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From wang...@apache.org
Subject svn commit: r1780040 [1/3] - in /incubator/singa/site/trunk: en/ en/_sources/develop/ en/_sources/docs/model_zoo/examples/ en/_sources/docs/model_zoo/examples/caffe/ en/_sources/docs/model_zoo/examples/char-rnn/ en/_sources/docs/model_zoo/examples/cifa...
Date Tue, 24 Jan 2017 09:25:49 GMT
Author: wangwei
Date: Tue Jan 24 09:25:48 2017
New Revision: 1780040

URL: http://svn.apache.org/viewvc?rev=1780040&view=rev
Log:
update the docs by jenkins for commit 2a1b988

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

Modified: incubator/singa/site/trunk/en/.buildinfo
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/.buildinfo?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/.buildinfo (original)
+++ incubator/singa/site/trunk/en/.buildinfo Tue Jan 24 09:25:48 2017
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: c8244ad01547552d2c537f81b1b9ab88
+config: 59c7356175801aee1be05dedbc7fd385
 tags: 645f666f9bcd5a90fca523b33c5a78b7

Modified: incubator/singa/site/trunk/en/_sources/develop/how-contribute.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/how-contribute.txt?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/how-contribute.txt (original)
+++ incubator/singa/site/trunk/en/_sources/develop/how-contribute.txt Tue Jan 24 09:25:48 2017
@@ -2,8 +2,8 @@
 
 As with any open source project, there are several ways you can help:
 
-* Join the [mailing list](../community/mail-lists.html) and answer other user's questions.
-* [Build Singa](../docs/installation.html) by yourself.
-* Report bugs, feature requests and other issues in the [issue tracking](../community/issue-tracking.html) application.
-* Check SINGA's [development schedule](schedule.html) and [contribute code](contribute-code.html) by providing patches.
-* [Help with the documentation](contribute-docs.html) by updating webpages that are lacking or unclear.
+* Join the [mailing list](http://singa.apache.org/en/community/mail-lists.html) and answer other user's questions.
+* [Build Singa](http://singa.apache.org/en/docs/installation.html) by yourself.
+* Report bugs, feature requests and other issues in the [issue tracking](http://singa.apache.org/en/community/issue-tracking.html) application.
+* Check SINGA's [development schedule](http://singa.apache.org/en/develop/schedule.html) and [contribute code](http://singa.apache.org/en/develop/contribute-code.html) by providing patches.
+* [Help with the documentation](http://singa.apache.org/en/develop/contribute-docs.html) by updating webpages that are lacking or unclear.

Modified: incubator/singa/site/trunk/en/_sources/develop/schedule.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/schedule.txt?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/schedule.txt (original)
+++ incubator/singa/site/trunk/en/_sources/develop/schedule.txt Tue Jan 24 09:25:48 2017
@@ -22,42 +22,45 @@ Development Schedule
 .. csv-table::
   :header: "Release","Module","Feature"
 
-  "0.1 Sep 2015      ","Neural Network               ","Feed forward neural network, including CNN, MLP                                                                     "
-  "                  ","                             ","RBM-like model, including RBM                                                                                       "
-  "                  ","                             ","Recurrent neural network, including standard RNN                                                                    "
-  "                  ","Architecture                 ","One worker group on single node (with data partition)                                                               "
-  "                  ","                             ","Multi worker groups on single node using `Hogwild <http://www.eecs.berkeley.edu/~brecht/papers/hogwildTR.pdf>`_     "
-  "                  ","                             ","Distributed Hogwild"
-  "                  ","                             ","Multi groups across nodes, like `Downpour <http://papers.nips.cc/paper/4687-large-scale-distributed-deep-networks>`_"
-  "                  ","                             ","All-Reduce training architecture like `DeepImage <http://arxiv.org/abs/1501.02876>`_                                "
-  "                  ","                             ","Load-balance among servers                                                                                          "
-  "                  ","Failure recovery             ","Checkpoint and restore                                                                                              "
-  "                  ","Tools                        ","Installation with GNU auto Tools                                                                                    "
-  "0.2 Jan 2016      ","Neural Network               ","Feed forward neural network, including AlexNet, cuDNN layers,Tools                                                  "
-  "                  ","                             ","Recurrent neural network, including GRULayer and BPTT                                                               "
-  "                  ","                             ","Model partition and hybrid partition                                                                                "
-  "                  ","Tools                        ","Integration with Mesos for resource management                                                                      "
-  "                  ","                             ","Prepare Docker images for deployment"
-  "                  ","                             ","Visualization of neural net and debug information "
-  "                  ","Binding                      ","Python binding for major components "
-  "                  ","GPU                          ","Single node with multiple GPUs "
-  "0.3 April 2016    ","GPU                          ","Multiple nodes, each with multiple GPUs"
-  "                  ","                             ","Heterogeneous training using both GPU and CPU `CcT <http://arxiv.org/abs/1504.04343>`_"
-  "                  ","                             ","Support cuDNN v4 "
-  "                  ","Installation                 ","Remove dependency on ZeroMQ, CZMQ, Zookeeper for single node training"
-  "                  ","Updater                      ","Add new SGD updaters including Adam, AdamMax and AdaDelta"
-  "                  ","Binding                      ","Enhance Python binding for training"
-  "1.0 Sep 2016      ","Programming abstraction      ","Tensor with linear algebra, neural net and random operations "
-  "                  ","                             ","Updater for distributed parameter updating "
-  "                  ","Hardware                     ","Use Cuda and Cudnn for Nvidia GPU"
-  "                  ","                             ","Use OpenCL for AMD GPU or other devices"
-  "                  ","Cross-platform               ","To extend from Linux to MacOS"
-  "                  ","                             ","Large image models, e.g., `VGG <https://arxiv.org/pdf/1409.1556.pdf>`_ and `Residual Net <http://arxiv.org/abs/1512.03385>`_"
-  "1.1 Dec 2016      ","Model Zoo                    ","Health-care models and popular image models"
-  "                  ","Caffe converter              ","Use SINGA to train models configured in caffe proto files"
-  "                  ","Memory optimization          ","Replace CNMEM with new memory pool to reduce memory footprint"
-  "                  ","Distributed training         ","Migrate distributed training frameworks from V0.3"
-  "                  ","Compilation and installation ","Windows suppport"
-  "                  ","                             ","Simplify the installation by compiling protobuf and openblas together with SINGA"
-  "                  ","                             ","Build python wheel automatically using Jenkins"
-  "                  ","                             ","Deploy SINGA programs on Android phones for prediction tasks"
+  "v0.1 Sep 2015      ","Neural Network               ","Feed forward neural network, including CNN, MLP                                                                     "
+  "                   ","                             ","RBM-like model, including RBM                                                                                       "
+  "                   ","                             ","Recurrent neural network, including standard RNN                                                                    "
+  "                   ","Architecture                 ","One worker group on single node (with data partition)                                                               "
+  "                   ","                             ","Multi worker groups on single node using `Hogwild <http://www.eecs.berkeley.edu/~brecht/papers/hogwildTR.pdf>`_     "
+  "                   ","                             ","Distributed Hogwild"
+  "                   ","                             ","Multi groups across nodes, like `Downpour <http://papers.nips.cc/paper/4687-large-scale-distributed-deep-networks>`_"
+  "                   ","                             ","All-Reduce training architecture like `DeepImage <http://arxiv.org/abs/1501.02876>`_                                "
+  "                   ","                             ","Load-balance among servers                                                                                          "
+  "                   ","Failure recovery             ","Checkpoint and restore                                                                                              "
+  "                   ","Tools                        ","Installation with GNU auto Tools                                                                                    "
+  "v0.2 Jan 2016      ","Neural Network               ","Feed forward neural network, including AlexNet, cuDNN layers,Tools                                                  "
+  "                   ","                             ","Recurrent neural network, including GRULayer and BPTT                                                               "
+  "                   ","                             ","Model partition and hybrid partition                                                                                "
+  "                   ","Tools                        ","Integration with Mesos for resource management                                                                      "
+  "                   ","                             ","Prepare Docker images for deployment"
+  "                   ","                             ","Visualization of neural net and debug information "
+  "                   ","Binding                      ","Python binding for major components "
+  "                   ","GPU                          ","Single node with multiple GPUs "
+  "v0.3 April 2016    ","GPU                          ","Multiple nodes, each with multiple GPUs"
+  "                   ","                             ","Heterogeneous training using both GPU and CPU `CcT <http://arxiv.org/abs/1504.04343>`_"
+  "                   ","                             ","Support cuDNN v4 "
+  "                   ","Installation                 ","Remove dependency on ZeroMQ, CZMQ, Zookeeper for single node training"
+  "                   ","Updater                      ","Add new SGD updaters including Adam, AdamMax and AdaDelta"
+  "                   ","Binding                      ","Enhance Python binding for training"
+  "v1.0 Sep 2016      ","Programming abstraction      ","Tensor with linear algebra, neural net and random operations "
+  "                   ","                             ","Updater for distributed parameter updating "
+  "                   ","Hardware                     ","Use Cuda and Cudnn for Nvidia GPU"
+  "                   ","                             ","Use OpenCL for AMD GPU or other devices"
+  "                   ","Cross-platform               ","To extend from Linux to MacOS"
+  "                   ","                             ","Large image models, e.g., `VGG <https://arxiv.org/pdf/1409.1556.pdf>`_ and `Residual Net <http://arxiv.org/abs/1512.03385>`_"
+  "v1.1 Jan 2017      ","Model Zoo                    ","GoogleNet; Health-care models"
+  "                   ","Caffe converter              ","Use SINGA to train models configured in caffe proto files"
+  "                   ","Model components             ","Add concat and slice layers; accept multiple inputs to the net"
+  "                   ","Compilation and installation ","Windows suppport"
+  "                   ","                             ","Simplify the installation by compiling protobuf and openblas together with SINGA"
+  "                   ","                             ","Build python wheel automatically using Jenkins"
+  "                   ","                             ","Install SINGA from Debian packages"
+  "v1.2 April 2017    ","Numpy API                    ","Implement functions for the tensor module of PySINGA following numpy API"
+  "                   ","Distributed training         ","Migrate distributed training frameworks from V0.3"
+  "v1.3 July 2017     ","Memory optimization          ","Replace CNMEM with new memory pool to reduce memory footprint"
+  "                   ","Execution optimization       ","Runtime optimization of execution scheduling"

Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.txt Tue Jan 24 09:25:48 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/examples/char-rnn/README.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.txt Tue Jan 24 09:25:48 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/examples/cifar10/README.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.txt Tue Jan 24 09:25:48 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/examples/imagenet/alexnet/README.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.txt Tue Jan 24 09:25:48 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/examples/imagenet/googlenet/README.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.txt Tue Jan 24 09:25:48 2017
@@ -0,0 +1,66 @@
+---
+name: GoogleNet on ImageNet
+SINGA version: 1.0.1
+SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744
+parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
+parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d
+license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet
+---
+
+# Image Classification using GoogleNet
+
+
+In this example, we convert GoogleNet trained on Caffe to SINGA for image classification.
+
+## Instructions
+
+* Download the parameter checkpoint file into this folder
+
+        $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
+        $ tar xvf bvlc_googlenet.tar.gz
+
+* Run the program
+
+        # use cpu
+        $ python serve.py -C &
+        # use gpu
+        $ python serve.py &
+
+* Submit images for classification
+
+        $ curl -i -F image=@image1.jpg http://localhost:9999/api
+        $ curl -i -F image=@image2.jpg http://localhost:9999/api
+        $ curl -i -F image=@image3.jpg http://localhost:9999/api
+
+image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.
+
+## Details
+
+We first extract the parameter values from [Caffe's checkpoint file](http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel) into a pickle version
+After downloading the checkpoint file into `caffe_root/python` folder, run the following script
+
+    # to be executed within caffe_root/python folder
+    import caffe
+    import numpy as np
+    import cPickle as pickle
+
+    model_def = '../models/bvlc_googlenet/deploy.prototxt'
+    weight = 'bvlc_googlenet.caffemodel'  # must be downloaded at first
+    net = caffe.Net(model_def, weight, caffe.TEST)
+
+    params = {}
+    for layer_name in net.params.keys():
+        weights=np.copy(net.params[layer_name][0].data)
+        bias=np.copy(net.params[layer_name][1].data)
+        params[layer_name+'_weight']=weights
+        params[layer_name+'_bias']=bias
+        print layer_name, weights.shape, bias.shape
+
+    with open('bvlc_googlenet.pickle', 'wb') as fd:
+        pickle.dump(params, fd)
+
+Then we construct the GoogleNet using SINGA's FeedForwardNet structure.
+Note that we added a EndPadding layer to resolve the issue from discrepancy
+of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor).
+Only the MaxPooling layers outside inception blocks have this problem.
+Refer to [this](http://joelouismarino.github.io/blog_posts/blog_googlenet_keras.html) for more detials.

Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/index.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/index.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/index.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/index.txt Tue Jan 24 09:25:48 2017
@@ -0,0 +1,29 @@
+..
+.. 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/alexnet/README
+   imagenet/googlenet/README
+
+

Added: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.txt?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.txt Tue Jan 24 09:25:48 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/community/issue-tracking.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/issue-tracking.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/issue-tracking.html (original)
+++ incubator/singa/site/trunk/en/community/issue-tracking.html Tue Jan 24 09:25:48 2017
@@ -175,7 +175,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/community/mail-lists.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/mail-lists.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/mail-lists.html (original)
+++ incubator/singa/site/trunk/en/community/mail-lists.html Tue Jan 24 09:25:48 2017
@@ -202,7 +202,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/community/source-repository.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/source-repository.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/source-repository.html (original)
+++ incubator/singa/site/trunk/en/community/source-repository.html Tue Jan 24 09:25:48 2017
@@ -193,7 +193,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

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=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/team-list.html (original)
+++ incubator/singa/site/trunk/en/community/team-list.html Tue Jan 24 09:25:48 2017
@@ -289,7 +289,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/develop/contribute-code.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/contribute-code.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-code.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-code.html Tue Jan 24 09:25:48 2017
@@ -228,7 +228,7 @@ will be automatically updated. For detai
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/develop/contribute-docs.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/contribute-docs.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-docs.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-docs.html Tue Jan 24 09:25:48 2017
@@ -202,7 +202,7 @@ $ svn commit -m &quot;commit messages&qu
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/develop/how-contribute.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/how-contribute.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/how-contribute.html (original)
+++ incubator/singa/site/trunk/en/develop/how-contribute.html Tue Jan 24 09:25:48 2017
@@ -150,11 +150,11 @@
 <span id="how-to-contribute-to-singa"></span><h1>How to Contribute to SINGA<a class="headerlink" href="#how-to-contribute-to-singa" title="Permalink to this headline">¶</a></h1>
 <p>As with any open source project, there are several ways you can help:</p>
 <ul class="simple">
-<li>Join the <a class="reference external" href="../community/mail-lists.html">mailing list</a> and answer other user&#8217;s questions.</li>
-<li><a class="reference external" href="../docs/installation.html">Build Singa</a> by yourself.</li>
-<li>Report bugs, feature requests and other issues in the <a class="reference external" href="../community/issue-tracking.html">issue tracking</a> application.</li>
-<li>Check SINGA&#8217;s <a class="reference external" href="schedule.html">development schedule</a> and <a class="reference external" href="contribute-code.html">contribute code</a> by providing patches.</li>
-<li><a class="reference external" href="contribute-docs.html">Help with the documentation</a> by updating webpages that are lacking or unclear.</li>
+<li>Join the <a class="reference external" href="http://singa.apache.org/en/community/mail-lists.html">mailing list</a> and answer other user&#8217;s questions.</li>
+<li><a class="reference external" href="http://singa.apache.org/en/docs/installation.html">Build Singa</a> by yourself.</li>
+<li>Report bugs, feature requests and other issues in the <a class="reference external" href="http://singa.apache.org/en/community/issue-tracking.html">issue tracking</a> application.</li>
+<li>Check SINGA&#8217;s <a class="reference external" href="http://singa.apache.org/en/develop/schedule.html">development schedule</a> and <a class="reference external" href="http://singa.apache.org/en/develop/contribute-code.html">contribute code</a> by providing patches.</li>
+<li><a class="reference external" href="http://singa.apache.org/en/develop/contribute-docs.html">Help with the documentation</a> by updating webpages that are lacking or unclear.</li>
 </ul>
 </div>
 
@@ -177,7 +177,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/develop/schedule.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/schedule.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/schedule.html (original)
+++ incubator/singa/site/trunk/en/develop/schedule.html Tue Jan 24 09:25:48 2017
@@ -161,7 +161,7 @@
 </tr>
 </thead>
 <tbody valign="top">
-<tr class="row-even"><td>0.1 Sep 2015</td>
+<tr class="row-even"><td>v0.1 Sep 2015</td>
 <td>Neural Network</td>
 <td>Feed forward neural network, including CNN, MLP</td>
 </tr>
@@ -205,7 +205,7 @@
 <td>Tools</td>
 <td>Installation with GNU auto Tools</td>
 </tr>
-<tr class="row-odd"><td>0.2 Jan 2016</td>
+<tr class="row-odd"><td>v0.2 Jan 2016</td>
 <td>Neural Network</td>
 <td>Feed forward neural network, including AlexNet, cuDNN layers,Tools</td>
 </tr>
@@ -237,7 +237,7 @@
 <td>GPU</td>
 <td>Single node with multiple GPUs</td>
 </tr>
-<tr class="row-odd"><td>0.3 April 2016</td>
+<tr class="row-odd"><td>v0.3 April 2016</td>
 <td>GPU</td>
 <td>Multiple nodes, each with multiple GPUs</td>
 </tr>
@@ -261,7 +261,7 @@
 <td>Binding</td>
 <td>Enhance Python binding for training</td>
 </tr>
-<tr class="row-odd"><td>1.0 Sep 2016</td>
+<tr class="row-odd"><td>v1.0 Sep 2016</td>
 <td>Programming abstraction</td>
 <td>Tensor with linear algebra, neural net and random operations</td>
 </tr>
@@ -285,37 +285,49 @@
 <td>&nbsp;</td>
 <td>Large image models, e.g., <a class="reference external" href="https://arxiv.org/pdf/1409.1556.pdf">VGG</a> and <a class="reference external" href="http://arxiv.org/abs/1512.03385">Residual Net</a></td>
 </tr>
-<tr class="row-odd"><td>1.1 Dec 2016</td>
+<tr class="row-odd"><td>v1.1 Jan 2017</td>
 <td>Model Zoo</td>
-<td>Health-care models and popular image models</td>
+<td>GoogleNet; Health-care models</td>
 </tr>
 <tr class="row-even"><td>&nbsp;</td>
 <td>Caffe converter</td>
 <td>Use SINGA to train models configured in caffe proto files</td>
 </tr>
 <tr class="row-odd"><td>&nbsp;</td>
-<td>Memory optimization</td>
-<td>Replace CNMEM with new memory pool to reduce memory footprint</td>
+<td>Model components</td>
+<td>Add concat and slice layers; accept multiple inputs to the net</td>
 </tr>
 <tr class="row-even"><td>&nbsp;</td>
-<td>Distributed training</td>
-<td>Migrate distributed training frameworks from V0.3</td>
-</tr>
-<tr class="row-odd"><td>&nbsp;</td>
 <td>Compilation and installation</td>
 <td>Windows suppport</td>
 </tr>
-<tr class="row-even"><td>&nbsp;</td>
+<tr class="row-odd"><td>&nbsp;</td>
 <td>&nbsp;</td>
 <td>Simplify the installation by compiling protobuf and openblas together with SINGA</td>
 </tr>
-<tr class="row-odd"><td>&nbsp;</td>
+<tr class="row-even"><td>&nbsp;</td>
 <td>&nbsp;</td>
 <td>Build python wheel automatically using Jenkins</td>
 </tr>
-<tr class="row-even"><td>&nbsp;</td>
+<tr class="row-odd"><td>&nbsp;</td>
 <td>&nbsp;</td>
-<td>Deploy SINGA programs on Android phones for prediction tasks</td>
+<td>Install SINGA from Debian packages</td>
+</tr>
+<tr class="row-even"><td>v1.2 April 2017</td>
+<td>Numpy API</td>
+<td>Implement functions for the tensor module of PySINGA following numpy API</td>
+</tr>
+<tr class="row-odd"><td>&nbsp;</td>
+<td>Distributed training</td>
+<td>Migrate distributed training frameworks from V0.3</td>
+</tr>
+<tr class="row-even"><td>v1.3 July 2017</td>
+<td>Memory optimization</td>
+<td>Replace CNMEM with new memory pool to reduce memory footprint</td>
+</tr>
+<tr class="row-odd"><td>&nbsp;</td>
+<td>Execution optimization</td>
+<td>Runtime optimization of execution scheduling</td>
 </tr>
 </tbody>
 </table>
@@ -340,7 +352,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Tue Jan 24 09:25:48 2017
@@ -253,7 +253,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/cnn.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/cnn.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/cnn.html (original)
+++ incubator/singa/site/trunk/en/docs/cnn.html Tue Jan 24 09:25:48 2017
@@ -296,7 +296,7 @@ test loss = 1.211573, test accuracy = 0.
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/converter.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/converter.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/converter.html (original)
+++ incubator/singa/site/trunk/en/docs/converter.html Tue Jan 24 09:25:48 2017
@@ -190,7 +190,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/data.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/data.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/data.html (original)
+++ incubator/singa/site/trunk/en/docs/data.html Tue Jan 24 09:25:48 2017
@@ -246,7 +246,7 @@ space or comma</li>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/dependencies.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/dependencies.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/dependencies.html (original)
+++ incubator/singa/site/trunk/en/docs/dependencies.html Tue Jan 24 09:25:48 2017
@@ -232,7 +232,7 @@ folders).</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/device.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/device.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/device.html (original)
+++ incubator/singa/site/trunk/en/docs/device.html Tue Jan 24 09:25:48 2017
@@ -263,7 +263,7 @@ to call singa::Device and its methods.</
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/docker.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/docker.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/docker.html (original)
+++ incubator/singa/site/trunk/en/docs/docker.html Tue Jan 24 09:25:48 2017
@@ -214,7 +214,7 @@ level4: CUDNN
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/examples/caffe/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/caffe/README.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/caffe/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/caffe/README.html Tue Jan 24 09:25:48 2017
@@ -193,7 +193,7 @@ You can start the prediction program by
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

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=1780040&r1=1780039&r2=1780040&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 Tue Jan 24 09:25:48 2017
@@ -191,7 +191,7 @@ Other plain text files can also be used.
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

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=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/cifar10/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/cifar10/README.html Tue Jan 24 09:25:48 2017
@@ -236,7 +236,7 @@ The &#8216;model.bin&#8217; file generat
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

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=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/imagenet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/imagenet/README.html Tue Jan 24 09:25:48 2017
@@ -231,7 +231,7 @@ folder in data preprocessing step;</li>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

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=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/index.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/index.html Tue Jan 24 09:25:48 2017
@@ -186,7 +186,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/examples/mnist/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/examples/mnist/README.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/examples/mnist/README.html (original)
+++ incubator/singa/site/trunk/en/docs/examples/mnist/README.html Tue Jan 24 09:25:48 2017
@@ -178,7 +178,7 @@ the program with an additional argument<
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

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=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/image_tool.html (original)
+++ incubator/singa/site/trunk/en/docs/image_tool.html Tue Jan 24 09:25:48 2017
@@ -480,7 +480,7 @@ it into given size.</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Tue Jan 24 09:25:48 2017
@@ -279,7 +279,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/initializer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/initializer.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/initializer.html (original)
+++ incubator/singa/site/trunk/en/docs/initializer.html Tue Jan 24 09:25:48 2017
@@ -260,7 +260,7 @@ Rectifiers: Surpassing Human-Level Perfo
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/installation.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/installation.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/installation.html (original)
+++ incubator/singa/site/trunk/en/docs/installation.html Tue Jan 24 09:25:48 2017
@@ -709,7 +709,7 @@ In particular, if you build PySINGA from
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/layer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/layer.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/layer.html (original)
+++ incubator/singa/site/trunk/en/docs/layer.html Tue Jan 24 09:25:48 2017
@@ -1078,7 +1078,7 @@ supported layers</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/loss.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/loss.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/loss.html (original)
+++ incubator/singa/site/trunk/en/docs/loss.html Tue Jan 24 09:25:48 2017
@@ -349,7 +349,7 @@ value is [0, x.shape[1])</li>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/metric.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/metric.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/metric.html (original)
+++ incubator/singa/site/trunk/en/docs/metric.html Tue Jan 24 09:25:48 2017
@@ -267,7 +267,7 @@ ground truth to get the metric values.</
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html Tue Jan 24 09:25:48 2017
@@ -193,7 +193,7 @@ You can start the prediction program by
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html Tue Jan 24 09:25:48 2017
@@ -233,7 +233,7 @@ Other plain text files can also be used.
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html?rev=1780040&r1=1780039&r2=1780040&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html Tue Jan 24 09:25:48 2017
@@ -278,7 +278,7 @@ The &#8216;model.bin&#8217; file generat
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2016 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..
+        &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>

Added: incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html?rev=1780040&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html (added)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html Tue Jan 24 09:25:48 2017
@@ -0,0 +1,278 @@
+
+
+
+<!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>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>Use parameters pre-trained from Caffe in SINGA &mdash; incubator-singa 1.0.1 documentation</title>
+  
+
+  
+  
+
+  
+
+  
+  
+    
+
+  
+
+  
+  
+    <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+  
+
+  
+
+  
+    <link rel="top" title="incubator-singa 1.0.1 documentation" href="../../../../index.html"/>
+    <link href="../../../../_static/style.css" rel="stylesheet" type="text/css">
+
+
+  
+  <script src="../../../../_static/js/modernizr.min.js"></script>
+
+</head>
+
+<body class="wy-body-for-nav" role="document">
+
+  <div class="wy-grid-for-nav">
+
+    
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search">
+          
+
+          
+            <a href="../../../../index.html" class="icon icon-home"> incubator-singa
+          
+
+          
+            
+            <img src="../../../../_static/singa.png" class="logo" />
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                1.0
+              </div>
+            
+          
+
+          
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+
+          
+        </div>
+
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+                <ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Development</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../../develop/schedule.html">Development Schedule</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-code.html">How to Contribute Code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Community</span></p>
+<ul>
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+    <li>Use parameters pre-trained from Caffe in SINGA</li>
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+  <div class="section" id="use-parameters-pre-trained-from-caffe-in-singa">
+<span id="use-parameters-pre-trained-from-caffe-in-singa"></span><h1>Use parameters pre-trained from Caffe in SINGA<a class="headerlink" href="#use-parameters-pre-trained-from-caffe-in-singa" title="Permalink to this headline">¶</a></h1>
+<p>In this example, we use SINGA to load the VGG parameters trained by Caffe to do image classification.</p>
+<div class="section" id="run-this-example">
+<span id="run-this-example"></span><h2>Run this example<a class="headerlink" href="#run-this-example" title="Permalink to this headline">¶</a></h2>
+<p>You can run this example by simply executing <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg16</span></code> or <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg19</span></code>
+The script does the following work.</p>
+<div class="section" id="obtain-the-caffe-model">
+<span id="obtain-the-caffe-model"></span><h3>Obtain the Caffe model<a class="headerlink" href="#obtain-the-caffe-model" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li>Download caffe model prototxt and parameter binary file.</li>
+<li>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)</li>
+<li>After updating, we can obtain two files, i.e., the prototxt and parameter
+binary file.</li>
+</ul>
+</div>
+<div class="section" id="prepare-test-images">
+<span id="prepare-test-images"></span><h3>Prepare test images<a class="headerlink" href="#prepare-test-images" title="Permalink to this headline">¶</a></h3>
+<p>A few sample images are downloaded into the <code class="docutils literal"><span class="pre">test</span></code> folder.</p>
+</div>
+<div class="section" id="predict">
+<span id="predict"></span><h3>Predict<a class="headerlink" href="#predict" title="Permalink to this headline">¶</a></h3>
+<p>The <code class="docutils literal"><span class="pre">predict.py</span></code> script creates the VGG model and read the parameters,</p>
+<div class="highlight-python"><div class="highlight"><pre>usage: predict.py [-h] model_txt model_bin imgclass
+</pre></div>
+</div>
+<p>where <code class="docutils literal"><span class="pre">imgclass</span></code> refers to the synsets of imagenet dataset for vgg models.
+You can start the prediction program by executing the following command:</p>
+<div class="highlight-python"><div class="highlight"><pre>python predict.py vgg16.prototxt vgg16.caffemodel synset_words.txt
+</pre></div>
+</div>
+<p>Then you type in the image path, and the program would output the top-5 labels.</p>
+<p>More Caffe models would be tested soon.</p>
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