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From zhaoj...@apache.org
Subject [2/3] incubator-singa git commit: Apache V2 License header added to all readme files
Date Wed, 27 Jun 2018 03:12:22 GMT
Apache V2 License header added to all readme files


Project: http://git-wip-us.apache.org/repos/asf/incubator-singa/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-singa/commit/24d11899
Tree: http://git-wip-us.apache.org/repos/asf/incubator-singa/tree/24d11899
Diff: http://git-wip-us.apache.org/repos/asf/incubator-singa/diff/24d11899

Branch: refs/heads/master
Commit: 24d11899c43f162d0e88cb1d7be2067bd24a7f20
Parents: 381d318
Author: aviral <the1aviral@gmail.com>
Authored: Tue Jun 26 21:00:15 2018 +0530
Committer: aviral <the1aviral@gmail.com>
Committed: Tue Jun 26 21:00:15 2018 +0530

----------------------------------------------------------------------
 doc/README.md                                   | 18 ++++++++++++++
 doc/en/docs/notebook/README.md                  | 18 ++++++++++++++
 doc/zh/docs/model_zoo/char-rnn/README.md        | 21 ++++++++++++++--
 doc/zh/docs/model_zoo/cifar10/README.md         | 18 ++++++++++++++
 .../docs/model_zoo/imagenet/alexnet/README.md   | 18 ++++++++++++++
 .../docs/model_zoo/imagenet/densenet/README.md  | 22 +++++++++++++++--
 .../docs/model_zoo/imagenet/googlenet/README.md | 20 ++++++++++++++-
 .../docs/model_zoo/imagenet/inception/README.md | 20 ++++++++++++++-
 doc/zh/docs/model_zoo/imagenet/resnet/README.md | 22 +++++++++++++++--
 doc/zh/docs/model_zoo/imagenet/vgg/README.md    | 24 +++++++++++++++---
 doc/zh/docs/model_zoo/mnist/README.md           | 20 +++++++++++++--
 examples/caffe/README.md                        | 18 ++++++++++++++
 examples/char-rnn/README.md                     | 19 +++++++++++++-
 examples/cifar10/README.md                      | 20 ++++++++++++++-
 examples/imagenet/alexnet/README.md             | 18 ++++++++++++++
 examples/imagenet/densenet/README.md            | 18 ++++++++++++++
 examples/imagenet/googlenet/README.md           | 18 ++++++++++++++
 examples/imagenet/inception/README.md           | 18 ++++++++++++++
 examples/imagenet/resnet/README.md              | 18 ++++++++++++++
 examples/imagenet/vgg/README.md                 | 18 ++++++++++++++
 examples/mnist/README.md                        | 18 ++++++++++++++
 tool/conda/cpu/README.md                        | 18 ++++++++++++++
 tool/conda/gpu/README.md                        | 18 ++++++++++++++
 tool/conda/singa/README.md                      | 19 +++++++++++++-
 tool/docker/README.md                           | 22 ++++++++++++++---
 tool/jenkins/README.md                          | 26 +++++++++++++++++---
 26 files changed, 483 insertions(+), 24 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/README.md
----------------------------------------------------------------------
diff --git a/doc/README.md b/doc/README.md
index 3652fa2..6de5072 100644
--- a/doc/README.md
+++ b/doc/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # How to Contribute to Documentation
 
 

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/en/docs/notebook/README.md
----------------------------------------------------------------------
diff --git a/doc/en/docs/notebook/README.md b/doc/en/docs/notebook/README.md
index 14b7333..5a561eb 100644
--- a/doc/en/docs/notebook/README.md
+++ b/doc/en/docs/notebook/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 These are some examples in IPython notebooks.
 
 You can open them in [notebook viewer](http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb).

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/char-rnn/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/char-rnn/README.md b/doc/zh/docs/model_zoo/char-rnn/README.md
index 41d67ce..bcf3c18 100644
--- a/doc/zh/docs/model_zoo/char-rnn/README.md
+++ b/doc/zh/docs/model_zoo/char-rnn/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # 在文本上训练Char-RNN
 
 递归神经网络(RNN)被广泛用于建模顺序数据,例如自然语言句子。
本示例介绍如何使用SINGA的RNN层实现RNN应用程序(或模型)。 我们将使用[char-rnn](https://github.com/karpathy/char-rnn)模型作为示例,它将训练语句或源代码,并将每个字符作为输入单位。
特别是,我们将使用GRU在Linux内核源代码上训练一个RNN。 经过训练,我们希望从模型中生成有意义的代码。
@@ -7,7 +25,7 @@
 
 * 编译并安装SINGA。目前,RNN的实现是基于CuDNN(>=5.05)。.
 
-* 准备数据集。下载[内核源代码](http://cs.stanford.edu/people/karpathy/char-rnn/)。其他文本数据也可被使用。

+* 准备数据集。下载[内核源代码](http://cs.stanford.edu/people/karpathy/char-rnn/)。其他文本数据也可被使用。
 
 * 开始训练,
 
@@ -22,4 +40,3 @@
         python sample.py 'model.bin' 100 --seed '#include <std'
 
   请用其中一个checkpoint路径替换'model.bin'的路径。
-

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/cifar10/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/cifar10/README.md b/doc/zh/docs/model_zoo/cifar10/README.md
index 5ee68f6..4b27bc1 100644
--- a/doc/zh/docs/model_zoo/cifar10/README.md
+++ b/doc/zh/docs/model_zoo/cifar10/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # 在Cifar-10上训练CNN
 
 卷积神经网络(CNN)是一种被广泛用于图像和视频分类的前馈人造神经网络。在此例子中,我们将在Cifar-10数据集上训练三个深度CNN模型来进行图像分类,

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/imagenet/alexnet/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/imagenet/alexnet/README.md b/doc/zh/docs/model_zoo/imagenet/alexnet/README.md
index ab28732..05ea2b3 100644
--- a/doc/zh/docs/model_zoo/imagenet/alexnet/README.md
+++ b/doc/zh/docs/model_zoo/imagenet/alexnet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # 在ImageNet上训练AlexNet
 
 卷积神经网络(CNN)是一种广泛用于图像和视频分类的前馈神经网络。
在这个例子中,我们将使用[深度CNN模型](http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks)来对ImageNet数据集进行图像分类。

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/imagenet/densenet/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/imagenet/densenet/README.md b/doc/zh/docs/model_zoo/imagenet/densenet/README.md
index ed36fa2..cb51274 100644
--- a/doc/zh/docs/model_zoo/imagenet/densenet/README.md
+++ b/doc/zh/docs/model_zoo/imagenet/densenet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 name: DenseNet on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py
 
 ---
@@ -18,7 +36,7 @@ name: DenseNet on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://g
 * 运行程序
 
         $ python serve.py -h
-		
+
 * 运行程序
 
         # use cpu
@@ -40,4 +58,4 @@ image1.jpg, image2.jpg和image3.jpg应该在执行指令前就已被下载。
 
 * 运行程序
 
-    	$ python convert.py -h
\ No newline at end of file
+    	$ python convert.py -h

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/imagenet/googlenet/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/imagenet/googlenet/README.md b/doc/zh/docs/model_zoo/imagenet/googlenet/README.md
index ec4533c..81cd564 100644
--- a/doc/zh/docs/model_zoo/imagenet/googlenet/README.md
+++ b/doc/zh/docs/model_zoo/imagenet/googlenet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 name: GoogleNet on ImageNet
 
 SINGA version: 1.0.1
@@ -41,7 +59,7 @@ image1.jpg, image2.jpg和image3.jpg应该在执行指令前就已被下载。
 
 ## 详细信息
 
-我们首先从[Caffe的checkpoint文件](http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel)中提取参数值,并转换为pickle版本。下载checkpoint文件后进入`caffe_root/python`文件夹,运行如下脚本:

+我们首先从[Caffe的checkpoint文件](http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel)中提取参数值,并转换为pickle版本。下载checkpoint文件后进入`caffe_root/python`文件夹,运行如下脚本:
 
     # to be executed within caffe_root/python folder
     import caffe

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/imagenet/inception/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/imagenet/inception/README.md b/doc/zh/docs/model_zoo/imagenet/inception/README.md
index 3773cd4..d6552c5 100644
--- a/doc/zh/docs/model_zoo/imagenet/inception/README.md
+++ b/doc/zh/docs/model_zoo/imagenet/inception/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 name: Inception V4 on ImageNet SINGA version: 1.1.1 SINGA commit: parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 license: https://github.com/tensorflow/models/tree/master/slim
 
 ---
@@ -33,4 +51,4 @@ image1.jpg, image2.jpg和image3.jpg应该在执行指令前就已被下载。
 
 我们首先从Tensorflow的checkpoint文件中提取参数值到一个pickle版本中。
下载并解压缩checkpoint文件后,运行以下脚本
 
-	$ python convert.py --file_name=inception_v4.ckpt
\ No newline at end of file
+	$ python convert.py --file_name=inception_v4.ckpt

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/imagenet/resnet/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/imagenet/resnet/README.md b/doc/zh/docs/model_zoo/imagenet/resnet/README.md
index b790b61..45d2f9d 100644
--- a/doc/zh/docs/model_zoo/imagenet/resnet/README.md
+++ b/doc/zh/docs/model_zoo/imagenet/resnet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 name: Resnets on ImageNet SINGA version: 1.1 SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f
parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz license:
Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE
 
 ---
@@ -18,7 +36,7 @@ name: Resnets on ImageNet SINGA version: 1.1 SINGA commit: 45ec92d8ffc1fa1385a93
 * 运行程序
 
         $ python serve.py -h
-		
+
 * 运行程序
 
         # use cpu
@@ -47,4 +65,4 @@ image1.jpg, image2.jpg和image3.jpg应该在执行指令前就已被下载。
 
 * 运行程序
 
-    	$ python convert.py -h
\ No newline at end of file
+    	$ python convert.py -h

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/imagenet/vgg/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/imagenet/vgg/README.md b/doc/zh/docs/model_zoo/imagenet/vgg/README.md
index 083bf8b..36ae471 100644
--- a/doc/zh/docs/model_zoo/imagenet/vgg/README.md
+++ b/doc/zh/docs/model_zoo/imagenet/vgg/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 name: VGG on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py
 
 ---
@@ -18,7 +36,7 @@ name: VGG on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github
 * 运行程序
 
         $ python serve.py -h
-		
+
 * 例子
 
         # use cpu
@@ -29,7 +47,7 @@ name: VGG on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github
 	我们提供了以下模型和深度配置的参数文件:
 	* 不使用批量正则, [11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz),
[13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13.tar.gz), [16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16.tar.gz),
[19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19.tar.gz)
 	* 使用批量正则, [11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11_bn.tar.gz),
[13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13_bn.tar.gz), [16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16_bn.tar.gz),
[19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19_bn.tar.gz)
-		
+
 
 * 提交图片进行分类
 
@@ -45,4 +63,4 @@ image1.jpg, image2.jpg和image3.jpg应该在执行指令前就已被下载。
 
 * 运行程序
 
-    	$ python convert.py -h
\ No newline at end of file
+    	$ python convert.py -h

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/doc/zh/docs/model_zoo/mnist/README.md
----------------------------------------------------------------------
diff --git a/doc/zh/docs/model_zoo/mnist/README.md b/doc/zh/docs/model_zoo/mnist/README.md
index ba8e3f1..8847731 100644
--- a/doc/zh/docs/model_zoo/mnist/README.md
+++ b/doc/zh/docs/model_zoo/mnist/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # 在MNIST数据集上训练RBM模型
 
 这个例子使用MNIST数据集来训练一个RBM模型。RBM模型及其超参数参考[Hinton的论文](http://www.cs.toronto.edu/~hinton/science.pdf)中的设定。
@@ -14,5 +32,3 @@
   	默认情况下,训练代码将在CPU上运行。 要在GPU卡上运行它,请使用附加参数启动程序,
 
         python train.py mnist.pkl.gz --use_gpu
-
-

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/caffe/README.md
----------------------------------------------------------------------
diff --git a/examples/caffe/README.md b/examples/caffe/README.md
index 92c9325..6ac0fd0 100644
--- a/examples/caffe/README.md
+++ b/examples/caffe/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # 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.

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/char-rnn/README.md
----------------------------------------------------------------------
diff --git a/examples/char-rnn/README.md b/examples/char-rnn/README.md
index dcaf652..6a3a9bd 100644
--- a/examples/char-rnn/README.md
+++ b/examples/char-rnn/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # Train Char-RNN over plain text
 
 Recurrent neural networks (RNN) are widely used for modelling sequential data,
@@ -30,4 +48,3 @@ Other plain text files can also be used.
         python sample.py 'model.bin' 100 --seed '#include <std'
 
   Please replace 'model.bin' with the path to one of the checkpoint paths.
-

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/cifar10/README.md
----------------------------------------------------------------------
diff --git a/examples/cifar10/README.md b/examples/cifar10/README.md
index 65df5e6..7bb63e7 100644
--- a/examples/cifar10/README.md
+++ b/examples/cifar10/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # Train CNN over Cifar-10
 
 
@@ -41,7 +59,7 @@ 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', 
+    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

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/imagenet/alexnet/README.md
----------------------------------------------------------------------
diff --git a/examples/imagenet/alexnet/README.md b/examples/imagenet/alexnet/README.md
index be6797c..c3d261e 100644
--- a/examples/imagenet/alexnet/README.md
+++ b/examples/imagenet/alexnet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # Train AlexNet over ImageNet
 
 Convolution neural network (CNN) is a type of feed-forward neural

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/imagenet/densenet/README.md
----------------------------------------------------------------------
diff --git a/examples/imagenet/densenet/README.md b/examples/imagenet/densenet/README.md
index 390672f..1ddef0c 100644
--- a/examples/imagenet/densenet/README.md
+++ b/examples/imagenet/densenet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 ---
 name: DenseNet models on ImageNet
 SINGA version: 1.1.1

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/imagenet/googlenet/README.md
----------------------------------------------------------------------
diff --git a/examples/imagenet/googlenet/README.md b/examples/imagenet/googlenet/README.md
index e597fc6..4a1335b 100644
--- a/examples/imagenet/googlenet/README.md
+++ b/examples/imagenet/googlenet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 ---
 name: GoogleNet on ImageNet
 SINGA version: 1.0.1

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/imagenet/inception/README.md
----------------------------------------------------------------------
diff --git a/examples/imagenet/inception/README.md b/examples/imagenet/inception/README.md
index f129edc..0f5c317 100644
--- a/examples/imagenet/inception/README.md
+++ b/examples/imagenet/inception/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 ---
 name: Inception V4 on ImageNet
 SINGA version: 1.1.1

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/imagenet/resnet/README.md
----------------------------------------------------------------------
diff --git a/examples/imagenet/resnet/README.md b/examples/imagenet/resnet/README.md
index 9ea12cd..75fb215 100644
--- a/examples/imagenet/resnet/README.md
+++ b/examples/imagenet/resnet/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 ---
 name: Resnets on ImageNet
 SINGA version: 1.1

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/imagenet/vgg/README.md
----------------------------------------------------------------------
diff --git a/examples/imagenet/vgg/README.md b/examples/imagenet/vgg/README.md
index b6236cf..12aeacc 100644
--- a/examples/imagenet/vgg/README.md
+++ b/examples/imagenet/vgg/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 ---
 name: VGG models on ImageNet
 SINGA version: 1.1.1

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/examples/mnist/README.md
----------------------------------------------------------------------
diff --git a/examples/mnist/README.md b/examples/mnist/README.md
index 60a85e0..6d91380 100644
--- a/examples/mnist/README.md
+++ b/examples/mnist/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # Train a RBM model against MNIST dataset
 
 This example is to train an RBM model using the

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/tool/conda/cpu/README.md
----------------------------------------------------------------------
diff --git a/tool/conda/cpu/README.md b/tool/conda/cpu/README.md
index 39f21b7..0cf97f7 100644
--- a/tool/conda/cpu/README.md
+++ b/tool/conda/cpu/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 The conda package specification includes the package name (i.e. singa), version and build
string (could be very long).
 To install a certain Singa package, we run
 

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/tool/conda/gpu/README.md
----------------------------------------------------------------------
diff --git a/tool/conda/gpu/README.md b/tool/conda/gpu/README.md
index 5fc00cf..e38a446 100644
--- a/tool/conda/gpu/README.md
+++ b/tool/conda/gpu/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 The conda package specification includes the package name (i.e. singa), version and build
string (could be very long).
 To install a certain Singa package we run
 

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/tool/conda/singa/README.md
----------------------------------------------------------------------
diff --git a/tool/conda/singa/README.md b/tool/conda/singa/README.md
index 393330c..0a3f42d 100644
--- a/tool/conda/singa/README.md
+++ b/tool/conda/singa/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # Package Singa using conda-build
 
 [conda-build](https://conda.io/docs/user-guide/tasks/build-packages/index.html) is a packaging
tool like apt-get, which is associated with [anaconda cloud](https://anaconda.org/) for package
management for both python and cpp libraries.
@@ -31,4 +49,3 @@ You will see the package path from the screen output.
 To clean the cache
 
     conda clean -ay
-

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/tool/docker/README.md
----------------------------------------------------------------------
diff --git a/tool/docker/README.md b/tool/docker/README.md
index 06ce0e9..c95ab49 100644
--- a/tool/docker/README.md
+++ b/tool/docker/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # SINGA Docker Images
 
 ## Availabe images
@@ -18,7 +36,3 @@ cudaxxx images have installed all depedent libs using apt-get.
     docker pull nusdbsystem/singa:<Tag>
     docker run -it nusdbsystem/singa:<Tag> /bin/bash
     nvidia-docker run -it nusdbsystem/singa:<Tag> /bin/bash
-
-
-
-

http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/24d11899/tool/jenkins/README.md
----------------------------------------------------------------------
diff --git a/tool/jenkins/README.md b/tool/jenkins/README.md
index dc5ec56..26275e8 100644
--- a/tool/jenkins/README.md
+++ b/tool/jenkins/README.md
@@ -1,3 +1,21 @@
+<!--
+    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.
+-->
 # Jenkins CI Support
 
 ## Introduction
@@ -52,7 +70,7 @@ The building script can do the following tasks:
     Execute shell - command - ``git push https://<username:token>@github.com/nusdbsystem/incubator-singa.git
-f``
 
   * create conda package and upload it to anaconda cloud
-    Execute shell - command 
+    Execute shell - command
 
         /root/miniconda/bin/conda-build tool/conda/singa
         /root/miniconda/bin/anaconda -t <ANACONDA_UPLOAD_TOKEN> upload -u nusdbsystem
-l main /root/miniconda/linux-64/singa-*.so.*.tar.bz2 --force
@@ -125,7 +143,7 @@ It does the following tasks,
 The Jenkins job configuration is similar as above except the following fields,
 
 * Source Code Management - Git - Additional Behaviors - Include Region `doc/*`
-* Build - Execute Shell - Command 
+* Build - Execute Shell - Command
 
       bash -ex tool/jenkins/gen_doc.sh
 
@@ -135,12 +153,12 @@ The Jenkins job configuration is similar as above except the following
fields,
 
 The docker images used for testing also be used for document generation.
 We have to manually configure something inside the docker container.
-First, we start the container 
+First, we start the container
 
     $docker run --name singa-doc -d <docker image>
     # docker network connect jenkins singa-doc
     $ docker exec -it singa-doc /bin/bash
-    
+
 Next, we do the first commit to the svn repo.
 
     $ svn co https://svn.apache.org/repos/asf/incubator/singa/site/trunk



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