singa-commits mailing list archives

Site index · List index
Message view « Date » · « Thread »
Top « Date » · « Thread »
From wang...@apache.org
Subject svn commit: r1807939 [1/3] - in /incubator/singa/site/trunk: en/ en/_sources/ en/_sources/community/ en/_sources/develop/ en/_sources/docs/ en/_sources/docs/model_zoo/examples/imagenet/resnet/ en/_sources/releases/ en/community/ en/develop/ en/docs/ en...
Date Sun, 10 Sep 2017 05:05:20 GMT
Author: wangwei
Date: Sun Sep 10 05:05:19 2017
New Revision: 1807939

URL: http://svn.apache.org/viewvc?rev=1807939&view=rev
Log:
update the docs by jenkins for commit 4e60fa2

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

Modified: incubator/singa/site/trunk/en/.buildinfo
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/.buildinfo?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/.buildinfo (original)
+++ incubator/singa/site/trunk/en/.buildinfo Sun Sep 10 05:05:19 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: ef8bb4943a01394658c5425db4358da9
+config: 5a42b5354a3e7ae370559f6a8ef498be
 tags: 645f666f9bcd5a90fca523b33c5a78b7

Modified: incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/community/team-list.rst.txt Sun Sep 10 05:05:19 2017
@@ -37,6 +37,8 @@ Thejas Nair          thejas@apache.org
 Developers
 ----------
 
+The SINGA community has developers mainly from National University of Singapore, Zhejiang University, NetEase, Osaka University, yzBigData, etc.
+
 +--------------------+--------------------------------+-----------------------------------------------+
 | Name               | Email                          | Organization                                  |
 +====================+================================+===============================================+
@@ -76,4 +78,7 @@ Developers
 +--------------------+--------------------------------+-----------------------------------------------+
 | Kaiping Zheng      | kaiping@apache.org             | National University of Singapore              |
 +--------------------+--------------------------------+-----------------------------------------------+
-
+| Moaz Reyad         | moazreyad@gmail.com            | National University of Singapore              |
++--------------------+--------------------------------+-----------------------------------------------+
+| Chang Yao          | yaochang2009@gmail.com         | yzBigdata                                     |
++--------------------+--------------------------------+-----------------------------------------------+

Modified: incubator/singa/site/trunk/en/_sources/develop/contribute-docs.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/contribute-docs.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/contribute-docs.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/develop/contribute-docs.md.txt Sun Sep 10 05:05:19 2017
@@ -2,9 +2,9 @@
 
 
 ## Website
-This document gives step-by-step instructions for deploying [Singa website](http://singa.incubator.apache.org).
+This document gives step-by-step instructions for deploying [SINGA website](http://singa.incubator.apache.org).
 
-Singa website is built by [Sphinx](http://www.sphinx-doc.org) >=1.4.4 from a source tree stored in git: https://github.com/apache/incubator-singa/tree/master/doc.
+SINGA website is built by [Sphinx](http://www.sphinx-doc.org) >=1.4.4 from a source tree stored in git: https://github.com/apache/incubator-singa/tree/master/doc.
 
 To install Sphinx:
 

Modified: incubator/singa/site/trunk/en/_sources/develop/how-contribute.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/how-contribute.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/how-contribute.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/develop/how-contribute.md.txt Sun Sep 10 05:05:19 2017
@@ -3,7 +3,7 @@
 As with any open source project, there are several ways you can help:
 
 * 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.
+* [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.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/develop/schedule.rst.txt Sun Sep 10 05:05:19 2017
@@ -60,7 +60,7 @@ Development Schedule
   "                   ","                             ","Simplify the installation by compiling protobuf and openblas together with SINGA"
   "                   ","                             ","Build python wheel automatically using Jenkins"
   "                   ","                             ","Install SINGA from Debian packages"
-  "v1.2 April 2017    ","Numpy API                    ","Implement functions for the tensor module of PySINGA following numpy API"
+  "v1.2 Oct 2017      ","Numpy API                    ","Implement functions for the tensor module of PySINGA following numpy API"
   "                   ","Distributed training         ","Migrate distributed training frameworks from V0.3"
-  "v1.3 July 2017     ","Memory optimization          ","Replace CNMEM with new memory pool to reduce memory footprint"
+  "                   ","Memory optimization          ","Replace CNMEM with new memory pool to reduce memory footprint"
   "                   ","Execution optimization       ","Runtime optimization of execution scheduling"

Modified: incubator/singa/site/trunk/en/_sources/docs/cnn.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/cnn.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/cnn.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/cnn.md.txt Sun Sep 10 05:05:19 2017
@@ -1,141 +1,141 @@
-#Quickstart - Cifar10 example
-Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image classification. In this example, we will use a deep CNN model to do image classification for the [CIFAR10 dataset](http://www.cs.toronto.edu/~kriz/cifar.html).
-
-## Running instructions for CPP version
-Please refer to [Installation](installation.html) page for how to install SINGA. Currently, we CNN requires CUDNN, hence both CUDA and CUDNN should be installed and SINGA should be compiled with CUDA and CUDNN.
-
-The Cifar10 dataset could be downloaded by running
-
-    # switch to cifar10 directory
-    $ cd ../examples/cifar10
-    # download data for CPP version
-    $ python download_data.py bin
-
-'bin' is for downloading binary version of Cifar10 data.
-
-During downloading, you should see the detailed output like
-
-     Downloading CIFAR10 from http://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz
-     The tar file does exist. Extracting it now..
-     Finished!
-
-Now you have prepared the data for this Cifar10 example, the final step is to execute the `run.sh` script,
-
-    # in SINGA_ROOT/examples/cifar10/
-    $ ./run.sh
-
-You should see the detailed output as follows: first read the data files in order, show the statistics of training and testing data, then show the details of neural net structure with some parameter information, finally illustrate the performance details during training and validation process. The number of epochs can be specified in `run.sh` file.
-
-    Start training
-    Reading file cifar-10-batches-bin/data_batch_1.bin
-    Reading file cifar-10-batches-bin/data_batch_2.bin
-    Reading file cifar-10-batches-bin/data_batch_3.bin
-    Reading file cifar-10-batches-bin/data_batch_4.bin
-    Reading file cifar-10-batches-bin/data_batch_5.bin
-    Reading file cifar-10-batches-bin/test_batch.bin
-    Training samples = 50000, Test samples = 10000
-    conv1(32, 32, 32, )
-    pool1(32, 16, 16, )
-    relu1(32, 16, 16, )
-    lrn1(32, 16, 16, )
-    conv2(32, 16, 16, )
-    relu2(32, 16, 16, )
-    pool2(32, 8, 8, )
-    lrn2(32, 8, 8, )
-    conv3(64, 8, 8, )
-    relu3(64, 8, 8, )
-    pool3(64, 4, 4, )
-    flat(1024, )
-    ip(10, )
-    conv1_weight : 8.09309e-05
-    conv1_bias : 0
-    conv2_weight : 0.00797731
-    conv2_bias : 0
-    conv3_weight : 0.00795888
-    conv3_bias : 0
-    ip_weight : 0.00798683
-    ip_bias : 0
-    Messages will be appended to an existed file: train_perf
-    Messages will be appended to an existed file: val_perf
-    Epoch 0, training loss = 1.828369, accuracy = 0.329420, lr = 0.001000
-    Epoch 0, val loss = 1.561823, metric = 0.420600
-    Epoch 1, training loss = 1.465898, accuracy = 0.469940, lr = 0.001000
-    Epoch 1, val loss = 1.361778, metric = 0.513300
-    Epoch 2, training loss = 1.320708, accuracy = 0.529000, lr = 0.001000
-    Epoch 2, val loss = 1.242080, metric = 0.549100
-    Epoch 3, training loss = 1.213776, accuracy = 0.571620, lr = 0.001000
-    Epoch 3, val loss = 1.175346, metric = 0.582000
-
-The training details are stored in `train_perf` file in the same directory and the validation details in `val_perf` file.
-
-
-## Running instructions for Python version
-To run CNN example in Python version, we need to compile SINGA with Python binding,
-
-    $ mkdir build && cd build
-    $ cmake -DUSE_PYTHON=ON ..
-    $ make
-
-Now download the Cifar10 dataset,
-
-    # switch to cifar10 directory
-    $ cd ../examples/cifar10
-    # download data for Python version
-    $ python download_data.py py
-
-During downloading, you should see the detailed output like
-
-     Downloading CIFAR10 from http://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz
-     The tar file does exist. Extracting it now..
-     Finished!
-
-Then execute the `train.py` script to build the model
-
-    $ python train.py
-
-You should see the output as follows including the details of neural net structure with some parameter information, reading data files, and the performance details during training and testing process.
-
-    (32L, 32L, 32L)
-    (32L, 16L, 16L)
-    (32L, 16L, 16L)
-    (32L, 16L, 16L)
-    (32L, 16L, 16L)
-    (32L, 16L, 16L)
-    (32L, 8L, 8L)
-    (32L, 8L, 8L)
-    (64L, 8L, 8L)
-    (64L, 8L, 8L)
-    (64L, 4L, 4L)
-    (1024L,)
-    Start intialization............
-    conv1_weight gaussian 7.938460476e-05
-    conv1_bias constant 0.0
-    conv2_weight gaussian 0.00793507322669
-    conv2_bias constant 0.0
-    conv3_weight gaussian 0.00799657031894
-    conv3_bias constant 0.0
-    dense_weight gaussian 0.00804364029318
-    dense_bias constant 0.0
-    Loading data ..................
-    Loading data file cifar-10-batches-py/data_batch_1
-    Loading data file cifar-10-batches-py/data_batch_2
-    Loading data file cifar-10-batches-py/data_batch_3
-    Loading data file cifar-10-batches-py/data_batch_4
-    Loading data file cifar-10-batches-py/data_batch_5
-    Loading data file cifar-10-batches-py/test_batch
-    Epoch 0
-    training loss = 1.881866, training accuracy = 0.306360 accuracy = 0.420000
-    test loss = 1.602577, test accuracy = 0.412200
-    Epoch 1
-    training loss = 1.536011, training accuracy = 0.441940 accuracy = 0.500000
-    test loss = 1.378170, test accuracy = 0.507600
-    Epoch 2
-    training loss = 1.333137, training accuracy = 0.519960 accuracy = 0.520000
-    test loss = 1.272205, test accuracy = 0.540600
-    Epoch 3
-    training loss = 1.185212, training accuracy = 0.574120 accuracy = 0.540000
-    test loss = 1.211573, test accuracy = 0.567600
-
-This script will call `alexnet.py` file to build the alexnet model. After the training is finished, SINGA will save the model parameters into a checkpoint file `model.bin` in the same directory. Then we can use this `model.bin` file for prediction.
-
-    $ python predict.py
+# Quickstart - Cifar10 example
+Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image classification. In this example, we will use a deep CNN model to do image classification for the [CIFAR10 dataset](http://www.cs.toronto.edu/~kriz/cifar.html).
+
+## Running instructions for CPP version
+Please refer to [Installation](installation.html) page for how to install SINGA. Currently, we CNN requires CUDNN, hence both CUDA and CUDNN should be installed and SINGA should be compiled with CUDA and CUDNN.
+
+The Cifar10 dataset could be downloaded by running
+
+    # switch to cifar10 directory
+    $ cd ../examples/cifar10
+    # download data for CPP version
+    $ python download_data.py bin
+
+'bin' is for downloading binary version of Cifar10 data.
+
+During downloading, you should see the detailed output like
+
+     Downloading CIFAR10 from http://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz
+     The tar file does exist. Extracting it now..
+     Finished!
+
+Now you have prepared the data for this Cifar10 example, the final step is to execute the `run.sh` script,
+
+    # in SINGA_ROOT/examples/cifar10/
+    $ ./run.sh
+
+You should see the detailed output as follows: first read the data files in order, show the statistics of training and testing data, then show the details of neural net structure with some parameter information, finally illustrate the performance details during training and validation process. The number of epochs can be specified in `run.sh` file.
+
+    Start training
+    Reading file cifar-10-batches-bin/data_batch_1.bin
+    Reading file cifar-10-batches-bin/data_batch_2.bin
+    Reading file cifar-10-batches-bin/data_batch_3.bin
+    Reading file cifar-10-batches-bin/data_batch_4.bin
+    Reading file cifar-10-batches-bin/data_batch_5.bin
+    Reading file cifar-10-batches-bin/test_batch.bin
+    Training samples = 50000, Test samples = 10000
+    conv1(32, 32, 32, )
+    pool1(32, 16, 16, )
+    relu1(32, 16, 16, )
+    lrn1(32, 16, 16, )
+    conv2(32, 16, 16, )
+    relu2(32, 16, 16, )
+    pool2(32, 8, 8, )
+    lrn2(32, 8, 8, )
+    conv3(64, 8, 8, )
+    relu3(64, 8, 8, )
+    pool3(64, 4, 4, )
+    flat(1024, )
+    ip(10, )
+    conv1_weight : 8.09309e-05
+    conv1_bias : 0
+    conv2_weight : 0.00797731
+    conv2_bias : 0
+    conv3_weight : 0.00795888
+    conv3_bias : 0
+    ip_weight : 0.00798683
+    ip_bias : 0
+    Messages will be appended to an existed file: train_perf
+    Messages will be appended to an existed file: val_perf
+    Epoch 0, training loss = 1.828369, accuracy = 0.329420, lr = 0.001000
+    Epoch 0, val loss = 1.561823, metric = 0.420600
+    Epoch 1, training loss = 1.465898, accuracy = 0.469940, lr = 0.001000
+    Epoch 1, val loss = 1.361778, metric = 0.513300
+    Epoch 2, training loss = 1.320708, accuracy = 0.529000, lr = 0.001000
+    Epoch 2, val loss = 1.242080, metric = 0.549100
+    Epoch 3, training loss = 1.213776, accuracy = 0.571620, lr = 0.001000
+    Epoch 3, val loss = 1.175346, metric = 0.582000
+
+The training details are stored in `train_perf` file in the same directory and the validation details in `val_perf` file.
+
+
+## Running instructions for Python version
+To run CNN example in Python version, we need to compile SINGA with Python binding,
+
+    $ mkdir build && cd build
+    $ cmake -DUSE_PYTHON=ON ..
+    $ make
+
+Now download the Cifar10 dataset,
+
+    # switch to cifar10 directory
+    $ cd ../examples/cifar10
+    # download data for Python version
+    $ python download_data.py py
+
+During downloading, you should see the detailed output like
+
+     Downloading CIFAR10 from http://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz
+     The tar file does exist. Extracting it now..
+     Finished!
+
+Then execute the `train.py` script to build the model
+
+    $ python train.py
+
+You should see the output as follows including the details of neural net structure with some parameter information, reading data files, and the performance details during training and testing process.
+
+    (32L, 32L, 32L)
+    (32L, 16L, 16L)
+    (32L, 16L, 16L)
+    (32L, 16L, 16L)
+    (32L, 16L, 16L)
+    (32L, 16L, 16L)
+    (32L, 8L, 8L)
+    (32L, 8L, 8L)
+    (64L, 8L, 8L)
+    (64L, 8L, 8L)
+    (64L, 4L, 4L)
+    (1024L,)
+    Start intialization............
+    conv1_weight gaussian 7.938460476e-05
+    conv1_bias constant 0.0
+    conv2_weight gaussian 0.00793507322669
+    conv2_bias constant 0.0
+    conv3_weight gaussian 0.00799657031894
+    conv3_bias constant 0.0
+    dense_weight gaussian 0.00804364029318
+    dense_bias constant 0.0
+    Loading data ..................
+    Loading data file cifar-10-batches-py/data_batch_1
+    Loading data file cifar-10-batches-py/data_batch_2
+    Loading data file cifar-10-batches-py/data_batch_3
+    Loading data file cifar-10-batches-py/data_batch_4
+    Loading data file cifar-10-batches-py/data_batch_5
+    Loading data file cifar-10-batches-py/test_batch
+    Epoch 0
+    training loss = 1.881866, training accuracy = 0.306360 accuracy = 0.420000
+    test loss = 1.602577, test accuracy = 0.412200
+    Epoch 1
+    training loss = 1.536011, training accuracy = 0.441940 accuracy = 0.500000
+    test loss = 1.378170, test accuracy = 0.507600
+    Epoch 2
+    training loss = 1.333137, training accuracy = 0.519960 accuracy = 0.520000
+    test loss = 1.272205, test accuracy = 0.540600
+    Epoch 3
+    training loss = 1.185212, training accuracy = 0.574120 accuracy = 0.540000
+    test loss = 1.211573, test accuracy = 0.567600
+
+This script will call `alexnet.py` file to build the alexnet model. After the training is finished, SINGA will save the model parameters into a checkpoint file `model.bin` in the same directory. Then we can use this `model.bin` file for prediction.
+
+    $ python predict.py

Modified: incubator/singa/site/trunk/en/_sources/docs/installation.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/installation.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.md.txt Sun Sep 10 05:05:19 2017
@@ -1,109 +1,38 @@
 # Installation
 
+## From Conda
 
-## From wheel
+Conda is a package manager provided by [Anaconda](https://www.continuum.io/downloads) or [Miniconda](https://conda.io/miniconda.html).
+Currently, SINGA has conda packages (Python 2.7 and Python 3.6) for Linux and MacOSX.
 
-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).
+### Linux
 
-### Pre-requisite
-
-Python 2.7 and pip are required
-
-    # For Ubuntu
-    $ sudo apt-get install python2.7-dev python-pip
-
-    # For Mac
-    $ 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.
+1. CPU only
 
-To use pip with virtual environment,
+        conda install -c nusdbsystem singa
 
-    # install virtualenv
-    $ pip install virtualenv
-    $ virtualenv pysinga
-    $ source pysinga/bin/activate
+2. GPU via CUDA+cuDNN
 
-To use anaconda with virtual environment,
+        conda install -c nusdbsystem singa-cudax.y-cudnnz
 
-    $ conda create --name pysinga python=2
-    $ source activate pysinga
+    where `x.y,z` is one of <8.0, 5>, <7.5, 5> and <7.5, 4>.
+    Users need to install CUDA and cuDNN before installing SINGA.
+    If cuDNN is not in system folders (e.g., /usr/local), export the folder of libcudnn.so to LD_LIBRARY_PATH
 
 
-Note that in python virtual environment, you may need to reset the `PYTHONPATH` to empty
-to avoid the conflicts of system path and virtual environment path.
+### Mac OSX
 
+Only the CPU version is available,
 
-### Instructions
-
-Currently, the following wheel files are available,
-
-<table border="1">
-  <tr>
-    <th>OS</th>
-    <th>Device</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/wheel/linux/latest/ubuntu14.04-cpp/">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+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><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>
-    <td>Ubuntu16.04</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cpp/">latest</a>, <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux">history</a></td>
-  </tr>
-  <tr>
-    <td>Ubuntu16.04</td>
-    <td>GPU</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>
-    <td>MacOSX10.11</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.11-cpp/">latest</a>, <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx">history</a></td>
-  </tr>
-  <tr>
-    <td>MacOSX10.12</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.12-cpp/">latest</a>, <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx">history</a></td>
-  </tr>
-</table>
+    conda config --add channels conda-forge
+    conda install -c nusdbsystem singa
 
-Download the whl file and execute the following command to install PySINGA,
 
-    $ pip install --upgrade <path to the whel file>
+If there is no error message from
 
-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.
+    python -c "from singa import tensor"
 
-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.
+then SINGA is installed successfully.
 
 ## From Debian Package
 
@@ -126,25 +55,19 @@ The following Debian packages (on archit
     <td>Ubuntu14.04</td>
     <td>GPU</td>
     <td>CUDA7.5+cuDNN4</td>
-    <td>coming soon</td>
+    <td>-</td>
   </tr>
   <tr>
     <td>Ubuntu14.04</td>
     <td>GPU</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/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>Ubuntu14.04</td>
     <td>GPU</td>
     <td>CUDA8.0+cuDNN5</td>
-    <td>coming soon</td>
+    <td>-</td>
   </tr>
 </table>
 
@@ -166,7 +89,7 @@ The source files could be downloaded eit
 The following libraries are required
 * cmake (>=2.8)
 * gcc (>=4.8.1) or Clang
-* google protobuf (>=2.5,<3)
+* google protobuf (>=2.5)
 * blas (tested with openblas >=0.2.10)
 * swig(>=3.0.10) for compiling PySINGA
 * numpy(>=1.11.0) for compiling PySINGA
@@ -182,10 +105,13 @@ The following libraries are optional
 2. run `cmake [options] ..`
   by default all options are OFF except `USE_PYTHON`
 
-    * `USE_MODUELS=ON`, used if protobuf and blas are not installed a prior
+    * `USE_MODULES=ON`, used if protobuf and blas are not installed a prior
     * `USE_CUDA=ON`, used if CUDA and cuDNN is available
     * `USE_PYTHON=ON`, used for compiling PySINGA
     * `USE_OPENCL=ON`, used for compiling with OpenCL support
+    * `PYTHON3=ON`, used for compiling with Python 3 support. (The default is Python 2)
+    * `PACKAGE=ON`, used for building the Debian package
+
 3. compile the code, e.g., `make`
 4. goto python folder
 5. run `pip install .`
@@ -204,8 +130,10 @@ The following instructions are tested on
     # required libraries
     $ sudo apt-get install libprotobuf-dev libopenblas-dev protobuf-compiler
 
-    # optional libraries
+    # optional libraries.
     $ sudo apt-get install python2.7-dev python-pip python-numpy
+    # for Python 3
+    $ sudo apt-get install python3-dev python3-numpy, python3-pip
     $ sudo apt-get install libopencv-dev libgoogle-glog-dev liblmdb-dev
 
 The following instructions are tested on Mac OS X Yosemite (10.11 and 10.12) for installing dependent libraries.
@@ -335,6 +263,17 @@ To build SINGA with OpenCL support, you
 
     cmake -DUSE_OPENCL=ON ..
 
+#### Compile SINGA with PYTHON2=ON
+
+The default Python version for SINGA is 3. SINGA can be built for Python 2 by setting PYTHON2=ON.
+
+#### Compile SINGA with PACKAGE=ON
+
+This setting is used to build the Debian package. Set PACKAGE=ON and build the package with make command like this:
+
+    $ cmake -DPACKAGE=ON
+    $ make package
+
 ### Compile SINGA on Windows
 
 For the dependent library installation, please refer to [Dependencies](dependencies.md).
@@ -376,7 +315,7 @@ just copy the dll files into the same fo
 * Q: Error from 'import singa' using PySINGA installed from wheel.
 
     A: Please check the detailed error from `python -c  "from singa import _singa_wrap"`. Sometimes it is
-    caused by the dependent libraries, e.g. there are multiple versions of protobuf or missing of cudnn. Following
+    caused by the dependent libraries, e.g. there are multiple versions of protobuf, missing of cudnn, numpy version mismatch. Following
     steps show the solutions for different cases
     1. Check the cudnn and cuda and gcc versions, cudnn5 and cuda7.5 and gcc4.8/4.9 are preferred. if gcc is 5.0, then downgrade it.
        If cudnn is missing or not match with the wheel version, you can download the correct version of cudnn into ~/local/cudnn/ and
@@ -393,9 +332,18 @@ just copy the dll files into the same fo
             $ source ~/.bashrc
 
     3. If it cannot find other libs including python, then create virtual env using pip or conda;
-       and then install SINGA via
 
-            $ pip install --upgrade <url of singa wheel>
+    4. If it is not caused by the above reasons, go to the folder of `_singa_wrap.so`,
+
+            $ python
+            >> import importlib
+            >> importlib.import_module('_singa_wrap')
+
+      Check the error message. For example, if the numpy version mismatches, the error message would be,
+
+            RuntimeError: module compiled against API version 0xb but this version of numpy is 0xa
+
+      Then you need to upgrade the numpy.
 
 
 * Q: Error from running `cmake ..`, which cannot find the dependent libraries.
@@ -494,7 +442,7 @@ just copy the dll files into the same fo
 
 * Q: When I run PySINGA in Mac OS X, I got the error "Fatal Python error: PyThreadState_Get: no current thread  Abort trap: 6"
 
-    A: This error happens typically when you have multiple version of Python on your system,
+    A: This error happens typically when you have multiple version of Python on your system and you installed SINGA via pip (this problem is resolved for installation via conda),
     e.g, the one comes with the OS and the one installed by Homebrew. The Python linked by PySINGA must be the same as the Python interpreter.
     You can check your interpreter by `which python` and check the Python linked by PySINGA via `otool -L <path to _singa_wrap.so>`.
     To fix this error, compile SINGA with the correct version of Python.

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt Sun Sep 10 05:05:19 2017
@@ -31,7 +31,7 @@ In this example, we convert Residual Net
         $ python serve.py --parameter_file resnet-18.pickle --model resnet --depth 18 &
 
   The parameter files for the following model and depth configuration pairs are provided:
-  * resnet (original resnet), [18](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz)|[34](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-34.tar.gz)|[101](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz)|[152](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-152.tar.gz)
+  * resnet (original resnet), [18](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz)|[34](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-34.tar.gz)|[101](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz)|[152](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-152.tar.gz)
   * addbn (resnet with a batch normalization layer after the addition), [50](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-50.tar.gz)
   * wrn (wide resnet), [50](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/wrn-50-2.tar.gz)
   * preact (resnet with pre-activation) [200](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-200.tar.gz)

Modified: incubator/singa/site/trunk/en/_sources/index.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/index.rst.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/index.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/index.rst.txt Sun Sep 10 05:05:19 2017
@@ -16,35 +16,35 @@
    under the License.
 
 
-.. Singa documentation master file, created by
+.. SINGA documentation master file, created by
    sphinx-quickstart on Sat Jul  9 20:36:57 2016.
    You can adapt this file completely to your liking, but it should at least
    contain the root `toctree` directive.
-Welcome to Apache Singa
+Welcome to Apache SINGA
 =======================
 
 Recent News
 -----------
 
-* **Version 1.1** is now available, 12 Feb, 2017. `Download SINGA v1.1.0 <downloads.html>`_
+* **Version 1.1.0** is now available, 12 Feb, 2017. `Download SINGA v1.1.0 <downloads.html>`_
 
 * A tutorial on SINGA V1 will be given at `SGInnovate <https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487>`_, on 23 March, 2017
 
-* **Version 1** is now available, 9 Sep, 2016. `Download SINGA v1.0.0 <downloads.html>`_
+* **Version 1.0.0** is now available, 9 Sep, 2016. `Download SINGA v1.0.0 <downloads.html>`_
 
 * SINGA will be presented at `REWORK <https://www.re-work.co/events/deep-learning-singapore/schedule>`_, 21 Oct, 2016.
 
 * SINGA was presented at `PyDataSG <http://www.meetup.com/PyData-SG/events/229691286/>`_, 16 Aug, 2016.
 
-* The **third release** is now available, 20 April, 2016. `Download SINGA v0.3.0 <downloads.html>`_
+* **Version 0.3.0** is now available, 20 April, 2016. `Download SINGA v0.3.0 <downloads.html>`_
 
-* The **second release** is now available, 14 Jan, 2016. `Download SINGA v0.2.0 <downloads.html>`_.
+* **Version 0.2.0** is now available, 14 Jan, 2016. `Download SINGA v0.2.0 <downloads.html>`_.
 
 * SINGA will be presented at `Strata+Hadoop <http://strataconf.com/big-data-conference-sg-2015/public/schedule/detail/45123>`_ on 2 Dec, 2015
 
 * SINGA was presented at `ACM Multimedia <http://www.acmmm.org/2015/at-a-glance/>`_ Best Paper session and Open Source Software Competition session, 26-30 Oct, 2015 (`Slides <http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/mm2015.ppt>`_)
 
-* The **first release** is now available, 8 Oct, 2015. `Download SINGA v0.1.0 <downloads.html>`_.
+* **Version 0.1.0** is now available, 8 Oct, 2015. `Download SINGA v0.1.0 <downloads.html>`_.
 
 * SINGA was presented at `workshop on deep learning <http://www.comp.nus.edu.sg/~dbsystem/singa/workshop>`_  held on 16 Sep, 2015
 
@@ -68,6 +68,27 @@ Getting Started
 
 * Refer to the `Jupyter notebooks <http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb>`_ for some basic examples and the `model zoo page <./docs/model_zoo/index.html>`_ for more examples.
 
+.. |logo1| image:: _static/github.png
+   :scale: 100%
+   :align: middle
+   :target: https://github.com/apache/incubator-singa
+.. |logo2| image:: _static/awsmp.gif
+   :scale: 100%
+   :align: middle
+   :target: https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c
+.. |logo3| image:: _static/docker.png
+   :scale: 50%
+   :align: middle
+   :target: https://hub.docker.com/r/nusdbsystem/singa/
+.. |logo4| image:: _static/jupyter.png
+   :scale: 25%
+   :align: middle
+   :target: http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb
+
++---------+---------+---------+---------+
+| |logo1| | |logo2| | |logo3| | |logo4| |
++---------+---------+---------+---------+
+
 Documentation
 -------------
 
@@ -86,15 +107,18 @@ How to contribute
 
 More details on contributing to SINGA is described `here <develop/how-contribute.html>`_ .
 
-Citing SINGA
+History
 ------------
 
+SINGA was initiated by the DB System Group at National University of Singapore in 2014, in collaboration with the database group of Zhejiang University.
 Please cite the following two papers if you use SINGA in your research:
 
 * B. C. Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K. H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng. `SINGA: A distributed deep learning platform <http://www.comp.nus.edu.sg/~ooibc/singaopen-mm15.pdf>`_. ACM Multimedia (Open Source Software Competition) 2015 (`BibTex <http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-oss.txt>`_).
 
 * W. Wang, G. Chen, T. T. A. Dinh, B. C. Ooi, K.-L.Tan, J. Gao, and S. Wang. `SINGA: putting deep learning in the hands of multimedia users <http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf>`_. ACM Multimedia 2015 (`BibTex <http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-singa.txt>`_, `Slides <files/mm2015.ppt>`_).
 
+Companies like `NetEase <http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html>`_, `yzBigData <http://www.yzbigdata.com/en/index.html>`_ and `Shentilium <https://shentilium.com/>`_ are using SINGA for their applications.
+
 .. toctree::
    :hidden:
 

Modified: incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.1.0.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.1.0.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.1.0.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.1.0.md.txt Sun Sep 10 05:05:19 2017
@@ -1,4 +1,4 @@
-#singa-incubating-0.1.0 Release Notes
+# singa-incubating-0.1.0 Release Notes
 
 ---
 

Modified: incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.2.0.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.2.0.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.2.0.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.2.0.md.txt Sun Sep 10 05:05:19 2017
@@ -1,4 +1,4 @@
-#singa-incubating-0.2.0 Release Notes
+# singa-incubating-0.2.0 Release Notes
 
 ---
 

Modified: incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.3.0.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.3.0.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.3.0.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_0.3.0.md.txt Sun Sep 10 05:05:19 2017
@@ -1,4 +1,4 @@
-#singa-incubating-0.3.0 Release Notes
+# singa-incubating-0.3.0 Release Notes
 
 ---
 

Modified: incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.0.0.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.0.0.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.0.0.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.0.0.md.txt Sun Sep 10 05:05:19 2017
@@ -1,4 +1,4 @@
-#singa-incubating-1.0.0 Release Notes
+# singa-incubating-1.0.0 Release Notes
 
 ---
 
@@ -49,7 +49,7 @@ This release includes following features
       * [SINGA-199]  Implement Python classes for SGD optimizers
       * [SINGA-198]  Change Layer::Setup API to include input Tensor shapes
       * [SINGA-193]  Add Python layers
-      * [SINGA-192]  Implement optimization algorithms for Singa v1 (nesterove, adagrad, rmsprop)
+      * [SINGA-192]  Implement optimization algorithms for SINGA v1 (nesterove, adagrad, rmsprop)
       * [SINGA-191]  Add "autotune" for CudnnConvolution Layer
       * [SINGA-190]  Add prelu layer and flatten layer
       * [SINGA-189]  Generate python outputs of proto files

Modified: incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.1.0.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.1.0.md.txt?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.1.0.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/releases/RELEASE_NOTES_1.1.0.md.txt Sun Sep 10 05:05:19 2017
@@ -1,4 +1,4 @@
-#singa-incubating-1.1.0 Release Notes
+# singa-incubating-1.1.0 Release Notes
 
 ---
 

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/issue-tracking.html (original)
+++ incubator/singa/site/trunk/en/community/issue-tracking.html Sun Sep 10 05:05:19 2017
@@ -178,7 +178,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -245,7 +245,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/mail-lists.html (original)
+++ incubator/singa/site/trunk/en/community/mail-lists.html Sun Sep 10 05:05:19 2017
@@ -205,7 +205,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -272,7 +272,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/source-repository.html (original)
+++ incubator/singa/site/trunk/en/community/source-repository.html Sun Sep 10 05:05:19 2017
@@ -196,7 +196,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -263,7 +263,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/team-list.html (original)
+++ incubator/singa/site/trunk/en/community/team-list.html Sun Sep 10 05:05:19 2017
@@ -185,6 +185,7 @@
 </div>
 <div class="section" id="developers">
 <h2>Developers<a class="headerlink" href="#developers" title="Permalink to this headline">¶</a></h2>
+<p>The SINGA community has developers mainly from National University of Singapore, Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <table border="1" class="docutils">
 <colgroup>
 <col width="20%" />
@@ -270,6 +271,14 @@
 <td><a class="reference external" href="mailto:kaiping&#37;&#52;&#48;apache&#46;org">kaiping<span>&#64;</span>apache<span>&#46;</span>org</a></td>
 <td>National University of Singapore</td>
 </tr>
+<tr class="row-even"><td>Moaz Reyad</td>
+<td><a class="reference external" href="mailto:moazreyad&#37;&#52;&#48;gmail&#46;com">moazreyad<span>&#64;</span>gmail<span>&#46;</span>com</a></td>
+<td>National University of Singapore</td>
+</tr>
+<tr class="row-odd"><td>Chang Yao</td>
+<td><a class="reference external" href="mailto:yaochang2009&#37;&#52;&#48;gmail&#46;com">yaochang2009<span>&#64;</span>gmail<span>&#46;</span>com</a></td>
+<td>yzBigdata</td>
+</tr>
 </tbody>
 </table>
 </div>
@@ -292,7 +301,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -359,7 +368,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-code.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-code.html Sun Sep 10 05:05:19 2017
@@ -231,7 +231,7 @@ will be automatically updated. For detai
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -298,7 +298,7 @@ will be automatically updated. For detai
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-docs.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-docs.html Sun Sep 10 05:05:19 2017
@@ -157,8 +157,8 @@
 <span id="how-to-contribute-to-documentation"></span><h1>How to Contribute to Documentation<a class="headerlink" href="#how-to-contribute-to-documentation" title="Permalink to this headline">¶</a></h1>
 <div class="section" id="website">
 <span id="website"></span><h2>Website<a class="headerlink" href="#website" title="Permalink to this headline">¶</a></h2>
-<p>This document gives step-by-step instructions for deploying <a class="reference external" href="http://singa.incubator.apache.org">Singa website</a>.</p>
-<p>Singa website is built by <a class="reference external" href="http://www.sphinx-doc.org">Sphinx</a> &gt;=1.4.4 from a source tree stored in git: https://github.com/apache/incubator-singa/tree/master/doc.</p>
+<p>This document gives step-by-step instructions for deploying <a class="reference external" href="http://singa.incubator.apache.org">SINGA website</a>.</p>
+<p>SINGA website is built by <a class="reference external" href="http://www.sphinx-doc.org">Sphinx</a> &gt;=1.4.4 from a source tree stored in git: https://github.com/apache/incubator-singa/tree/master/doc.</p>
 <p>To install Sphinx:</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span>$ pip install -U Sphinx
 </pre></div>
@@ -209,7 +209,7 @@ $ svn commit -m &quot;commit messages&qu
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -276,7 +276,7 @@ $ svn commit -m &quot;commit messages&qu
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/how-contribute.html (original)
+++ incubator/singa/site/trunk/en/develop/how-contribute.html Sun Sep 10 05:05:19 2017
@@ -154,7 +154,7 @@
 <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="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><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>
@@ -180,7 +180,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -247,7 +247,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/develop/schedule.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/schedule.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/schedule.html (original)
+++ incubator/singa/site/trunk/en/develop/schedule.html Sun Sep 10 05:05:19 2017
@@ -316,7 +316,7 @@
 <td>&nbsp;</td>
 <td>Install SINGA from Debian packages</td>
 </tr>
-<tr class="row-even"><td>v1.2 April 2017</td>
+<tr class="row-even"><td>v1.2 Oct 2017</td>
 <td>Numpy API</td>
 <td>Implement functions for the tensor module of PySINGA following numpy API</td>
 </tr>
@@ -324,7 +324,7 @@
 <td>Distributed training</td>
 <td>Migrate distributed training frameworks from V0.3</td>
 </tr>
-<tr class="row-even"><td>v1.3 July 2017</td>
+<tr class="row-even"><td>&nbsp;</td>
 <td>Memory optimization</td>
 <td>Replace CNMEM with new memory pool to reduce memory footprint</td>
 </tr>
@@ -355,7 +355,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -422,7 +422,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Sun Sep 10 05:05:19 2017
@@ -153,10 +153,9 @@
 <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#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#instructions">Instructions</a></li>
+<li class="toctree-l3"><a class="reference internal" href="docs/installation.html#from-conda">From Conda</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="docs/installation.html#linux">Linux</a></li>
+<li class="toctree-l4"><a class="reference internal" href="docs/installation.html#mac-osx">Mac OSX</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="docs/installation.html#from-debian-package">From Debian Package</a></li>
@@ -168,6 +167,8 @@
 <li class="toctree-l5"><a class="reference internal" href="docs/installation.html#compile-with-use-python-on">Compile with USE_PYTHON=ON</a></li>
 <li class="toctree-l5"><a class="reference internal" href="docs/installation.html#compile-singa-with-use-cuda-on">Compile SINGA with USE_CUDA=ON</a></li>
 <li class="toctree-l5"><a class="reference internal" href="docs/installation.html#compile-singa-with-use-opencl-on">Compile SINGA with USE_OPENCL=ON</a></li>
+<li class="toctree-l5"><a class="reference internal" href="docs/installation.html#compile-singa-with-python2-on">Compile SINGA with PYTHON2=ON</a></li>
+<li class="toctree-l5"><a class="reference internal" href="docs/installation.html#compile-singa-with-package-on">Compile SINGA with PACKAGE=ON</a></li>
 </ul>
 </li>
 <li class="toctree-l4"><a class="reference internal" href="docs/installation.html#compile-singa-on-windows">Compile SINGA on Windows</a></li>
@@ -261,7 +262,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -328,7 +329,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/cnn.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/cnn.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/cnn.html (original)
+++ incubator/singa/site/trunk/en/docs/cnn.html Sun Sep 10 05:05:19 2017
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Running instructions for CPP version &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>Quickstart - Cifar10 example &mdash; incubator-singa 1.1.0 documentation</title>
   
 
   
@@ -135,7 +135,7 @@
   <ul class="wy-breadcrumbs">
     <li><a href="../index.html">Docs</a> &raquo;</li>
       
-    <li>Running instructions for CPP version</li>
+    <li>Quickstart - Cifar10 example</li>
       <li class="wy-breadcrumbs-aside">
         
           
@@ -147,10 +147,11 @@
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
             
-  <p>#Quickstart - Cifar10 example
-Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image classification. In this example, we will use a deep CNN model to do image classification for the <a class="reference external" href="http://www.cs.toronto.edu/~kriz/cifar.html">CIFAR10 dataset</a>.</p>
+  <div class="section" id="quickstart-cifar10-example">
+<span id="quickstart-cifar10-example"></span><h1>Quickstart - Cifar10 example<a class="headerlink" href="#quickstart-cifar10-example" title="Permalink to this headline">¶</a></h1>
+<p>Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image classification. In this example, we will use a deep CNN model to do image classification for the <a class="reference external" href="http://www.cs.toronto.edu/~kriz/cifar.html">CIFAR10 dataset</a>.</p>
 <div class="section" id="running-instructions-for-cpp-version">
-<span id="running-instructions-for-cpp-version"></span><h1>Running instructions for CPP version<a class="headerlink" href="#running-instructions-for-cpp-version" title="Permalink to this headline">¶</a></h1>
+<span id="running-instructions-for-cpp-version"></span><h2>Running instructions for CPP version<a class="headerlink" href="#running-instructions-for-cpp-version" title="Permalink to this headline">¶</a></h2>
 <p>Please refer to <a class="reference external" href="installation.html">Installation</a> page for how to install SINGA. Currently, we CNN requires CUDNN, hence both CUDA and CUDNN should be installed and SINGA should be compiled with CUDA and CUDNN.</p>
 <p>The Cifar10 dataset could be downloaded by running</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span># switch to cifar10 directory
@@ -216,7 +217,7 @@ $ ./run.sh
 <p>The training details are stored in <code class="docutils literal"><span class="pre">train_perf</span></code> file in the same directory and the validation details in <code class="docutils literal"><span class="pre">val_perf</span></code> file.</p>
 </div>
 <div class="section" id="running-instructions-for-python-version">
-<span id="running-instructions-for-python-version"></span><h1>Running instructions for Python version<a class="headerlink" href="#running-instructions-for-python-version" title="Permalink to this headline">¶</a></h1>
+<span id="running-instructions-for-python-version"></span><h2>Running instructions for Python version<a class="headerlink" href="#running-instructions-for-python-version" title="Permalink to this headline">¶</a></h2>
 <p>To run CNN example in Python version, we need to compile SINGA with Python binding,</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span>$ mkdir build &amp;&amp; cd build
 $ cmake -DUSE_PYTHON=ON ..
@@ -288,6 +289,7 @@ $ python download_data.py py
 </pre></div>
 </div>
 </div>
+</div>
 
 
            </div>
@@ -299,7 +301,7 @@ $ python download_data.py py
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -366,7 +368,7 @@ $ python download_data.py py
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/converter.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/converter.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/converter.html (original)
+++ incubator/singa/site/trunk/en/docs/converter.html Sun Sep 10 05:05:19 2017
@@ -193,7 +193,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -260,7 +260,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/data.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/data.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/data.html (original)
+++ incubator/singa/site/trunk/en/docs/data.html Sun Sep 10 05:05:19 2017
@@ -249,7 +249,7 @@ space or comma</li>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -316,7 +316,7 @@ space or comma</li>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/dependencies.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/dependencies.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/dependencies.html (original)
+++ incubator/singa/site/trunk/en/docs/dependencies.html Sun Sep 10 05:05:19 2017
@@ -235,7 +235,7 @@ folders).</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -302,7 +302,7 @@ folders).</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/device.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/device.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/device.html (original)
+++ incubator/singa/site/trunk/en/docs/device.html Sun Sep 10 05:05:19 2017
@@ -266,7 +266,7 @@ to call singa::Device and its methods.</
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -333,7 +333,7 @@ to call singa::Device and its methods.</
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/docker.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/docker.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/docker.html (original)
+++ incubator/singa/site/trunk/en/docs/docker.html Sun Sep 10 05:05:19 2017
@@ -217,7 +217,7 @@ The folder structure is like</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -284,7 +284,7 @@ The folder structure is like</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/image_tool.html (original)
+++ incubator/singa/site/trunk/en/docs/image_tool.html Sun Sep 10 05:05:19 2017
@@ -483,7 +483,7 @@ it into given size.</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -550,7 +550,7 @@ it into given size.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Sun Sep 10 05:05:19 2017
@@ -172,10 +172,9 @@
 <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#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#instructions">Instructions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="installation.html#from-conda">From Conda</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="installation.html#linux">Linux</a></li>
+<li class="toctree-l3"><a class="reference internal" href="installation.html#mac-osx">Mac OSX</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="installation.html#from-debian-package">From Debian Package</a></li>
@@ -187,6 +186,8 @@
 <li class="toctree-l4"><a class="reference internal" href="installation.html#compile-with-use-python-on">Compile with USE_PYTHON=ON</a></li>
 <li class="toctree-l4"><a class="reference internal" href="installation.html#compile-singa-with-use-cuda-on">Compile SINGA with USE_CUDA=ON</a></li>
 <li class="toctree-l4"><a class="reference internal" href="installation.html#compile-singa-with-use-opencl-on">Compile SINGA with USE_OPENCL=ON</a></li>
+<li class="toctree-l4"><a class="reference internal" href="installation.html#compile-singa-with-python2-on">Compile SINGA with PYTHON2=ON</a></li>
+<li class="toctree-l4"><a class="reference internal" href="installation.html#compile-singa-with-package-on">Compile SINGA with PACKAGE=ON</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="installation.html#compile-singa-on-windows">Compile SINGA on Windows</a></li>
@@ -287,7 +288,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -354,7 +355,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/initializer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/initializer.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/initializer.html (original)
+++ incubator/singa/site/trunk/en/docs/initializer.html Sun Sep 10 05:05:19 2017
@@ -263,7 +263,7 @@ Rectifiers: Surpassing Human-Level Perfo
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -330,7 +330,7 @@ Rectifiers: Surpassing Human-Level Perfo
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa">



Mime
View raw message