compile SINGA together
with them
+
+ $ In SINGA ROOT folder
$ mkdir build
$ cd build
- $ cmake ..
+ $ cmake -DUSE_MODULES=ON ..
$ make
- $ make install
+
+cmake would download OpenBlas and Protobuf (2.6.1) and compile them together
+with SINGA.
After compiling SINGA, you can run the unit tests by
$ ./bin/test_singa
You can see all the testing cases with testing results. If SINGA passes all
-tests, then you have successfully installed SINGA. Please proceed to try the
examples!
+tests, then you have successfully installed SINGA.
You can use `ccmake ..` to configure the compilation options.
If some dependent libraries are not in the system default paths, you need to
export
@@ -303,13 +259,41 @@ the following environment variables
export CMAKE_INCLUDE_PATH=<path to the header file folder>
export CMAKE_LIBRARY_PATH=<path to the lib file folder>
-### Compile SINGA with CUDA and CUDNN
+#### Compile with USE_PYTHON=ON
+swig and numpy can be install by
+
+ $ Ubuntu 14.04 and 16.04
+ $ sudo apt-get install python-numpy
+ # Ubuntu 16.04
+ $ sudo apt-get install swig
+
+Note that swig has to be installed from source on Ubuntu 14.04.
+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
+
+Similar to compile CPP code, PySINGA is compiled by
+
+ $ cmake -DUSE_PYTHON=ON ..
+ $ make
+ $ cd python
+ $ pip install .
+
+Developers can build the wheel file via
+
+ # under the build directory
+ $ cd python
+
+The generated wheel file is under "dist" directory.
+
+
+#### Compile SINGA with USE_CUDA=ON
Users are encouraged to install the CUDA and
-[CUDNN](https://developer.nvidia.com/cudnn) for running SINGA on GPUs to
+[cuDNN](https://developer.nvidia.com/cudnn) for running SINGA on GPUs to
get better performance.
-SINGA has been tested over CUDA (7, 7.5, 8), and CUDNN (4 and 5). 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
@@ -317,16 +301,12 @@ commands should be executed for cmake an
$ export CMAKE_LIBRARY_PATH=/home/bob/local/cudnn/lib64:$CMAKE_LIBRARY_PATH
$ export LD_LIBRARY_PATH=/home/bob/local/cudnn/lib64:$LD_LIBRARY_PATH
-The cmake options for CUDA and CUDNN should be switched on
+The cmake options for CUDA and cuDNN should be switched on
# Dependent libs are install already
$ cmake -DUSE_CUDA=ON ..
- # Compile dependent libs together with SINGA
- $ cmake -DUSE_CUDA=ON -DUSE_MODULES=ON ..
-
-
-### Compile SINGA with OpenCL support (Linux)
+#### Compile SINGA with USE_OPENCL=ON
SINGA uses opencl-headers and viennacl (version 1.7.1 or newer) for OpenCL
support, which
can be installed using via
@@ -355,7 +335,7 @@ To build SINGA with OpenCL support, you
cmake -DUSE_OPENCL=ON ..
-## Build SINGA on Windows
+### Compile SINGA on Windows
For the dependent library installation, please refer to
[Dependencies](dependencies.md).
After all the dependencies are successfully installed, just run the following
commands to
@@ -391,11 +371,6 @@ unit tests file named "test_singa" in th
If you get errors when running test_singa.exe due to
libglog.dll/libopenblas.dll missing,
just copy the dll files into the same folder as test_singa.exe
-## Build the Debian packages
-
- $ cd debian
- $ ./build.sh
-
## FAQ
* Q: Error from 'import singa' using PySINGA installed from wheel.
Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/README.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/README.txt?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/README.txt
(added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/README.txt Mon
Jan 23 04:55:46 2017
@@ -0,0 +1,32 @@
+# Use parameters pre-trained from Caffe in SINGA
+
+In this example, we use SINGA to load the VGG parameters trained by Caffe to
do image classification.
+
+## Run this example
+You can run this example by simply executing `run.sh vgg16` or `run.sh vgg19`
+The script does the following work.
+
+### Obtain the Caffe model
+* Download caffe model prototxt and parameter binary file.
+* Currently we only support the latest caffe format, if your model is in
+ previous version of caffe, please update it to current format.(This is
+ supported by caffe)
+* After updating, we can obtain two files, i.e., the prototxt and parameter
+ binary file.
+
+### Prepare test images
+A few sample images are downloaded into the `test` folder.
+
+### Predict
+The `predict.py` script creates the VGG model and read the parameters,
+
+ usage: predict.py [-h] model_txt model_bin imgclass
+
+where `imgclass` refers to the synsets of imagenet dataset for vgg models.
+You can start the prediction program by executing the following command:
+
+ python predict.py vgg16.prototxt vgg16.caffemodel synset_words.txt
+
+Then you type in the image path, and the program would output the top-5 labels.
+
+More Caffe models would be tested soon.
Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/README.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/README.txt?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/README.txt
(added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/README.txt
Mon Jan 23 04:55:46 2017
@@ -0,0 +1,33 @@
+# Train Char-RNN over plain text
+
+Recurrent neural networks (RNN) are widely used for modelling sequential data,
+e.g., natural language sentences. This example describes how to implement a RNN
+application (or model) using SINGA's RNN layers.
+We will use the [char-rnn](https://github.com/karpathy/char-rnn) model as an
+example, which trains over sentences or
+source code, with each character as an input unit. Particularly, we will train
+a RNN using GRU over Linux kernel source code. After training, we expect to
+generate meaningful code from the model.
+
+
+## Instructions
+
+* Compile and install SINGA. Currently the RNN implementation depends on Cudnn
with version >= 5.05.
+
+* Prepare the dataset. Download the [kernel source
code](http://cs.stanford.edu/people/karpathy/char-rnn/).
+Other plain text files can also be used.
+
+* Start the training,
+
+ python train.py linux_input.txt
+
+ Some hyper-parameters could be set through command line,
+
+ python train.py -h
+
+* Sample characters from the model by providing the number of characters to
sample and the seed string.
+
+ python sample.py 'model.bin' 100 --seed '#include <std'
+
+ Please replace 'model.bin' with the path to one of the checkpoint paths.
+
Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/cifar10/README.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/cifar10/README.txt?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/cifar10/README.txt
(added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/cifar10/README.txt
Mon Jan 23 04:55:46 2017
@@ -0,0 +1,76 @@
+# Train CNN over Cifar-10
+
+
+Convolution neural network (CNN) is a type of feed-forward artificial neural
+network widely used for image and video classification. In this example, we
+will train three deep CNN models to do image classification for the CIFAR-10
dataset,
+
+1.
[AlexNet](https://code.google.com/p/cuda-convnet/source/browse/trunk/example-layers/layers-18pct.cfg)
+the best validation accuracy (without data augmentation) we achieved was about
82%.
+
+2. [VGGNet](http://torch.ch/blog/2015/07/30/cifar.html), the best validation
accuracy (without data augmentation) we achieved was about 89%.
+3. [ResNet](https://github.com/facebook/fb.resnet.torch), the best validation
accuracy (without data augmentation) we achieved was about 83%.
+4. [Alexnet from
Caffe](https://github.com/BVLC/caffe/tree/master/examples/cifar10), SINGA is
able to convert model from Caffe seamlessly.
+
+
+## Instructions
+
+
+### SINGA installation
+
+Users can compile and install SINGA from source or install the Python version.
+The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or
V5)
+are required. Please refer to the installation page for detailed instructions.
+
+### Data preparation
+
+The binary Cifar-10 dataset could be downloaded by
+
+ python download_data.py bin
+
+The Python version could be downloaded by
+
+ python download_data.py py
+
+### Training
+
+There are four training programs
+
+1. train.py. The following command would train the VGG model using the python
+version of the Cifar-10 dataset in 'cifar-10-batches-py' folder.
+
+ python train.py vgg cifar-10-batches-py
+
+ To train other models, please replace 'vgg' to 'alexnet', 'resnet' or
'caffe',
+ where 'caffe' refers to the alexnet model converted from Caffe. By default
+ the training would run on a CudaGPU device, to run it on CppCPU, add an
additional
+ argument
+
+ python train.py vgg cifar-10-batches-py --use_cpu
+
+2. alexnet.cc. It trains the AlexNet model using the CPP APIs on a CudaGPU,
+
+ ./run.sh
+
+3. alexnet-parallel.cc. It trains the AlexNet model using the CPP APIs on two
CudaGPU devices.
+The two devices run synchronously to compute the gradients of the mode
parameters, which are
+averaged on the host CPU device and then be applied to update the parameters.
+
+ ./run-parallel.sh
+
+4. vgg-parallel.cc. It trains the VGG model using the CPP APIs on two CudaGPU
devices similar to alexnet-parallel.cc.
+
+### Prediction
+
+predict.py includes the prediction function
+
+ def predict(net, images, dev, topk=5)
+
+The net is created by loading the previously trained model; Images consist of
+a numpy array of images (one row per image); dev is the training device, e.g.,
+a CudaGPU device or the host CppCPU device; It returns the topk labels for
each instance.
+
+The predict.py file's main function provides an example of using the
pre-trained alexnet model to do prediction for new images.
+The 'model.bin' file generated by the training program should be placed at the
cifar10 folder to run
+
+ python predict.py
Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/README.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/README.txt?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/README.txt
(added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/README.txt
Mon Jan 23 04:55:46 2017
@@ -0,0 +1,58 @@
+# Train AlexNet over ImageNet
+
+Convolution neural network (CNN) is a type of feed-forward neural
+network widely used for image and video classification. In this example, we
will
+use a [deep CNN
model](http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks)
+to do image classification against the ImageNet dataset.
+
+## Instructions
+
+### Compile SINGA
+
+Please compile SINGA with CUDA, CUDNN and OpenCV. You can manually turn on the
+options in CMakeLists.txt or run `ccmake ..` in build/ folder.
+
+We have tested CUDNN V4 and V5 (V5 requires CUDA 7.5)
+
+### Data download
+* Please refer to step1-3 on [Instructions to create ImageNet 2012
data](https://github.com/amd/OpenCL-caffe/wiki/Instructions-to-create-ImageNet-2012-data)
+ to download and decompress the data.
+* You can download the training and validation list by
+
[get_ilsvrc_aux.sh](https://github.com/BVLC/caffe/blob/master/data/ilsvrc12/get_ilsvrc_aux.sh)
+ or from [Imagenet](http://www.image-net.org/download-images).
+
+### Data preprocessing
+* Assuming you have downloaded the data and the list.
+ Now we should transform the data into binary files. You can run:
+
+ sh create_data.sh
+
+ The script will generate a test file(`test.bin`), a mean file(`mean.bin`) and
+ several training files(`trainX.bin`) in the specified output folder.
+* You can also change the parameters in `create_data.sh`.
+ + `-trainlist <file>`: the file of training list;
+ + `-trainfolder <folder>`: the folder of training images;
+ + `-testlist <file>`: the file of test list;
+ + `-testfolder <floder>`: the folder of test images;
+ + `-outdata <folder>`: the folder to save output files, including mean,
training and test files.
+ The script will generate these files in the specified folder;
+ + `-filesize <int>`: number of training images that stores in each binary
file.
+
+### Training
+* After preparing data, you can run the following command to train the Alexnet
model.
+
+ sh run.sh
+
+* You may change the parameters in `run.sh`.
+ + `-epoch <int>`: number of epoch to be trained, default is 90;
+ + `-lr <float>`: base learning rate, the learning rate will decrease each 20
epochs,
+ more specifically, `lr = lr * exp(0.1 * (epoch / 20))`;
+ + `-batchsize <int>`: batchsize, it should be changed regarding to your
memory;
+ + `-filesize <int>`: number of training images that stores in each binary
file, it is the
+ same as the `filesize` in data preprocessing;
+ + `-ntrain <int>`: number of training images;
+ + `-ntest <int>`: number of test images;
+ + `-data <folder>`: the folder which stores the binary files, it is exactly
the output
+ folder in data preprocessing step;
+ + `-pfreq <int>`: the frequency(in batch) of printing current model
status(loss and accuracy);
+ + `-nthreads <int>`: the number of threads to load data which feed to the
model.
Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.txt?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.txt Mon Jan 23
04:55:46 2017
@@ -0,0 +1,28 @@
+..
+.. Licensed to the Apache Software Foundation (ASF) under one
+.. or more contributor license agreements. See the NOTICE file
+.. distributed with this work for additional information
+.. regarding copyright ownership. The ASF licenses this file
+.. to you under the Apache License, Version 2.0 (the
+.. "License"); you may not use this file except in compliance
+.. with the License. You may obtain a copy of the License at
+..
+.. http://www.apache.org/licenses/LICENSE-2.0
+..
+.. Unless required by applicable law or agreed to in writing, software
+.. distributed under the License is distributed on an "AS IS" BASIS,
+.. WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. See the License for the specific language governing permissions and
+.. limitations under the License.
+..
+
+Model Zoo
+=========
+
+.. toctree::
+
+ cifar10/README
+ char-rnn/README
+ imagenet/README
+
+
Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/mnist/README.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/mnist/README.txt?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/mnist/README.txt
(added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/mnist/README.txt Mon
Jan 23 04:55:46 2017
@@ -0,0 +1,18 @@
+# Train a RBM model against MNIST dataset
+
+This example is to train an RBM model using the
+MNIST dataset. The RBM model and its hyper-parameters are set following
+[Hinton's paper](http://www.cs.toronto.edu/~hinton/science.pdf)
+
+## Running instructions
+
+1. Download the pre-processed [MNIST
dataset](https://github.com/mnielsen/neural-networks-and-deep-learning/raw/master/data/mnist.pkl.gz)
+
+2. Start the training
+
+ python train.py mnist.pkl.gz
+
+By default the training code would run on CPU. To run it on a GPU card, please
start
+the program with an additional argument
+
+ python train.py mnist.pkl.gz --use_gpu
Modified: incubator/singa/site/trunk/en/_sources/docs/net.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/net.txt?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/net.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/net.txt Mon Jan 23 04:55:46 2017
@@ -21,3 +21,6 @@ FeedForward Net
.. automodule:: singa.net
:members:
+ :member-order: bysource
+ :show-inheritance:
+ :undoc-members:
Modified: incubator/singa/site/trunk/en/_sources/index.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/index.txt?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/index.txt (original)
+++ incubator/singa/site/trunk/en/_sources/index.txt Mon Jan 23 04:55:46 2017
@@ -58,18 +58,16 @@ Recent News
Getting Started
---------------
-* The `Software stack <docs/software_stack.html>`_ page gives an overview of
SINGA.
+* Try SINGA on `AWS <https://aws.amazon.com/marketplace/pp/B01NAUAWZW>`_ or
via `Docker <https://hub.docker.com/r/nusdbsystem/singa/>`_.
-* The `Installation <docs/installation.html>`_ guide describes details on
downloading and installing SINGA.
+* Install SINGA via `python wheel files
<./docs/installation.html#from-wheel>`_, `Debian packages
<./docs/installation.html#from-debian-package>`_ or from `source
<./docs/installation.html#from-source>`_.
-* Please follow the `Examples <docs/examples/index.html>`_ guide to run simple
applications on SINGA.
-
-* More exmaples in `Jupyter <http://jupyter.org/>`_ (IPython) can be open in
`notebook viewer
<http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb>`_
.
+* Refer to the `Jupyter notebooks
<http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb>`_
for some basic examples and the `model zoo page
<./docs/model_zoo/index.html>`_ for more examples.
Documentation
-------------
-* Documentations are listed `here <docs.html>`_.
+* Documentation and APIs are listed `here <docs.html>`_.
* Research publication list is available `here
<http://www.comp.nus.edu.sg/~dbsystem/singa/research/publication/>`_.
Modified: incubator/singa/site/trunk/en/develop/schedule.html
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/schedule.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/schedule.html (original)
+++ incubator/singa/site/trunk/en/develop/schedule.html Mon Jan 23 04:55:46 2017
@@ -33,7 +33,7 @@
<link rel="top" title="incubator-singa 1.0.1 documentation"
href="../index.html"/>
<link rel="next" title="How to Contribute to SINGA"
href="how-contribute.html"/>
- <link rel="prev" title="Train AlexNet over ImageNet"
href="../docs/examples/imagenet/README.html"/>
+ <link rel="prev" title="Train AlexNet over ImageNet"
href="../docs/model_zoo/imagenet/README.html"/>
<link href="../_static/style.css" rel="stylesheet" type="text/css">
@@ -331,7 +331,7 @@
<a href="how-contribute.html" class="btn btn-neutral float-right"
title="How to Contribute to SINGA" accesskey="n">Next <span class="fa
fa-arrow-circle-right"></span></a>
- <a href="../docs/examples/imagenet/README.html" class="btn
btn-neutral" title="Train AlexNet over ImageNet" accesskey="p"><span class="fa
fa-arrow-circle-left"></span> Previous</a>
+ <a href="../docs/model_zoo/imagenet/README.html" class="btn
btn-neutral" title="Train AlexNet over ImageNet" accesskey="p"><span class="fa
fa-arrow-circle-left"></span> Previous</a>
</div>
Modified: incubator/singa/site/trunk/en/docs.html
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Mon Jan 23 04:55:46 2017
@@ -150,24 +150,26 @@
<ul>
<li class="toctree-l1"><a class="reference internal"
href="docs/index.html">Documentation</a><ul>
<li class="toctree-l2"><a class="reference internal"
href="docs/installation.html">Installation</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="docs/installation.html#install-pysinga">Install PySINGA</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#install-dependent-libraries">Install dependent
libraries</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="docs/installation.html#from-wheel">From wheel</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#pre-requisite">Pre-requisite</a></li>
<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#virtual-environment">Virtual environment</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#from-wheel">From wheel</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#from-source">From source</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#instructions">Instructions</a></li>
</ul>
</li>
-<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#use-singa-docker-images">Use SINGA Docker
Images</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-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>
+<li class="toctree-l3"><a class="reference internal"
href="docs/installation.html#from-debian-package">From Debian Package</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="docs/installation.html#from-source">From source</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#pre-requisite">Pre-requisite</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#instructions">Instructions</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#linux-and-mac-os">Linux and Mac OS</a><ul>
+<li class="toctree-l5"><a class="reference internal"
href="docs/installation.html#compile-with-use-modules-on">Compile with
USE_MODULES=ON</a></li>
+<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>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal"
href="docs/installation.html#compile-singa-on-windows">Compile SINGA on
Windows</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>
@@ -208,27 +210,27 @@
<li class="toctree-l2"><a class="reference internal"
href="docs/snapshot.html">Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal"
href="docs/converter.html">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="docs/utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="docs/examples/index.html">Examples</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="docs/examples/cifar10/README.html">Train CNN over Cifar-10</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="docs/examples/cifar10/README.html#instructions">Instructions</a><ul>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/cifar10/README.html#singa-installation">SINGA
installation</a></li>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/cifar10/README.html#data-preparation">Data
preparation</a></li>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/cifar10/README.html#training">Training</a></li>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/cifar10/README.html#prediction">Prediction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="docs/model_zoo/index.html">Model Zoo</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="docs/model_zoo/cifar10/README.html">Train CNN over Cifar-10</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="docs/model_zoo/cifar10/README.html#instructions">Instructions</a><ul>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/cifar10/README.html#singa-installation">SINGA
installation</a></li>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/cifar10/README.html#data-preparation">Data
preparation</a></li>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/cifar10/README.html#training">Training</a></li>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/cifar10/README.html#prediction">Prediction</a></li>
</ul>
</li>
</ul>
</li>
-<li class="toctree-l3"><a class="reference internal"
href="docs/examples/char-rnn/README.html">Train Char-RNN over plain text</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="docs/examples/char-rnn/README.html#instructions">Instructions</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="docs/model_zoo/char-rnn/README.html">Train Char-RNN over plain
text</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="docs/model_zoo/char-rnn/README.html#instructions">Instructions</a></li>
</ul>
</li>
-<li class="toctree-l3"><a class="reference internal"
href="docs/examples/imagenet/README.html">Train AlexNet over ImageNet</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="docs/examples/imagenet/README.html#instructions">Instructions</a><ul>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/imagenet/README.html#compile-singa">Compile SINGA</a></li>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/imagenet/README.html#data-download">Data download</a></li>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/imagenet/README.html#data-preprocessing">Data
preprocessing</a></li>
-<li class="toctree-l5"><a class="reference internal"
href="docs/examples/imagenet/README.html#training">Training</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="docs/model_zoo/imagenet/README.html">Train AlexNet over ImageNet</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="docs/model_zoo/imagenet/README.html#instructions">Instructions</a><ul>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/imagenet/README.html#compile-singa">Compile SINGA</a></li>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/imagenet/README.html#data-download">Data download</a></li>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/imagenet/README.html#data-preprocessing">Data
preprocessing</a></li>
+<li class="toctree-l5"><a class="reference internal"
href="docs/model_zoo/imagenet/README.html#training">Training</a></li>
</ul>
</li>
</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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/converter.html (original)
+++ incubator/singa/site/trunk/en/docs/converter.html Mon Jan 23 04:55:46 2017
@@ -106,7 +106,7 @@
<li class="toctree-l2"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l2 current"><a class="current reference internal"
href="">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
</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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/data.html (original)
+++ incubator/singa/site/trunk/en/docs/data.html Mon Jan 23 04:55:46 2017
@@ -106,7 +106,7 @@
<li class="toctree-l2"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal"
href="converter.html">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
</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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/device.html (original)
+++ incubator/singa/site/trunk/en/docs/device.html Mon Jan 23 04:55:46 2017
@@ -111,7 +111,7 @@
<li class="toctree-l2"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal"
href="converter.html">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
</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=1779877&r1=1779876&r2=1779877&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 Mon Jan 23
04:55:46 2017
@@ -32,9 +32,6 @@
<link rel="top" title="incubator-singa 1.0.1 documentation"
href="../../../index.html"/>
- <link rel="up" title="Examples" href="../index.html"/>
- <link rel="next" title="Train AlexNet over ImageNet"
href="../imagenet/README.html"/>
- <link rel="prev" title="Train CNN over Cifar-10"
href="../cifar10/README.html"/>
<link href="../../../_static/style.css" rel="stylesheet" type="text/css">
@@ -88,35 +85,9 @@
- <ul class="current">
+ <ul>
<li class="toctree-l1"><a class="reference internal"
href="../../../downloads.html">Download SINGA</a></li>
-<li class="toctree-l1 current"><a class="reference internal"
href="../../index.html">Documentation</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal"
href="../../installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="reference internal"
href="../index.html">Examples</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal"
href="../cifar10/README.html">Train CNN over Cifar-10</a></li>
-<li class="toctree-l3 current"><a class="current reference internal"
href="">Train Char-RNN over plain text</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="#instructions">Instructions</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal"
href="../imagenet/README.html">Train AlexNet over ImageNet</a></li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../index.html">Documentation</a></li>
</ul>
<p class="caption"><span class="caption-text">Development</span></p>
<ul>
@@ -161,10 +132,6 @@
<ul class="wy-breadcrumbs">
<li><a href="../../../index.html">Docs</a> »</li>
- <li><a href="../../index.html">Documentation</a> »</li>
-
- <li><a href="../index.html">Examples</a> »</li>
-
<li>Train Char-RNN over plain text</li>
<li class="wy-breadcrumbs-aside">
@@ -219,15 +186,6 @@ Other plain text files can also be used.
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer
navigation">
-
- <a href="../imagenet/README.html" class="btn btn-neutral float-right"
title="Train AlexNet over ImageNet" accesskey="n">Next <span class="fa
fa-arrow-circle-right"></span></a>
-
-
- <a href="../cifar10/README.html" class="btn btn-neutral" title="Train
CNN over Cifar-10" accesskey="p"><span class="fa fa-arrow-circle-left"></span>
Previous</a>
-
- </div>
-
<hr/>
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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/cifar10/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/cifar10/README.html Mon Jan 23
04:55:46 2017
@@ -32,9 +32,6 @@
<link rel="top" title="incubator-singa 1.0.1 documentation"
href="../../../index.html"/>
- <link rel="up" title="Examples" href="../index.html"/>
- <link rel="next" title="Train Char-RNN over plain text"
href="../char-rnn/README.html"/>
- <link rel="prev" title="Examples" href="../index.html"/>
<link href="../../../_static/style.css" rel="stylesheet" type="text/css">
@@ -88,35 +85,9 @@
- <ul class="current">
+ <ul>
<li class="toctree-l1"><a class="reference internal"
href="../../../downloads.html">Download SINGA</a></li>
-<li class="toctree-l1 current"><a class="reference internal"
href="../../index.html">Documentation</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal"
href="../../installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="reference internal"
href="../index.html">Examples</a><ul class="current">
-<li class="toctree-l3 current"><a class="current reference internal"
href="">Train CNN over Cifar-10</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="#instructions">Instructions</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal"
href="../char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="../imagenet/README.html">Train AlexNet over ImageNet</a></li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../index.html">Documentation</a></li>
</ul>
<p class="caption"><span class="caption-text">Development</span></p>
<ul>
@@ -161,10 +132,6 @@
<ul class="wy-breadcrumbs">
<li><a href="../../../index.html">Docs</a> »</li>
- <li><a href="../../index.html">Documentation</a> »</li>
-
- <li><a href="../index.html">Examples</a> »</li>
-
<li>Train CNN over Cifar-10</li>
<li class="wy-breadcrumbs-aside">
@@ -264,15 +231,6 @@ The ‘model.bin’ file generat
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer
navigation">
-
- <a href="../char-rnn/README.html" class="btn btn-neutral float-right"
title="Train Char-RNN over plain text" accesskey="n">Next <span class="fa
fa-arrow-circle-right"></span></a>
-
-
- <a href="../index.html" class="btn btn-neutral" title="Examples"
accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
-
- </div>
-
<hr/>
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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/imagenet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/imagenet/README.html Mon Jan 23
04:55:46 2017
@@ -32,9 +32,6 @@
<link rel="top" title="incubator-singa 1.0.1 documentation"
href="../../../index.html"/>
- <link rel="up" title="Examples" href="../index.html"/>
- <link rel="next" title="Development Schedule"
href="../../../develop/schedule.html"/>
- <link rel="prev" title="Train Char-RNN over plain text"
href="../char-rnn/README.html"/>
<link href="../../../_static/style.css" rel="stylesheet" type="text/css">
@@ -88,35 +85,9 @@
- <ul class="current">
+ <ul>
<li class="toctree-l1"><a class="reference internal"
href="../../../downloads.html">Download SINGA</a></li>
-<li class="toctree-l1 current"><a class="reference internal"
href="../../index.html">Documentation</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal"
href="../../installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="reference internal"
href="../index.html">Examples</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal"
href="../cifar10/README.html">Train CNN over Cifar-10</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="../char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3 current"><a class="current reference internal"
href="">Train AlexNet over ImageNet</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="#instructions">Instructions</a></li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../index.html">Documentation</a></li>
</ul>
<p class="caption"><span class="caption-text">Development</span></p>
<ul>
@@ -161,10 +132,6 @@
<ul class="wy-breadcrumbs">
<li><a href="../../../index.html">Docs</a> »</li>
- <li><a href="../../index.html">Documentation</a> »</li>
-
- <li><a href="../index.html">Examples</a> »</li>
-
<li>Train AlexNet over ImageNet</li>
<li class="wy-breadcrumbs-aside">
@@ -259,15 +226,6 @@ folder in data preprocessing step;</li>
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer
navigation">
-
- <a href="../../../develop/schedule.html" class="btn btn-neutral
float-right" title="Development Schedule" accesskey="n">Next <span class="fa
fa-arrow-circle-right"></span></a>
-
-
- <a href="../char-rnn/README.html" class="btn btn-neutral" title="Train
Char-RNN over plain text" accesskey="p"><span class="fa
fa-arrow-circle-left"></span> Previous</a>
-
- </div>
-
<hr/>
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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/index.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/index.html Mon Jan 23 04:55:46
2017
@@ -32,9 +32,6 @@
<link rel="top" title="incubator-singa 1.0.1 documentation"
href="../../index.html"/>
- <link rel="up" title="Documentation" href="../index.html"/>
- <link rel="next" title="Train CNN over Cifar-10"
href="cifar10/README.html"/>
- <link rel="prev" title="Utils" href="../utils.html"/>
<link href="../../_static/style.css" rel="stylesheet" type="text/css">
@@ -88,32 +85,9 @@
- <ul class="current">
+ <ul>
<li class="toctree-l1"><a class="reference internal"
href="../../downloads.html">Download SINGA</a></li>
-<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Documentation</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal"
href="../installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="current reference internal"
href="">Examples</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="cifar10/README.html">Train CNN over Cifar-10</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="imagenet/README.html">Train AlexNet over ImageNet</a></li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal"
href="../index.html">Documentation</a></li>
</ul>
<p class="caption"><span class="caption-text">Development</span></p>
<ul>
@@ -158,8 +132,6 @@
<ul class="wy-breadcrumbs">
<li><a href="../../index.html">Docs</a> »</li>
- <li><a href="../index.html">Documentation</a> »</li>
-
<li>Examples</li>
<li class="wy-breadcrumbs-aside">
@@ -209,15 +181,6 @@
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer
navigation">
-
- <a href="cifar10/README.html" class="btn btn-neutral float-right"
title="Train CNN over Cifar-10" accesskey="n">Next <span class="fa
fa-arrow-circle-right"></span></a>
-
-
- <a href="../utils.html" class="btn btn-neutral" title="Utils"
accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
-
- </div>
-
<hr/>
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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/image_tool.html (original)
+++ incubator/singa/site/trunk/en/docs/image_tool.html Mon Jan 23 04:55:46 2017
@@ -106,7 +106,7 @@
<li class="toctree-l2"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal"
href="converter.html">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
</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=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Mon Jan 23 04:55:46 2017
@@ -105,7 +105,7 @@
<li class="toctree-l2"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal"
href="converter.html">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
</ul>
@@ -169,24 +169,26 @@
<div class="toctree-wrapper compound">
<ul>
<li class="toctree-l1"><a class="reference internal"
href="installation.html">Installation</a><ul>
-<li class="toctree-l2"><a class="reference internal"
href="installation.html#install-pysinga">Install PySINGA</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="installation.html#install-dependent-libraries">Install dependent
libraries</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="installation.html#from-wheel">From wheel</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="installation.html#pre-requisite">Pre-requisite</a></li>
<li class="toctree-l3"><a class="reference internal"
href="installation.html#virtual-environment">Virtual environment</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="installation.html#from-wheel">From wheel</a></li>
-<li class="toctree-l3"><a class="reference internal"
href="installation.html#from-source">From source</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="installation.html#instructions">Instructions</a></li>
</ul>
</li>
-<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#use-singa-docker-images">Use SINGA Docker
Images</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-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>
+<li class="toctree-l2"><a class="reference internal"
href="installation.html#from-debian-package">From Debian Package</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="installation.html#from-source">From source</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="installation.html#pre-requisite">Pre-requisite</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="installation.html#instructions">Instructions</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="installation.html#linux-and-mac-os">Linux and Mac OS</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="installation.html#compile-with-use-modules-on">Compile with
USE_MODULES=ON</a></li>
+<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>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal"
href="installation.html#compile-singa-on-windows">Compile SINGA on
Windows</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>
@@ -227,27 +229,27 @@
<li class="toctree-l1"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l1"><a class="reference internal"
href="converter.html">Caffe Converter</a></li>
<li class="toctree-l1"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="examples/index.html">Examples</a><ul>
-<li class="toctree-l2"><a class="reference internal"
href="examples/cifar10/README.html">Train CNN over Cifar-10</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="examples/cifar10/README.html#instructions">Instructions</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="examples/cifar10/README.html#singa-installation">SINGA
installation</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="examples/cifar10/README.html#data-preparation">Data preparation</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="examples/cifar10/README.html#training">Training</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="examples/cifar10/README.html#prediction">Prediction</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a><ul>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/cifar10/README.html">Train CNN over Cifar-10</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="model_zoo/cifar10/README.html#instructions">Instructions</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/cifar10/README.html#singa-installation">SINGA
installation</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/cifar10/README.html#data-preparation">Data preparation</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/cifar10/README.html#training">Training</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/cifar10/README.html#prediction">Prediction</a></li>
</ul>
</li>
</ul>
</li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/char-rnn/README.html">Train Char-RNN over plain text</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="examples/char-rnn/README.html#instructions">Instructions</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/char-rnn/README.html">Train Char-RNN over plain text</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="model_zoo/char-rnn/README.html#instructions">Instructions</a></li>
</ul>
</li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/imagenet/README.html">Train AlexNet over ImageNet</a><ul>
-<li class="toctree-l3"><a class="reference internal"
href="examples/imagenet/README.html#instructions">Instructions</a><ul>
-<li class="toctree-l4"><a class="reference internal"
href="examples/imagenet/README.html#compile-singa">Compile SINGA</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="examples/imagenet/README.html#data-download">Data download</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="examples/imagenet/README.html#data-preprocessing">Data
preprocessing</a></li>
-<li class="toctree-l4"><a class="reference internal"
href="examples/imagenet/README.html#training">Training</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/imagenet/README.html">Train AlexNet over ImageNet</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="model_zoo/imagenet/README.html#instructions">Instructions</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/imagenet/README.html#compile-singa">Compile SINGA</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/imagenet/README.html#data-download">Data download</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/imagenet/README.html#data-preprocessing">Data
preprocessing</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="model_zoo/imagenet/README.html#training">Training</a></li>
</ul>
</li>
</ul>
Modified: incubator/singa/site/trunk/en/docs/initializer.html
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/initializer.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/initializer.html (original)
+++ incubator/singa/site/trunk/en/docs/initializer.html Mon Jan 23 04:55:46 2017
@@ -110,7 +110,7 @@
<li class="toctree-l2"><a class="reference internal"
href="snapshot.html">Snapshot</a></li>
<li class="toctree-l2"><a class="reference internal"
href="converter.html">Caffe Converter</a></li>
<li class="toctree-l2"><a class="reference internal"
href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal"
href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
</ul>
