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Posted to commits@singa.apache.org by wa...@apache.org on 2019/06/29 14:42:26 UTC

svn commit: r1862313 [1/34] - in /incubator/singa/site/trunk: ./ _sources/ _sources/community/ _sources/docs/ _sources/docs/model_zoo/ _sources/docs/model_zoo/caffe/ _sources/docs/model_zoo/char-rnn/ _sources/docs/model_zoo/cifar10/ _sources/docs/model...

Author: wangwei
Date: Sat Jun 29 14:42:24 2019
New Revision: 1862313

URL: http://svn.apache.org/viewvc?rev=1862313&view=rev
Log:
update the docs by jenkins for commit fe487e3

Added:
    incubator/singa/site/trunk/_sources/docs/benchmark.md.txt
    incubator/singa/site/trunk/_sources/security.rst.txt
    incubator/singa/site/trunk/_static/images/benchmark.png   (with props)
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    incubator/singa/site/trunk/py-modindex.html
    incubator/singa/site/trunk/zh/_static/singa-logo-updated.ai
Modified:
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    incubator/singa/site/trunk/_sources/docs/index.rst.txt
    incubator/singa/site/trunk/_sources/docs/model_zoo/caffe/README.md.txt
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    incubator/singa/site/trunk/docs/utils.html
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    incubator/singa/site/trunk/en/_sources/docs/model_zoo/caffe/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/char-rnn/README.md.txt
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    incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/inception/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/resnet/README.md.txt
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    incubator/singa/site/trunk/en/_static/css/badge_only.css
    incubator/singa/site/trunk/en/_static/css/theme.css
    incubator/singa/site/trunk/en/_static/doctools.js
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    incubator/singa/site/trunk/en/docs/docker.html
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    incubator/singa/site/trunk/en/docs/index.html
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    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
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    incubator/singa/site/trunk/en/docs/model_zoo/examples/cifar10/README.html
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    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html
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Modified: incubator/singa/site/trunk/_sources/community/mail-lists.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/community/mail-lists.rst.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/community/mail-lists.rst.txt (original)
+++ incubator/singa/site/trunk/_sources/community/mail-lists.rst.txt Sat Jun 29 14:42:24 2019
@@ -26,3 +26,4 @@ These are the mailing lists that have be
 
         "Development", "dev@singa.incubator.apache.org", "`Subscribe <ma...@singa.incubator.apache.org>`_", "`Unsubscribe <ma...@singa.incubator.apache.org.>`_", "`mail-archives.apache.org <http://mail-archives.apache.org/mod_mbox/singa-dev/>`_"
         "Commits", "commits@singa.incubator.apache.org", "`Subscribe <ma...@singa.incubator.apache.org>`_", "`Unsubscribe <ma...@singa.incubator.apache.org>`_", "`mail-archives.apache.org  <http://mail-archives.apache.org/mod_mbox/singa-commits/>`_"
+        "Security", "security@singa.apache.org", private, private, private

Added: incubator/singa/site/trunk/_sources/docs/benchmark.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/benchmark.md.txt?rev=1862313&view=auto
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/benchmark.md.txt (added)
+++ incubator/singa/site/trunk/_sources/docs/benchmark.md.txt Sat Jun 29 14:42:24 2019
@@ -0,0 +1,33 @@
+<!--
+    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.
+-->
+
+
+# Benchmark for Distributed training
+
+
+Workload: we use a deep convolutional neural network, [ResNet-50](https://github.com/apache/incubator-singa/blob/master/examples/autograd/resnet.py) as the application. ResNet-50 is has 50 convolution layers for image classification. It requires 3.8 GFLOPs to pass a single image (of size 224x224) through the network. The input image size is 224x224.
+
+
+Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla K80 GPUs, 96 GB GPU memory in total, 32 vCPU, 488 GB main memory, 10 Gbps network bandwidth. 
+
+Metric: we measure the time per iteration for different number of workers to evaluate the scalability of SINGA. The batch size is fixed to be 32 per GPU. Synchronous training scheme is applied. As a result, the effective batch size is $32N$, where N is the number of GPUs. We compare with a popular open source system which uses the parameter server topology. The first GPU is selected as the server.
+
+<img src="../_static/images/benchmark.png" align="center" width="500px"/>
+<br/>
+<span><strong>Scalability test. Bars are for the throughput; lines are for the communication cost.</strong></span>
\ No newline at end of file

Modified: incubator/singa/site/trunk/_sources/docs/index.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/index.rst.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/index.rst.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/index.rst.txt Sat Jun 29 14:42:24 2019
@@ -23,6 +23,7 @@ Documentation
 
    installation
    software_stack
+   benchmark
    device
    tensor
    layer

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/caffe/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/caffe/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/caffe/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/caffe/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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.

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/char-rnn/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/char-rnn/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/char-rnn/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/char-rnn/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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,
@@ -48,3 +30,4 @@ 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.
+

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/cifar10/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/cifar10/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/cifar10/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/cifar10/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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
 
 
@@ -59,7 +41,7 @@ version of the Cifar-10 dataset in 'cifa
 
         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

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt Sat Jun 29 14:42:24 2019
@@ -16,12 +16,7 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: DenseNet models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py
----
+
 
 # Image Classification using DenseNet
 

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt Sat Jun 29 14:42:24 2019
@@ -16,19 +16,12 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: GoogleNet on ImageNet
-SINGA version: 1.0.1
-SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
-parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d
-license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet
----
+
 
 # Image Classification using GoogleNet
 
 
-In this example, we convert GoogleNet trained on Caffe to SINGA for image classification.
+In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on [SINGA commit](8c990f7da2de220e8a012c6a8ecc897dc7532744) with [the parameters](https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz).
 
 ## Instructions
 

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt Sat Jun 29 14:42:24 2019
@@ -16,18 +16,10 @@
     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
----
 
 # Image Classification using Inception V4
 
-In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification.
+In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with [parameters pretrained by tensorflow](https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz).
 
 ## Instructions
 

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt Sat Jun 29 14:42:24 2019
@@ -16,18 +16,12 @@
     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
----
+
 
 # Image Classification using Residual Networks
 
 
-In this example, we convert Residual Networks trained on [Torch](https://github.com/facebook/fb.resnet.torch) to SINGA for image classification.
+In this example, we convert Residual Networks trained on [Torch](https://github.com/facebook/fb.resnet.torch) to SINGA for image classification. Tested on [SINGA commit] with the [parameters pretrained by Torch](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz)
 
 ## Instructions
 

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt Sat Jun 29 14:42:24 2019
@@ -16,12 +16,6 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: VGG models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py
----
 
 # Image Classification using VGG
 

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/inception/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/inception/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/inception/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/inception/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/resnet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/resnet/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/resnet/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/resnet/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/vgg/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/vgg/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/vgg/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/imagenet/vgg/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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
@@ -44,9 +26,9 @@ to SINGA for image classification.
 * Example
 
         # use cpu
-        $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 &
+        $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 --use_cpu &
         # use gpu
-        $ python serve.py --parameter_file vgg11.pickle --depth 11 &
+        $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 &
 
   The parameter files for the following model and depth configuration pairs are provided:
   * Without batch-normalization, [11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz), [13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13.tar.gz), [16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16.tar.gz), [19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19.tar.gz)

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/index.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/index.rst.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/index.rst.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/index.rst.txt Sat Jun 29 14:42:24 2019
@@ -23,11 +23,7 @@ Model Zoo
 
    cifar10/README
    char-rnn/README
-   mnist/README
    imagenet/alexnet/README
-   imagenet/densenet/README
    imagenet/googlenet/README
-   imagenet/inception/README
-   imagenet/resnet/README
-   imagenet/vgg/README
+
 

Modified: incubator/singa/site/trunk/_sources/docs/model_zoo/mnist/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/docs/model_zoo/mnist/README.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/docs/model_zoo/mnist/README.md.txt (original)
+++ incubator/singa/site/trunk/_sources/docs/model_zoo/mnist/README.md.txt Sat Jun 29 14:42:24 2019
@@ -1,21 +1,3 @@
-<!--
-    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

Modified: incubator/singa/site/trunk/_sources/downloads.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/downloads.md.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/downloads.md.txt (original)
+++ incubator/singa/site/trunk/_sources/downloads.md.txt Sat Jun 29 14:42:24 2019
@@ -18,7 +18,7 @@
 -->
 ## Download SINGA
 
-* To verify the downloaded tar.gz file, download the KEY and ASC files and then execute the following commands
+* To verify the downloaded tar.gz file, download the [KEYS](https://www.apache.org/dist/incubator/singa/KEYS) and ASC files and then execute the following commands
 
         % gpg --import KEYS
         % gpg --verify downloaded_file.asc downloaded_file
@@ -29,7 +29,6 @@
 * v2.0.0 (20 April 2019):
     * [Apache SINGA 2.0.0](http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz)
       [\[SHA512\]](https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.sha512)
-      [\[KEYS\]](https://www.apache.org/dist/incubator/singa/2.0.0/KEYS)
       [\[ASC\]](https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc)
     * [Release Notes 2.0.0](releases/RELEASE_NOTES_2.0.0.html)
     * New features and major updates,
@@ -43,9 +42,8 @@
 
 * v1.2.0 (6 June 2018):
     * [Apache SINGA 1.2.0](https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz)
-      [\[SHA512\]](https://www.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512)
-      [\[KEYS\]](https://www.apache.org/dist/incubator/singa/1.2.0/KEYS)
-      [\[ASC\]](https://www.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc)
+      [\[SHA512\]](https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512)
+      [\[ASC\]](https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc)
     * [Release Notes 1.2.0](releases/RELEASE_NOTES_1.2.0.html)
     * New features and major updates,
         * Implement autograd (currently support MLP model)
@@ -64,7 +62,6 @@
 * v1.1.0 (12 February 2017):
     * [Apache SINGA 1.1.0](https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/1.1.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc)
     * [Release Notes 1.1.0](releases/RELEASE_NOTES_1.1.0.html)
     * New features and major updates,
@@ -88,7 +85,6 @@
 * v1.0.0 (8 September 2016):
     * [Apache SINGA 1.0.0](https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa//1.0.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc)
     * [Release Notes 1.0.0](releases/RELEASE_NOTES_1.0.0.html)
     * New features and major updates,
@@ -108,7 +104,6 @@
 * v0.3.0 (20 April 2016):
     * [Apache SINGA 0.3.0](https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/0.3.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc)
     * [Release Notes 0.3.0](releases/RELEASE_NOTES_0.3.0.html)
     * New features and major updates,
@@ -126,7 +121,6 @@
 * v0.2.0 (14 January 2016):
     * [Apache SINGA 0.2.0](https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/0.2.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc)
     * [Release Notes 0.2.0](releases/RELEASE_NOTES_0.2.0.html)
     * New features and major updates,
@@ -146,7 +140,6 @@
 * v0.1.0 (8 October 2015):
     * [Apache SINGA 0.1.0](https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc)
     * [Amazon EC2 image](https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6)
     * [Release Notes 0.1.0](releases/RELEASE_NOTES_0.1.0.html)

Modified: incubator/singa/site/trunk/_sources/index.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/index.rst.txt?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_sources/index.rst.txt (original)
+++ incubator/singa/site/trunk/_sources/index.rst.txt Sat Jun 29 14:42:24 2019
@@ -20,6 +20,11 @@ Welcome to Apache SINGA
 
 Recent News
 -----------
+
+* SINGA participated in mentoring the Google Summer of Code 2019 project `SpamAssassin : Statistical Classifier Plugin <https://summerofcode.withgoogle.com/projects/#5612088771215360>`_ .
+
+* SINGA participated at `EU FOSSA Apache Hackathon <https://eufossa.github.io/apache-hackathon-2019/>`_ in Brussels on 4 and 5 May 2019.
+
 * **Version 2.0.0** is now available, 20 April, 2019. `Download SINGA v2.0.0 <downloads.html>`_
 
 * SINGA was presented at `DISI, University of Trento, Italy <https://www.disi.unitn.it/>`_ on 14 December 2018.
@@ -111,7 +116,7 @@ Rafiki is a sub module of SINGA. Please
 
 * Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng Chin Ooi, Jie Shao, Moaz Reyad. `Rafiki: Machine Learning as an Analytics Service System <http://www.vldb.org/pvldb/vol12/p128-wang.pdf>`_. `VLDB 2019 <http://vldb.org/2019/>`_ (`BibTex <https://dblp.org/rec/bib2/journals/pvldb/WangWGZCNOS18.bib>`_).
 
-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.
+Companies like `NetEase <http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html>`_, `yzBigData <http://www.yzbigdata.com/en/index.html>`_, `Shentilium <https://shentilium.com/>`_, `Foodlg <http://www.foodlg.com/>`_ and `Medilot <https://medilot.com/technologies>`_ are using SINGA for their applications.
 
 .. toctree::
    :hidden:

Added: incubator/singa/site/trunk/_sources/security.rst.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_sources/security.rst.txt?rev=1862313&view=auto
==============================================================================
--- incubator/singa/site/trunk/_sources/security.rst.txt (added)
+++ incubator/singa/site/trunk/_sources/security.rst.txt Sat Jun 29 14:42:24 2019
@@ -0,0 +1,23 @@
+.. 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.
+
+Security
+========
+
+Users can report security vulnerabilities to `SINGA Security Team Mail List <ma...@singa.apache.org>`_.
+
+

Modified: incubator/singa/site/trunk/_static/basic.css
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_static/basic.css?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_static/basic.css (original)
+++ incubator/singa/site/trunk/_static/basic.css Sat Jun 29 14:42:24 2019
@@ -231,6 +231,16 @@ a.headerlink {
     visibility: hidden;
 }
 
+a.brackets:before,
+span.brackets > a:before{
+    content: "[";
+}
+
+a.brackets:after,
+span.brackets > a:after {
+    content: "]";
+}
+
 h1:hover > a.headerlink,
 h2:hover > a.headerlink,
 h3:hover > a.headerlink,
@@ -391,6 +401,16 @@ table.citation td {
     border-bottom: none;
 }
 
+th > p:first-child,
+td > p:first-child {
+    margin-top: 0px;
+}
+
+th > p:last-child,
+td > p:last-child {
+    margin-bottom: 0px;
+}
+
 /* -- figures --------------------------------------------------------------- */
 
 div.figure {
@@ -460,11 +480,57 @@ ol.upperroman {
     list-style: upper-roman;
 }
 
+li > p:first-child {
+    margin-top: 0px;
+}
+
+li > p:last-child {
+    margin-bottom: 0px;
+}
+
+dl.footnote > dt,
+dl.citation > dt {
+    float: left;
+}
+
+dl.footnote > dd,
+dl.citation > dd {
+    margin-bottom: 0em;
+}
+
+dl.footnote > dd:after,
+dl.citation > dd:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: flex;
+    flex-wrap: wrap;
+}
+
+dl.field-list > dt {
+    flex-basis: 20%;
+    font-weight: bold;
+    word-break: break-word;
+}
+
+dl.field-list > dt:after {
+    content: ":";
+}
+
+dl.field-list > dd {
+    flex-basis: 70%;
+    padding-left: 1em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
 dl {
     margin-bottom: 15px;
 }
 
-dd p {
+dd > p:first-child {
     margin-top: 0px;
 }
 
@@ -537,6 +603,12 @@ dl.glossary dt {
     font-style: oblique;
 }
 
+.classifier:before {
+    font-style: normal;
+    margin: 0.5em;
+    content: ":";
+}
+
 abbr, acronym {
     border-bottom: dotted 1px;
     cursor: help;

Modified: incubator/singa/site/trunk/_static/doctools.js
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_static/doctools.js?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_static/doctools.js (original)
+++ incubator/singa/site/trunk/_static/doctools.js Sat Jun 29 14:42:24 2019
@@ -87,14 +87,13 @@ jQuery.fn.highlightText = function(text,
           node.nextSibling));
         node.nodeValue = val.substr(0, pos);
         if (isInSVG) {
-          var bbox = span.getBBox();
           var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
-       	  rect.x.baseVal.value = bbox.x;
+          var bbox = node.parentElement.getBBox();
+          rect.x.baseVal.value = bbox.x;
           rect.y.baseVal.value = bbox.y;
           rect.width.baseVal.value = bbox.width;
           rect.height.baseVal.value = bbox.height;
           rect.setAttribute('class', className);
-          var parentOfText = node.parentNode.parentNode;
           addItems.push({
               "parent": node.parentNode,
               "target": rect});

Modified: incubator/singa/site/trunk/_static/documentation_options.js
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_static/documentation_options.js?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_static/documentation_options.js (original)
+++ incubator/singa/site/trunk/_static/documentation_options.js Sat Jun 29 14:42:24 2019
@@ -6,5 +6,5 @@ var DOCUMENTATION_OPTIONS = {
     FILE_SUFFIX: '.html',
     HAS_SOURCE: true,
     SOURCELINK_SUFFIX: '.txt',
-    NAVIGATION_WITH_KEYS: false,
+    NAVIGATION_WITH_KEYS: false
 };
\ No newline at end of file

Added: incubator/singa/site/trunk/_static/images/benchmark.png
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_static/images/benchmark.png?rev=1862313&view=auto
==============================================================================
Binary file - no diff available.

Propchange: incubator/singa/site/trunk/_static/images/benchmark.png
------------------------------------------------------------------------------
    svn:mime-type = application/octet-stream

Modified: incubator/singa/site/trunk/_static/searchtools.js
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/_static/searchtools.js?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/_static/searchtools.js (original)
+++ incubator/singa/site/trunk/_static/searchtools.js Sat Jun 29 14:42:24 2019
@@ -36,8 +36,10 @@ if (!Scorer) {
 
     // query found in title
     title: 15,
+    partialTitle: 7,
     // query found in terms
-    term: 5
+    term: 5,
+    partialTerm: 2
   };
 }
 
@@ -56,6 +58,14 @@ var Search = {
   _queued_query : null,
   _pulse_status : -1,
 
+  htmlToText : function(htmlString) {
+      var htmlElement = document.createElement('span');
+      htmlElement.innerHTML = htmlString;
+      $(htmlElement).find('.headerlink').remove();
+      docContent = $(htmlElement).find('[role=main]')[0];
+      return docContent.textContent || docContent.innerText;
+  },
+
   init : function() {
       var params = $.getQueryParameters();
       if (params.q) {
@@ -120,7 +130,7 @@ var Search = {
     this.out = $('#search-results');
     this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
     this.dots = $('<span></span>').appendTo(this.title);
-    this.status = $('<p style="display: none"></p>').appendTo(this.out);
+    this.status = $('<p class="search-summary">&nbsp;</p>').appendTo(this.out);
     this.output = $('<ul class="search"/>').appendTo(this.out);
 
     $('#search-progress').text(_('Preparing search...'));
@@ -259,11 +269,7 @@ var Search = {
             displayNextItem();
           });
         } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
-          var suffix = DOCUMENTATION_OPTIONS.SOURCELINK_SUFFIX;
-          if (suffix === undefined) {
-            suffix = '.txt';
-          }
-          $.ajax({url: DOCUMENTATION_OPTIONS.URL_ROOT + '_sources/' + item[5] + (item[5].slice(-suffix.length) === suffix ? '' : suffix),
+          $.ajax({url: DOCUMENTATION_OPTIONS.URL_ROOT + item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX,
                   dataType: "text",
                   complete: function(jqxhr, textstatus) {
                     var data = jqxhr.responseText;
@@ -385,6 +391,19 @@ var Search = {
         {files: terms[word], score: Scorer.term},
         {files: titleterms[word], score: Scorer.title}
       ];
+      // add support for partial matches
+      if (word.length > 2) {
+        for (var w in terms) {
+          if (w.match(word) && !terms[word]) {
+            _o.push({files: terms[w], score: Scorer.partialTerm})
+          }
+        }
+        for (var w in titleterms) {
+          if (w.match(word) && !titleterms[word]) {
+              _o.push({files: titleterms[w], score: Scorer.partialTitle})
+          }
+        }
+      }
 
       // no match but word was a required one
       if ($u.every(_o, function(o){return o.files === undefined;})) {
@@ -424,8 +443,12 @@ var Search = {
       var valid = true;
 
       // check if all requirements are matched
-      if (fileMap[file].length != searchterms.length)
-          continue;
+      var filteredTermCount = // as search terms with length < 3 are discarded: ignore
+        searchterms.filter(function(term){return term.length > 2}).length
+      if (
+        fileMap[file].length != searchterms.length &&
+        fileMap[file].length != filteredTermCount
+      ) continue;
 
       // ensure that none of the excluded terms is in the search result
       for (i = 0; i < excluded.length; i++) {
@@ -456,7 +479,8 @@ var Search = {
    * words. the first one is used to find the occurrence, the
    * latter for highlighting it.
    */
-  makeSearchSummary : function(text, keywords, hlwords) {
+  makeSearchSummary : function(htmlText, keywords, hlwords) {
+    var text = Search.htmlToText(htmlText);
     var textLower = text.toLowerCase();
     var start = 0;
     $.each(keywords, function() {