Author: wangwei
Date: Thu Dec 13 04:18:16 2018
New Revision: 1848817
URL: http://svn.apache.org/viewvc?rev=1848817&view=rev
Log:
update the docs by jenkins for commit a98d293
Added:
incubator/singa/site/trunk/en/_sources/develop/how-to-release.rst.txt
incubator/singa/site/trunk/en/_sources/docs/autograd.md.txt
incubator/singa/site/trunk/en/_sources/docs/security.rst.txt
incubator/singa/site/trunk/en/develop/how-to-release.html
incubator/singa/site/trunk/en/docs/autograd.html
incubator/singa/site/trunk/en/docs/security.html
Modified:
incubator/singa/site/trunk/en/_sources/community/source-repository.rst.txt
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/docs/index.rst.txt
incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt
incubator/singa/site/trunk/en/_sources/docs/installation.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/vgg/README.md.txt
incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.rst.txt
incubator/singa/site/trunk/en/_sources/docs/notebook/README.md.txt
incubator/singa/site/trunk/en/_sources/index.rst.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/install_macos1013.html
incubator/singa/site/trunk/en/docs/install_win.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/densenet/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/inception/README.html
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html
incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/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/inception/README.html
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/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/releases/RELEASE_NOTES_1.2.0.html
incubator/singa/site/trunk/en/search.html
incubator/singa/site/trunk/en/searchindex.js
incubator/singa/site/trunk/zh/_sources/community/team-list.rst.txt
incubator/singa/site/trunk/zh/_sources/develop/schedule.rst.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/densenet/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/inception/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/resnet/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/vgg/README.md.txt
incubator/singa/site/trunk/zh/_sources/docs/model_zoo/mnist/README.md.txt
incubator/singa/site/trunk/zh/_sources/downloads.md.txt
incubator/singa/site/trunk/zh/_sources/index.rst.txt
incubator/singa/site/trunk/zh/community/issue-tracking.html
incubator/singa/site/trunk/zh/community/mail-lists.html
incubator/singa/site/trunk/zh/community/source-repository.html
incubator/singa/site/trunk/zh/community/team-list.html
incubator/singa/site/trunk/zh/develop/contribute-code.html
incubator/singa/site/trunk/zh/develop/how-contribute.html
incubator/singa/site/trunk/zh/develop/schedule.html
incubator/singa/site/trunk/zh/docs.html
incubator/singa/site/trunk/zh/docs/data.html
incubator/singa/site/trunk/zh/docs/device.html
incubator/singa/site/trunk/zh/docs/image_tool.html
incubator/singa/site/trunk/zh/docs/index.html
incubator/singa/site/trunk/zh/docs/initializer.html
incubator/singa/site/trunk/zh/docs/install_macos1013.html
incubator/singa/site/trunk/zh/docs/install_win.html
incubator/singa/site/trunk/zh/docs/installation.html
incubator/singa/site/trunk/zh/docs/layer.html
incubator/singa/site/trunk/zh/docs/loss.html
incubator/singa/site/trunk/zh/docs/metric.html
incubator/singa/site/trunk/zh/docs/model_zoo/char-rnn/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/cifar10/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/alexnet/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/densenet/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/googlenet/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/inception/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/resnet/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/imagenet/vgg/README.html
incubator/singa/site/trunk/zh/docs/model_zoo/index.html
incubator/singa/site/trunk/zh/docs/model_zoo/mnist/README.html
incubator/singa/site/trunk/zh/docs/net.html
incubator/singa/site/trunk/zh/docs/optimizer.html
incubator/singa/site/trunk/zh/docs/snapshot.html
incubator/singa/site/trunk/zh/docs/software_stack.html
incubator/singa/site/trunk/zh/docs/tensor.html
incubator/singa/site/trunk/zh/docs/utils.html
incubator/singa/site/trunk/zh/downloads.html
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/_sources/community/source-repository.rst.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/community/source-repository.rst.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/community/source-repository.rst.txt
(original)
+++ incubator/singa/site/trunk/en/_sources/community/source-repository.rst.txt
Thu Dec 13 04:18:16 2018
@@ -25,7 +25,7 @@ Web Access
The following is a link to the online source repository.
-* https://git-wip-us.apache.org/repos/asf?p=incubator-singa.git;a=summary
+* https://gitbox.apache.org/repos/asf?p=incubator-singa.git
Contributors
------------
@@ -42,15 +42,23 @@ Contributors are encouraged to rebase th
Committers
----------
+* To connect your Apache account with your Github account, Please follow the
instructions on: https://gitbox.apache.org/setup/. After that you can directly
merge PRs using GitHubâs UI.
+
To merge pull request https://github.com/apache/incubator-singa/pull/xxx, the
following instructions should be executed,
.. code-block:: bash
git clone https://github.com/apache/incubator-singa.git
- git remote add asf
https://git-wip-us.apache.org/repos/asf/incubator-singa.git
+ git remote add asf https://gitbox.apache.org/repos/asf/incubator-singa.git
# optional
git pull asf master:master
git fetch origin pull/xxx/head:prxxx
git merge prxxx
git push asf master:master
+* To migrate from git-wip-us.apache.org to Gitbox: If you already cloned the
SINGA repository from the old repo
https://git-wip-us.apache.org/repos/asf/incubator-singa.git, you can update the
master by:
+
+.. code-block:: bash
+
+ git remote set-url origin [email protected]/apache/singa.git
+
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=1848817&r1=1848816&r2=1848817&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 Thu Dec
13 04:18:16 2018
@@ -78,7 +78,7 @@ The SINGA community has developers mainl
+--------------------+--------------------------------+-----------------------------------------------+
| Kaiping Zheng | [email protected] | National University of
Singapore |
+--------------------+--------------------------------+-----------------------------------------------+
-| Moaz Reyad | [email protected] | National University of
Singapore |
+| Moaz Reyad | [email protected] | University of Genoa
|
+--------------------+--------------------------------+-----------------------------------------------+
| Chang Yao | [email protected] | 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=1848817&r1=1848816&r2=1848817&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 Thu
Dec 13 04:18:16 2018
@@ -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
Added: incubator/singa/site/trunk/en/_sources/develop/how-to-release.rst.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/develop/how-to-release.rst.txt?rev=1848817&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/develop/how-to-release.rst.txt
(added)
+++ incubator/singa/site/trunk/en/_sources/develop/how-to-release.rst.txt Thu
Dec 13 04:18:16 2018
@@ -0,0 +1,228 @@
+.. 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 prepare a release
+========================
+
+This is a guide for the release preparing process in SINGA.
+
+Select a release manager
+------------------------
+
+The release manager (RM) is the coordinator for the release process. It is the
RM's signature (.asc) that is uploaded together with the release. The RM
generates KEY (RSA 4096-bit) and uploads it to a public key server. The RM
needs to get his key endorsed (signed) by other Apache user, to be connected to
the web of trust. He should first ask the mentor to help signing his key.
http://www.apache.org/dev/release-signing.html
+
+Check:
+ + The codebase does not include third-party code which is not
compatible to APL
+ + The dependencies are compatible with APL. GNU-like licenses are NOT
compatible
+ + All source files written by us MUST include the Apache license
header: http://www.apache.org/legal/src-headers.html. There's a script in there
which helps propagating the header to all files.
+ + The build process is error-free.
+ + Unit tests are included (as much as possible)
+ + The Jupyter notebooks are working with the new release
+ + The online documentation on the Apache website is up to date.
+
+Prepare LICENSE file
+--------------------
+
+copy and paste this http://apache.org/licenses/LICENSE-2.0.txt
+
+Prepare NOTICE file
+-------------------
+
+ + Use this template: http://apache.org/legal/src-headers.html#notice
+ + If we include any third party code in the release package which is
not APL, must state it at the end of the NOTICE file.
+ + Example: http://apache.org/licenses/example-NOTICE.txt
+
+Prepare RELEASE_NOTES file
+--------------------------
+
+ + Introduction, Features, Bugs (link to JIRA), Changes (N/A for first
erlease), Dependency list, Incompatibility issues.
+ + Follow this example:
http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt
+
+Prepare README file
+-------------------
+ + How to build, run test, run examples
+ + List of dependencies.
+ + Mail list, website, etc. Any information useful for user to start.
+
+Prepare DISCLAIMER file
+-----------------------
+ + modify from
http://incubator.apache.org/guides/branding.html#disclaimers
+
+Package the release
+-------------------
+
+The release should be packaged into : apache-singa-incubating-xx.xx.xx.tar.gz
+ + src/
+ + README
+ + LICENSE
+ + NOTICE
+ + RELEASE_NOTES
+ + DISCLAIMER
+ + ...
+
+Upload the release
+-------------------
+
+The release is uploaded to the RMâs Apache page: people.apache.org/~ID/...
+ + apache-singa-incubating-xx.xx.xx.tar.gz
+ + KEY
+ + XX.acs
+ + XX.md5
+
+Roll out artifacts to mirrors
+-----------------------------
+
+svn add to âdist/release/incubator/singaâ
+
+Delete old artifacts (automatically archived)
+
+Update the Download page
+------------------------
+
+The tar.gz file MUST be downloaded from mirror, using closer.cgi script
+other artifacts MUST be downloaded from main Apache site
+Good idea to update EC2 image and make it available for download as well
+
+Make the internal announcements
+-------------------------------
+
+Template for singa-dev@ voting:
+
+To: [email protected]
+Subject: [VOTE] Release apache-singa-X.Y.Z-incubating (release candidate N)
+
+Hi all,
+
+I have created a build for Apache SINGA X.Y.Z-incubating, release candidate N.
+
+The artifacts to be voted on are located here:
+https://dist.apache.org/repos/dist/dev/incubator/singa/apache-singa-X.Y.Z-incubating-rcN/
+
+The hashes of the artifacts are as follows:
+apache-singa-X.Y.Z-incubating.tar.gz.md5 XXXX
+apache-singa-X.Y.Z-incubating.tar.gz.sha256 XXXX
+
+Release artifacts are signed with the following key:
+https://people.apache.org/keys/committer/{Apache ID of the Release Manager}.asc
+
+and the signature file is:
+apache-singa-X.Y.Z-incubating.tar.gz.asc
+
+Please vote on releasing this package. The vote is open for at least 72 hours
and passes if a majority of at least three +1 votes are cast.
+
+[ ] +1 Release this package as Apache SINGA X.Y.Z-incubating
+[ ] 0 I don't feel strongly about it, but I'm okay with the release
+[ ] -1 Do not release this package because...
+
+Here is my vote:
+
++1
+
+{SINGA Team Member Name}
+
+Wait at least 48 hours for test responses
+
+Any PPMC, committer or contributor can test features for releasing, and
feedback. Based on that, PPMC will decide whether start a vote.
+
+Call a vote in dev
+------------------
+
+Call a vote in [email protected]
+
+
+
+Vote Check
+----------
+
+All PPMC members and committers should check these before vote +1 :
+
+
+Call for a vote in Apache IPMC
+------------------------------
+
+Call a vote in [email protected]
+
+Vote result mail
+----------------
+
+Template for singa-dev@ voting (results):
+
+
+Subject: [RESULT] [VOTE] Release apache-singa-X.Y.Z-incubating (release
candidate N)
+To: [email protected]
+
+Thanks to everyone who has voted and given their comments. The tally is as
follows.
+
+N binding +1s:
+<names>
+
+N non-binding +1s:
+<names>
+
+No 0s or -1s.
+
+I am delighted to announce that the proposal to release
+Apache SINGA X.Y.Z-incubating has passed.
+
+I'll now start a vote on the general list. Those of you in the IPMC, please
recast your vote on the new thread.
+
+{SINGA Team Member Name}
+
+Template for general@ voting - results
+
+
+To: [email protected]
+Subject: [RESULT] [VOTE] Release Apache SINGA X.Y.Z (incubating)
+
+Thanks everyone for their votes and comments.
+
+I'm delighted to announce that this vote passes with the following results:
+
+N binding +1s:
+<names>
+
+N non-binding +1s:
+<names>
+
+No 0s or -1s.
+
+Weâll now roll the release out to the mirrors.
+
+{SINGA Team Member Name}
+
+
+Publish release
+---------------
+
+Template for ANNOUNCING the release
+
+To: [email protected], [email protected]
+Subject: [ANNOUNCE] Apache SINGA (incubating) X.Y.Z released
+
+We are pleased to announce that SINGA (incubating) X.Y.Z is released.
+
+SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
of popular deep learning models.
+
+The release is available at:
+http://singa.incubator.apache.org/downloads.html
+
+The main features of this release include XXX
+
+We look forward to hearing your feedbacks, suggestions, and contributions to
the project.
+
+On behalf of the SINGA team,
+{SINGA Team Member Name}
\ No newline at end of file
Added: incubator/singa/site/trunk/en/_sources/docs/autograd.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/autograd.md.txt?rev=1848817&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/autograd.md.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/autograd.md.txt Thu Dec 13
04:18:16 2018
@@ -0,0 +1,146 @@
+# Autograd in Singa
+
+There are two typical ways to implement autograd, via symbolic differentiation
like [Theano](http://deeplearning.net/software/theano/index.html) or reverse
differentiation like
[Pytorch](https://pytorch.org/docs/stable/notes/autograd.html). Singa follows
Pytorch way, which records the computation graph and apply the backward
propagation automatically after forward propagation. The autograd algorithm is
explained in details
[here](https://pytorch.org/docs/stable/notes/autograd.html). We explain the
relevant modules in Singa and give an example to illustrate the usage.
+
+## Relevant Modules
+
+There are three classes involved in autograd, namely `singa.tensor.Tensor` ,
`singa.autograd.Operation`, and `singa.autograd.Layer`. In the rest of this
article, we use tensor, operation and layer to refer to an instance of the
respective class.
+
+### Tensor
+
+Three attributes of Tensor are used by autograd,
+- `.creator` is an `Operation` instance. It records the operation that
generates the Tensor instance.
+- `.requires_grad` is a boolean variable. It is used to indicate that the
autograd algorithm needs to compute the gradient of the tensor (i.e., the
owner). For example, during backpropagation, the gradients of the tensors for
the weight matrix of a linear layer and the feature maps of a convolution layer
(not the bottom layer) should be computed.
+- `.stores_grad` is a boolean variable. It is used to indicate that the
gradient of the owner tensor should be stored and output by the backward
function. For example, the gradient of the feature maps is computed during
backpropagation, but is not included in the output of the backward function.
+
+Programmers can change `requires_grad` and `stores_grad` of a Tensor instance.
For example, if later is set to True, the corresponding gradient is included in
the output of the backward function. It should be noted that if `stores_grad`
is True, then `requires_grad` must be true, not vice versa.
+
+
+### Operation
+
+It takes one or more `Tensor` instances as input, and then outputs one or more
`Tensor` instances. For example, ReLU can be implemented as a specific
Operation subclass. When an `Operation` instance is called (after
instantiation), the following two steps are executed:
+
+1. record the source operations, i.e., the `creator`s of the input tensors.
2. do calculation by calling member function `.forward()`
+
+There are two member functions for forwarding and backwarding, i.e.,
`.forward()` and `.backward()`. They take `Tensor.data` as inputs (the type is
`CTensor`), and output `Ctensor`s. To add a specific operation, subclass
`operation` should implement their own `.forward()` and `.backward()`. The
`backward()` function is called by the `backward()` function of autograd
automatically during backward propogation to compute the gradients of inputs
(according to the `require_grad` field).
+
+### Layer
+
+For those operations that require parameters, we package them into a new
class, `Layer`. For example, convolution operation is wrapped into a
convolution layer. `Layer` manages (stores) the parameters and calls the
corresponding `Operation`s to implement the transformation.
+
+
+
+## Examples
+
+Multiple examples are provided in the [example
folder](https://github.com/apache/incubator-singa/tree/master/examples/autograd).
We explain two representative examples here.
+
+### Operation only
+
+The following codes implement a MLP model using only Operation instances (no
Layer instances).
+
+#### Import packages
+
+```
+from singa.tensor import Tensor
+from singa import autograd
+from singa import opt
+```
+
+#### Create weight matrix and bias vector
+
+The parameter tensors are created with both `requires_grad` and `stores_grad`
set to True.
+
+```
+w0 = Tensor(shape=(2, 3), requires_grad=True, stores_grad=True)
+w0.gaussian(0.0, 0.1)
+b0 = Tensor(shape=(1, 3), requires_grad=True, stores_grad=True)
+b0.set_value(0.0)
+
+w1 = Tensor(shape=(3, 2), requires_grad=True, stores_grad=True)
+w1.gaussian(0.0, 0.1)
+b1 = Tensor(shape=(1, 2), requires_grad=True, stores_grad=True)
+b1.set_value(0.0)
+```
+
+#### Training
+```
+inputs = Tensor(data=data) # data matrix
+target = Tensor(data=label) # label vector
+autograd.training = True # for training
+sgd = opt.SGD(0.05) # optimizer
+
+for i in range(10):
+ x = autograd.matmul(inputs, w0) # matrix multiplication
+ x = autograd.add_bias(x, b0) # add the bias vector
+ x = autograd.relu(x) # ReLU activation operation
+
+ x = autograd.matmul(x, w1)
+ x = autograd.add_bias(x, b1)
+
+ loss = autograd.softmax_cross_entropy(x, target)
+
+ for p, g in autograd.backward(loss):
+ sgd.update(p, g)
+```
+
+
+### Operation + Layer
+
+The following
[example](https://github.com/apache/incubator-singa/blob/master/examples/autograd/mnist_cnn.py)
implements a CNN model using layers provided by the autograd module.
+
+#### Create the layers
+
+```
+conv1 = autograd.Conv2d(1, 32, 3, padding=1, bias=False)
+bn1 = autograd.BatchNorm2d(32)
+pooling1 = autograd.MaxPool2d(3, 1, padding=1)
+conv21 = autograd.Conv2d(32, 16, 3, padding=1)
+conv22 = autograd.Conv2d(32, 16, 3, padding=1)
+bn2 = autograd.BatchNorm2d(32)
+linear = autograd.Linear(32 * 28 * 28, 10)
+pooling2 = autograd.AvgPool2d(3, 1, padding=1)
+```
+
+#### Define the forward function
+
+The operations in the forward pass will be recorded automatically for backward
propagation.
+
+```
+def forward(x, t):
+ # x is the input data (a batch of images)
+ # t the the label vector (a batch of integers)
+ y = conv1(x) # Conv layer
+ y = autograd.relu(y) # ReLU operation
+ y = bn1(y) # BN layer
+ y = pooling1(y) # Pooling Layer
+
+ # two parallel convolution layers
+ y1 = conv21(y)
+ y2 = conv22(y)
+ y = autograd.cat((y1, y2), 1) # cat operation
+ y = autograd.relu(y) # ReLU operation
+ y = bn2(y)
+ y = pooling2(y)
+
+ y = autograd.flatten(y) # flatten operation
+ y = linear(y) # Linear layer
+ loss = autograd.softmax_cross_entropy(y, t) # operation
+ return loss, y
+```
+
+#### Training
+
+```
+autograd.training = True
+for epoch in range(epochs):
+ for i in range(batch_number):
+ inputs = tensor.Tensor(device=dev, data=x_train[
+ i * batch_sz:(1 + i) * batch_sz],
stores_grad=False)
+ targets = tensor.Tensor(device=dev, data=y_train[
+ i * batch_sz:(1 + i) * batch_sz],
requires_grad=False, stores_grad=False)
+
+ loss, y = forward(inputs, targets) # forward the net
+
+ for p, gp in autograd.backward(loss): # auto backward
+ sgd.update(p, gp)
+```
Modified: incubator/singa/site/trunk/en/_sources/docs/index.rst.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/index.rst.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/index.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/index.rst.txt Thu Dec 13
04:18:16 2018
@@ -37,3 +37,4 @@ Documentation
converter
utils
model_zoo/index
+ security
Modified: incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/install_win.rst.txt Thu Dec 13
04:18:16 2018
@@ -40,13 +40,13 @@ The dependencies are:
* Protocol Buffers
* Download a suitable version such as 2.6.1:
https://github.com/google/protobuf/releases/tag/v2.6.1 .
* Download both protobuf-2.6.1.zip and protoc-2.6.1-win32.zip .
- * Extract both of them in dependecies folder. Add the path to protoc
executable to the system path, or use full path when calling it.
+ * Extract both of them in dependencies folder. Add the path to protoc
executable to the system path, or use full path when calling it.
* Open the Visual Studio solution which can be found in vsproject
folder.
* Change the build settings to Release and x64.
* build libprotobuf project.
* Openblas
* Download a suitable source version such as 0.2.20 from
http://www.openblas.net
- * Extract the source in the dependecies folder.
+ * Extract the source in the dependencies folder.
* If you don't have Perl installed, download a perl environment such as
Strawberry Perl (http://strawberryperl.com/)
* Build the Visual Studio solution by running this command in the
source folder:
@@ -300,12 +300,12 @@ In addition to the dependencies in secti
5.2.2 Building singa-kernel
---------------------------
-* Create a new Visual Studio projcet of type "CUDA 9.1 Runtime". Give it a
name such as singa-kernel.
+* Create a new Visual Studio project of type "CUDA 9.1 Runtime". Give it a
name such as singa-kernel.
* The project comes with an initial file called kernel.cu. Remove this file
from the project.
* Add this file: src/core/tensor/math_kernel.cu
* In the project settings:
- * Set Platfrom Toolset to "Visual Studio 2015 (v140)"
+ * Set Platform Toolset to "Visual Studio 2015 (v140)"
* Set Configuration Type to " Static Library (.lib)"
* In the Include Directories, add build/include.
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.md.txt Thu Dec 13
04:18:16 2018
@@ -20,7 +20,7 @@ SINGA.
It is equivalent to
- conda install -c nusdbsystem singa=1.1.1=py36_cuda9.0-cudnn7.1.2
+ conda install -c nusdbsystem singa=1.1.1=py36_cuda9.0_cudnn7.1.2
CUDA 9.0 must be installed before executing the above command. Singa
packages for other CUDA versions are also available. The following
instruction
@@ -56,7 +56,7 @@ To install conda-build (after installing
To build the CPU version of SINGA
export BUILD_STR=cpu
- conda build tool/conda/singa/ --python3.6 (or --python2.7)
+ conda build tool/conda/singa/ --python 3.6 (or --python 2.7)
The above commands have been tested on Ubuntu 16.04 and Mac OSX.
Refer to the [Travis-CI page](https://travis-ci.org/apache/incubator-singa)
for more information.
@@ -66,7 +66,7 @@ To build the GPU version of SINGA
export BUILD_STR=cudax.y-cudnna.b.c (e.g. cuda9.0-cudnn7.1.2)
export CUDNN_PATH=<path to cudnn folder>
- conda build tool/conda/singa/ --python3.6 (or --python2.7)
+ conda build tool/conda/singa/ --python 3.6 (or --python 2.7)
The commands for building on GPU platforms have been tested on Ubuntu 16.04
(cuDNN>=7 and CUDA>=9).
[Nvidia's Docker image](https://hub.docker.com/r/nvidia/cuda/) provides the
building
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/caffe/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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.
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/char-rnn/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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.
-
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/cifar10/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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 '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/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/alexnet/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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
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=1848817&r1=1848816&r2=1848817&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
Thu Dec 13 04:18:16 2018
@@ -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
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/mnist/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -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
Modified:
incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/vgg/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/vgg/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
---
incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/vgg/README.md.txt
(original)
+++
incubator/singa/site/trunk/en/_sources/docs/model_zoo/imagenet/vgg/README.md.txt
Thu Dec 13 04:18:16 2018
@@ -26,9 +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/en/_sources/docs/model_zoo/index.rst.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.rst.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.rst.txt
(original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/index.rst.txt Thu Dec
13 04:18:16 2018
@@ -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/en/_sources/docs/notebook/README.md.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/notebook/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/notebook/README.md.txt
(original)
+++ incubator/singa/site/trunk/en/_sources/docs/notebook/README.md.txt Thu Dec
13 04:18:16 2018
@@ -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).
Added: incubator/singa/site/trunk/en/_sources/docs/security.rst.txt
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/security.rst.txt?rev=1848817&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/security.rst.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/security.rst.txt Thu Dec 13
04:18:16 2018
@@ -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 Apache Security Team:
http://www.apache.org/security/
+
+SINGA is creating a new team for security. More details will be added soon.
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/index.rst.txt (original)
+++ incubator/singa/site/trunk/en/_sources/index.rst.txt Thu Dec 13 04:18:16
2018
@@ -21,6 +21,8 @@ Welcome to Apache SINGA
Recent News
-----------
+* SINGA was presented at `DIBRIS, University of Genoa, Italy
<https://www.dibris.unige.it/>`_ on 16 July 2018.
+
* **Version 1.2.0** is now available, 6 June, 2018. `Download SINGA v1.2.0
<downloads.html>`_
* **Version 1.1.0** is now available, 12 Feb, 2017. `Download SINGA v1.1.0
<downloads.html>`_
@@ -119,6 +121,7 @@ Companies like `NetEase <http://tech.163
develop/how-contribute
develop/contribute-code
develop/contribute-docs
+ develop/how-to-release
.. toctree::
:hidden:
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/issue-tracking.html (original)
+++ incubator/singa/site/trunk/en/community/issue-tracking.html Thu Dec 13
04:18:16 2018
@@ -109,6 +109,7 @@
<li class="toctree-l1"><a class="reference internal"
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-code.html">How to Contribute Code</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-docs.html">How to Contribute to
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="../develop/how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul class="current">
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/mail-lists.html (original)
+++ incubator/singa/site/trunk/en/community/mail-lists.html Thu Dec 13 04:18:16
2018
@@ -109,6 +109,7 @@
<li class="toctree-l1"><a class="reference internal"
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-code.html">How to Contribute Code</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-docs.html">How to Contribute to
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="../develop/how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul class="current">
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/source-repository.html (original)
+++ incubator/singa/site/trunk/en/community/source-repository.html Thu Dec 13
04:18:16 2018
@@ -31,7 +31,7 @@
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
<link rel="next" title="Project Mailing Lists" href="mail-lists.html" />
- <link rel="prev" title="How to Contribute to Documentation"
href="../develop/contribute-docs.html" />
+ <link rel="prev" title="How to prepare a release"
href="../develop/how-to-release.html" />
<link href="../_static/style.css" rel="stylesheet" type="text/css">
<!--link href="../_static/fontawesome-all.min.css" rel="stylesheet"
type="text/css"-->
<link rel="stylesheet"
href="https://use.fontawesome.com/releases/v5.0.13/css/all.css";
integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp"
crossorigin="anonymous">
@@ -109,6 +109,7 @@
<li class="toctree-l1"><a class="reference internal"
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-code.html">How to Contribute Code</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-docs.html">How to Contribute to
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="../develop/how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul class="current">
@@ -190,7 +191,7 @@
<h2>Web Access<a class="headerlink" href="#web-access" title="Permalink to
this headline">¶</a></h2>
<p>The following is a link to the online source repository.</p>
<ul class="simple">
-<li><a class="reference external"
href="https://git-wip-us.apache.org/repos/asf?p=incubator-singa.git;a=summary";>https://git-wip-us.apache.org/repos/asf?p=incubator-singa.git;a=summary</a></li>
+<li><a class="reference external"
href="https://gitbox.apache.org/repos/asf?p=incubator-singa.git";>https://gitbox.apache.org/repos/asf?p=incubator-singa.git</a></li>
</ul>
</div>
<div class="section" id="contributors">
@@ -205,9 +206,12 @@ git rebase master
</div>
<div class="section" id="committers">
<h2>Committers<a class="headerlink" href="#committers" title="Permalink to
this headline">¶</a></h2>
+<ul class="simple">
+<li>To connect your Apache account with your Github account, Please follow the
instructions on: <a class="reference external"
href="https://gitbox.apache.org/setup/";>https://gitbox.apache.org/setup/</a>.
After that you can directly merge PRs using GitHubâs UI.</li>
+</ul>
<p>To merge pull request <a class="reference external"
href="https://github.com/apache/incubator-singa/pull/xxx";>https://github.com/apache/incubator-singa/pull/xxx</a>,
the following instructions should be executed,</p>
<div class="highlight-bash notranslate"><div
class="highlight"><pre><span></span>git clone
https://github.com/apache/incubator-singa.git
-git remote add asf https://git-wip-us.apache.org/repos/asf/incubator-singa.git
+git remote add asf https://gitbox.apache.org/repos/asf/incubator-singa.git
<span class="c1"># optional</span>
git pull asf master:master
git fetch origin pull/xxx/head:prxxx
@@ -215,6 +219,12 @@ git merge prxxx
git push asf master:master
</pre></div>
</div>
+<ul class="simple">
+<li>To migrate from git-wip-us.apache.org to Gitbox: If you already cloned the
SINGA repository from the old repo <a class="reference external"
href="https://git-wip-us.apache.org/repos/asf/incubator-singa.git";>https://git-wip-us.apache.org/repos/asf/incubator-singa.git</a>,
you can update the master by:</li>
+</ul>
+<div class="highlight-bash notranslate"><div
class="highlight"><pre><span></span>git remote set-url origin
[email protected]/apache/singa.git
+</pre></div>
+</div>
</div>
</div>
@@ -229,7 +239,7 @@ git push asf master:master
<a href="mail-lists.html" class="btn btn-neutral float-right"
title="Project Mailing Lists" accesskey="n" rel="next">Next <span class="fa
fa-arrow-circle-right"></span></a>
- <a href="../develop/contribute-docs.html" class="btn btn-neutral"
title="How to Contribute to Documentation" accesskey="p" rel="prev"><span
class="fa fa-arrow-circle-left"></span> Previous</a>
+ <a href="../develop/how-to-release.html" class="btn btn-neutral"
title="How to prepare a release" accesskey="p" rel="prev"><span class="fa
fa-arrow-circle-left"></span> Previous</a>
</div>
Modified: incubator/singa/site/trunk/en/community/team-list.html
URL:
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/community/team-list.html?rev=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/community/team-list.html (original)
+++ incubator/singa/site/trunk/en/community/team-list.html Thu Dec 13 04:18:16
2018
@@ -108,6 +108,7 @@
<li class="toctree-l1"><a class="reference internal"
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-code.html">How to Contribute Code</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../develop/contribute-docs.html">How to Contribute to
Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="../develop/how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul class="current">
@@ -302,7 +303,7 @@
</tr>
<tr class="row-even"><td>Moaz Reyad</td>
<td><a class="reference external"
href="mailto:moaz%40apache.org";>moaz<span>@</span>apache<span>.</span>org</a></td>
-<td>National University of Singapore</td>
+<td>University of Genoa</td>
</tr>
<tr class="row-odd"><td>Chang Yao</td>
<td><a class="reference external"
href="mailto:yaochang2009%40gmail.com";>yaochang2009<span>@</span>gmail<span>.</span>com</a></td>
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-code.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-code.html Thu Dec 13
04:18:16 2018
@@ -114,6 +114,7 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal"
href="contribute-docs.html">How to Contribute to Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul>
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/contribute-docs.html (original)
+++ incubator/singa/site/trunk/en/develop/contribute-docs.html Thu Dec 13
04:18:16 2018
@@ -30,7 +30,7 @@
<link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
- <link rel="next" title="Source Repository"
href="../community/source-repository.html" />
+ <link rel="next" title="How to prepare a release"
href="how-to-release.html" />
<link rel="prev" title="How to Contribute Code"
href="contribute-code.html" />
<link href="../_static/style.css" rel="stylesheet" type="text/css">
<!--link href="../_static/fontawesome-all.min.css" rel="stylesheet"
type="text/css"-->
@@ -113,6 +113,7 @@
<li class="toctree-l2"><a class="reference internal" href="#cpp-api">CPP
API</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul>
@@ -182,7 +183,25 @@
<div role="main" class="document" itemscope="itemscope"
itemtype="http://schema.org/Article";>
<div itemprop="articleBody">
- <div class="section" id="how-to-contribute-to-documentation">
+ <!--
+ 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<div
class="highlight-default notranslate"><div class="highlight"><pre><span></span>
<span class="n">http</span><span class="p">:</span><span
class="o">//</span><span class="n">www</span><span class="o">.</span><span
class="n">apache</span><span class="o">.</span><span class="n">org</span><span
class="o">/</span><span class="n">licenses</span><span class="o">/</span><span
class="n">LICENSE</span><span class="o">-</span><span class="mf">2.0</span>
+
+<span class="n">Unless</span> <span class="n">required</span> <span
class="n">by</span> <span class="n">applicable</span> <span
class="n">law</span> <span class="ow">or</span> <span class="n">agreed</span>
<span class="n">to</span> <span class="ow">in</span> <span
class="n">writing</span><span class="p">,</span>
+<span class="n">software</span> <span class="n">distributed</span> <span
class="n">under</span> <span class="n">the</span> <span
class="n">License</span> <span class="ow">is</span> <span
class="n">distributed</span> <span class="n">on</span> <span class="n">an</span>
+<span class="s2">"AS IS"</span> <span class="n">BASIS</span><span
class="p">,</span> <span class="n">WITHOUT</span> <span
class="n">WARRANTIES</span> <span class="n">OR</span> <span
class="n">CONDITIONS</span> <span class="n">OF</span> <span class="n">ANY</span>
+<span class="n">KIND</span><span class="p">,</span> <span
class="n">either</span> <span class="n">express</span> <span
class="ow">or</span> <span class="n">implied</span><span class="o">.</span>
<span class="n">See</span> <span class="n">the</span> <span
class="n">License</span> <span class="k">for</span> <span class="n">the</span>
+<span class="n">specific</span> <span class="n">language</span> <span
class="n">governing</span> <span class="n">permissions</span> <span
class="ow">and</span> <span class="n">limitations</span>
+<span class="n">under</span> <span class="n">the</span> <span
class="n">License</span><span class="o">.</span>
+</pre></div>
+</div>
+<p>â></p>
+<div class="section" id="how-to-contribute-to-documentation">
<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>
@@ -227,7 +246,7 @@ $ svn commit -m "commit messages&qu
<div class="rst-footer-buttons" role="navigation" aria-label="footer
navigation">
- <a href="../community/source-repository.html" class="btn btn-neutral
float-right" title="Source Repository" accesskey="n" rel="next">Next <span
class="fa fa-arrow-circle-right"></span></a>
+ <a href="how-to-release.html" class="btn btn-neutral float-right"
title="How to prepare a release" accesskey="n" rel="next">Next <span class="fa
fa-arrow-circle-right"></span></a>
<a href="contribute-code.html" class="btn btn-neutral" title="How to
Contribute Code" accesskey="p" rel="prev"><span class="fa
fa-arrow-circle-left"></span> Previous</a>
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=1848817&r1=1848816&r2=1848817&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/how-contribute.html (original)
+++ incubator/singa/site/trunk/en/develop/how-contribute.html Thu Dec 13
04:18:16 2018
@@ -109,6 +109,7 @@
<li class="toctree-l1 current"><a class="current reference internal"
href="#">How to Contribute to SINGA</a></li>
<li class="toctree-l1"><a class="reference internal"
href="contribute-code.html">How to Contribute Code</a></li>
<li class="toctree-l1"><a class="reference internal"
href="contribute-docs.html">How to Contribute to Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal"
href="how-to-release.html">How to prepare a release</a></li>
</ul>
<p class="caption"><span class="caption-text">Community</span></p>
<ul>
