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+ <div class="section" id="train-alexnet-over-imagenet">
+<span id="train-alexnet-over-imagenet"></span><h1>Train AlexNet over ImageNet<a class="headerlink" href="#train-alexnet-over-imagenet" title="Permalink to this headline">¶</a></h1>
+<p>Convolution neural network (CNN) is a type of feed-forward neural
+network widely used for image and video classification. In this example, we will
+use a <a class="reference external" href="http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks">deep CNN model</a>
+to do image classification against the ImageNet dataset.</p>
+<div class="section" id="instructions">
+<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
+<div class="section" id="compile-singa">
+<span id="compile-singa"></span><h3>Compile SINGA<a class="headerlink" href="#compile-singa" title="Permalink to this headline">¶</a></h3>
+<p>Please compile SINGA with CUDA, CUDNN and OpenCV. You can manually turn on the
+options in CMakeLists.txt or run <code class="docutils literal"><span class="pre">ccmake</span> <span class="pre">..</span></code> in build/ folder.</p>
+<p>We have tested CUDNN V4 and V5 (V5 requires CUDA 7.5)</p>
+</div>
+<div class="section" id="data-download">
+<span id="data-download"></span><h3>Data download<a class="headerlink" href="#data-download" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li>Please refer to step1-3 on <a class="reference external" href="https://github.com/amd/OpenCL-caffe/wiki/Instructions-to-create-ImageNet-2012-data">Instructions to create ImageNet 2012 data</a>
+to download and decompress the data.</li>
+<li>You can download the training and validation list by
+<a class="reference external" href="https://github.com/BVLC/caffe/blob/master/data/ilsvrc12/get_ilsvrc_aux.sh">get_ilsvrc_aux.sh</a>
+or from <a class="reference external" href="http://www.image-net.org/download-images">Imagenet</a>.</li>
+</ul>
+</div>
+<div class="section" id="data-preprocessing">
+<span id="data-preprocessing"></span><h3>Data preprocessing<a class="headerlink" href="#data-preprocessing" title="Permalink to this headline">¶</a></h3>
+<ul>
+<li><p class="first">Assuming you have downloaded the data and the list.
+Now we should transform the data into binary files. You can run:</p>
+<div class="highlight-python"><div class="highlight"><pre> sh create_data.sh
+</pre></div>
+</div>
+<p>The script will generate a test file(<code class="docutils literal"><span class="pre">test.bin</span></code>), a mean file(<code class="docutils literal"><span class="pre">mean.bin</span></code>) and
+several training files(<code class="docutils literal"><span class="pre">trainX.bin</span></code>) in the specified output folder.</p>
+</li>
+<li><p class="first">You can also change the parameters in <code class="docutils literal"><span class="pre">create_data.sh</span></code>.</p>
+<ul class="simple">
+<li><code class="docutils literal"><span class="pre">-trainlist</span> <span class="pre"><file></span></code>: the file of training list;</li>
+<li><code class="docutils literal"><span class="pre">-trainfolder</span> <span class="pre"><folder></span></code>: the folder of training images;</li>
+<li><code class="docutils literal"><span class="pre">-testlist</span> <span class="pre"><file></span></code>: the file of test list;</li>
+<li><code class="docutils literal"><span class="pre">-testfolder</span> <span class="pre"><floder></span></code>: the folder of test images;</li>
+<li><code class="docutils literal"><span class="pre">-outdata</span> <span class="pre"><folder></span></code>: the folder to save output files, including mean, training and test files.
+The script will generate these files in the specified folder;</li>
+<li><code class="docutils literal"><span class="pre">-filesize</span> <span class="pre"><int></span></code>: number of training images that stores in each binary file.</li>
+</ul>
+</li>
+</ul>
+</div>
+<div class="section" id="training">
+<span id="training"></span><h3>Training<a class="headerlink" href="#training" title="Permalink to this headline">¶</a></h3>
+<ul>
+<li><p class="first">After preparing data, you can run the following command to train the Alexnet model.</p>
+<div class="highlight-python"><div class="highlight"><pre> sh run.sh
+</pre></div>
+</div>
+</li>
+<li><p class="first">You may change the parameters in <code class="docutils literal"><span class="pre">run.sh</span></code>.</p>
+<ul class="simple">
+<li><code class="docutils literal"><span class="pre">-epoch</span> <span class="pre"><int></span></code>: number of epoch to be trained, default is 90;</li>
+<li><code class="docutils literal"><span class="pre">-lr</span> <span class="pre"><float></span></code>: base learning rate, the learning rate will decrease each 20 epochs,
+more specifically, <code class="docutils literal"><span class="pre">lr</span> <span class="pre">=</span> <span class="pre">lr</span> <span class="pre">*</span> <span class="pre">exp(0.1</span> <span class="pre">*</span> <span class="pre">(epoch</span> <span class="pre">/</span> <span class="pre">20))</span></code>;</li>
+<li><code class="docutils literal"><span class="pre">-batchsize</span> <span class="pre"><int></span></code>: batchsize, it should be changed regarding to your memory;</li>
+<li><code class="docutils literal"><span class="pre">-filesize</span> <span class="pre"><int></span></code>: number of training images that stores in each binary file, it is the
+same as the <code class="docutils literal"><span class="pre">filesize</span></code> in data preprocessing;</li>
+<li><code class="docutils literal"><span class="pre">-ntrain</span> <span class="pre"><int></span></code>: number of training images;</li>
+<li><code class="docutils literal"><span class="pre">-ntest</span> <span class="pre"><int></span></code>: number of test images;</li>
+<li><code class="docutils literal"><span class="pre">-data</span> <span class="pre"><folder></span></code>: the folder which stores the binary files, it is exactly the output
+folder in data preprocessing step;</li>
+<li><code class="docutils literal"><span class="pre">-pfreq</span> <span class="pre"><int></span></code>: the frequency(in batch) of printing current model status(loss and accuracy);</li>
+<li><code class="docutils literal"><span class="pre">-nthreads</span> <span class="pre"><int></span></code>: the number of threads to load data which feed to the model.</li>
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Added: incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html
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+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html Mon Feb 13 04:25:53 2017
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+ <div itemprop="articleBody">
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+<p>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</p>
+<hr class="docutils" />
+<div class="section" id="image-classification-using-googlenet">
+<span id="image-classification-using-googlenet"></span><h1>Image Classification using GoogleNet<a class="headerlink" href="#image-classification-using-googlenet" title="Permalink to this headline">¶</a></h1>
+<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification.</p>
+<div class="section" id="instructions">
+<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p class="first">Download the parameter checkpoint file into this folder</p>
+<div class="highlight-python"><div class="highlight"><pre> $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
+ $ tar xvf bvlc_googlenet.tar.gz
+</pre></div>
+</div>
+</li>
+<li><p class="first">Run the program</p>
+<div class="highlight-python"><div class="highlight"><pre> # use cpu
+ $ python serve.py -C &
+ # use gpu
+ $ python serve.py &
+</pre></div>
+</div>
+</li>
+<li><p class="first">Submit images for classification</p>
+<div class="highlight-python"><div class="highlight"><pre> $ curl -i -F image=@image1.jpg http://localhost:9999/api
+ $ curl -i -F image=@image2.jpg http://localhost:9999/api
+ $ curl -i -F image=@image3.jpg http://localhost:9999/api
+</pre></div>
+</div>
+</li>
+</ul>
+<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.</p>
+</div>
+<div class="section" id="details">
+<span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
+<p>We first extract the parameter values from <a class="reference external" href="http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel">Caffe’s checkpoint file</a> into a pickle version
+After downloading the checkpoint file into <code class="docutils literal"><span class="pre">caffe_root/python</span></code> folder, run the following script</p>
+<div class="highlight-python"><div class="highlight"><pre><span class="c1"># to be executed within caffe_root/python folder</span>
+<span class="kn">import</span> <span class="nn">caffe</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">cPickle</span> <span class="kn">as</span> <span class="nn">pickle</span>
+
+<span class="n">model_def</span> <span class="o">=</span> <span class="s1">'../models/bvlc_googlenet/deploy.prototxt'</span>
+<span class="n">weight</span> <span class="o">=</span> <span class="s1">'bvlc_googlenet.caffemodel'</span> <span class="c1"># must be downloaded at first</span>
+<span class="n">net</span> <span class="o">=</span> <span class="n">caffe</span><span class="o">.</span><span class="n">Net</span><span class="p">(</span><span class="n">model_def</span><span class="p">,</span> <span class="n">weight</span><span class="p">,</span> <span class="n">caffe</span><span class="o">.</span><span class="n">TEST</span><span class="p">)</span>
+
+<span class="n">params</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="k">for</span> <span class="n">layer_name</span> <span class="ow">in</span> <span class="n">net</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+ <span class="n">weights</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">net</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">layer_name</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
+ <span class="n">bias</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">net</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">layer_name</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
+ <span class="n">params</span><span class="p">[</span><span class="n">layer_name</span><span class="o">+</span><span class="s1">'_weight'</span><span class="p">]</span><span class="o">=</span><span class="n">weights</span>
+ <span class="n">params</span><span class="p">[</span><span class="n">layer_name</span><span class="o">+</span><span class="s1">'_bias'</span><span class="p">]</span><span class="o">=</span><span class="n">bias</span>
+ <span class="k">print</span> <span class="n">layer_name</span><span class="p">,</span> <span class="n">weights</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">bias</span><span class="o">.</span><span class="n">shape</span>
+
+<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'bvlc_googlenet.pickle'</span><span class="p">,</span> <span class="s1">'wb'</span><span class="p">)</span> <span class="k">as</span> <span class="n">fd</span><span class="p">:</span>
+ <span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">params</span><span class="p">,</span> <span class="n">fd</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Then we construct the GoogleNet using SINGA’s FeedForwardNet structure.
+Note that we added a EndPadding layer to resolve the issue from discrepancy
+of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor).
+Only the MaxPooling layers outside inception blocks have this problem.
+Refer to <a class="reference external" href="http://joelouismarino.github.io/blog_posts/blog_googlenet_keras.html">this</a> for more detials.</p>
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\ No newline at end of file
Modified: incubator/singa/site/trunk/en/docs/model_zoo/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/index.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/index.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/index.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -109,7 +109,8 @@
<li class="toctree-l2 current"><a class="current reference internal" href="">Model Zoo</a><ul>
<li class="toctree-l3"><a class="reference internal" href="cifar10/README.html">Train CNN over Cifar-10</a></li>
<li class="toctree-l3"><a class="reference internal" href="char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/README.html">Train AlexNet over ImageNet</a></li>
+<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html">Train AlexNet over ImageNet</a></li>
+<li class="toctree-l3"><a class="reference internal" href="imagenet/googlenet/README.html">Image Classification using GoogleNet</a></li>
</ul>
</li>
</ul>
@@ -190,16 +191,21 @@
<li class="toctree-l2"><a class="reference internal" href="char-rnn/README.html#instructions">Instructions</a></li>
</ul>
</li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/README.html">Train AlexNet over ImageNet</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="imagenet/README.html#instructions">Instructions</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/README.html#compile-singa">Compile SINGA</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/README.html#data-download">Data download</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/README.html#data-preprocessing">Data preprocessing</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/README.html#training">Training</a></li>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/alexnet/README.html">Train AlexNet over ImageNet</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="imagenet/alexnet/README.html#instructions">Instructions</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#compile-singa">Compile SINGA</a></li>
+<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#data-download">Data download</a></li>
+<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#data-preprocessing">Data preprocessing</a></li>
+<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#training">Training</a></li>
</ul>
</li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/googlenet/README.html">Image Classification using GoogleNet</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="imagenet/googlenet/README.html#instructions">Instructions</a></li>
+<li class="toctree-l2"><a class="reference internal" href="imagenet/googlenet/README.html#details">Details</a></li>
+</ul>
+</li>
</ul>
</div>
</div>
@@ -272,27 +278,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../../en/index.html">English</a></dd>
- <dd><a href="../../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../../en/index.html">English</a></dd>
+ <dd><a href="../../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -227,27 +227,25 @@ the program with an additional argument<
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../../../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../../../en/index.html">English</a></dd>
- <dd><a href="../../../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../../../en/index.html">English</a></dd>
+ <dd><a href="../../../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../../../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/net.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/net.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/net.html (original)
+++ incubator/singa/site/trunk/en/docs/net.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -490,27 +490,25 @@ less space.</li>
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/neural-net.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/neural-net.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/neural-net.html (original)
+++ incubator/singa/site/trunk/en/docs/neural-net.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -527,27 +527,25 @@ lower layers and <code class="docutils l
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/notebook/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/notebook/README.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/notebook/README.html (original)
+++ incubator/singa/site/trunk/en/docs/notebook/README.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -206,27 +206,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../../en/index.html">English</a></dd>
- <dd><a href="../../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../../en/index.html">English</a></dd>
+ <dd><a href="../../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/optimizer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/optimizer.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/optimizer.html (original)
+++ incubator/singa/site/trunk/en/docs/optimizer.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -597,27 +597,25 @@ updating rules (including regularizer an
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/snapshot.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/snapshot.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/snapshot.html (original)
+++ incubator/singa/site/trunk/en/docs/snapshot.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -289,27 +289,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/software_stack.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/software_stack.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/software_stack.html (original)
+++ incubator/singa/site/trunk/en/docs/software_stack.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -330,27 +330,25 @@ model parameter values using parameter g
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/tensor.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/tensor.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/tensor.html (original)
+++ incubator/singa/site/trunk/en/docs/tensor.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -1453,27 +1453,25 @@ e.g. 0 – sum each column; 1 –
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/docs/utils.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/utils.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/utils.html (original)
+++ incubator/singa/site/trunk/en/docs/utils.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -257,27 +257,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/downloads.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/downloads.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/downloads.html (original)
+++ incubator/singa/site/trunk/en/downloads.html Mon Feb 13 04:25:53 2017
@@ -66,7 +66,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -150,10 +150,36 @@
<span id="download-singa"></span><h1>Download SINGA<a class="headerlink" href="#download-singa" title="Permalink to this headline">¶</a></h1>
<ul class="simple">
<li>Latest code: please clone the dev branch from <a class="reference external" href="https://github.com/apache/incubator-singa">Github</a></li>
+<li>v1.1.0 (12 February 2017):<ul>
+<li><a class="reference external" href="http://www.apache.org/dyn/closer.cgi/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz">Apache SINGA 1.1.0</a>
+<a class="reference external" href="https://dist.apache.org/repos/dist/release/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5">[MD5]</a>
+<a class="reference external" href="https://dist.apache.org/repos/dist/release/incubator/singa/1.1.0/KEYS">[KEYS]</a></li>
+<li><a class="reference external" href="releases/RELEASE_NOTES_1.1.0.html">Release Notes 1.1.0</a></li>
+<li>New features and major updates,<ul>
+<li>Create Docker images (CPU and GPU versions)</li>
+<li>Create Amazon AMI for SINGA (CPU version)</li>
+<li>Integrate with Jenkins for automatically generating Wheel and Debian packages (for installation), and updating the website.</li>
+<li>Enhance the FeedFowardNet, e.g., multiple inputs and verbose mode for debugging</li>
+<li>Add Concat and Slice layers</li>
+<li>Extend CrossEntropyLoss to accept instance with multiple labels</li>
+<li>Add image_tool.py with image augmentation methods</li>
+<li>Support model loading and saving via the Snapshot API</li>
+<li>Compile SINGA source on Windows</li>
+<li>Compile mandatory dependent libraries together with SINGA code</li>
+<li>Enable Java binding (basic) for SINGA</li>
+<li>Add version ID in checkpointing files</li>
+<li>Add Rafiki toolkit for providing RESTFul APIs</li>
+<li>Add examples pretrained from Caffe, including GoogleNet</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+<ul class="simple">
<li>v1.0.0 (8 September 2016):<ul>
-<li><a class="reference external" href="http://www.apache.org/dyn/closer.cgi/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0</a>
-<a class="reference external" href="https://dist.apache.org/repos/dist/release/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5">[MD5]</a>
-<a class="reference external" href="https://dist.apache.org/repos/dist/release/incubator/singa/1.0.0/KEYS">[KEYS]</a></li>
+<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0</a>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5">[MD5]</a>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa//1.0.0/KEYS">[KEYS]</a></li>
<li><a class="reference external" href="releases/RELEASE_NOTES_1.0.0.html">Release Notes 1.0.0</a></li>
<li>New features and major updates,<ul>
<li>Tensor abstraction for supporting more machine learning models.</li>
@@ -315,27 +341,25 @@ ASF.</p>
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../en/index.html">English</a></dd>
- <dd><a href="../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../en/index.html">English</a></dd>
+ <dd><a href="../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/genindex.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/genindex.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/genindex.html (original)
+++ incubator/singa/site/trunk/en/genindex.html Mon Feb 13 04:25:53 2017
@@ -65,7 +65,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -1298,27 +1298,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../en/index.html">English</a></dd>
- <dd><a href="../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../en/index.html">English</a></dd>
+ <dd><a href="../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/index.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/index.html (original)
+++ incubator/singa/site/trunk/en/index.html Mon Feb 13 04:25:53 2017
@@ -65,7 +65,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -150,6 +150,8 @@
<div class="section" id="recent-news">
<h2>Recent News<a class="headerlink" href="#recent-news" title="Permalink to this headline">¶</a></h2>
<ul class="simple">
+<li><strong>Version 1.1</strong> is now available, 12 Feb, 2017. <a class="reference external" href="downloads.html">Download SINGA v1.1.0</a></li>
+<li>A tutorial on SINGA V1 will be given at <a class="reference external" href="https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487">SGInnovate</a>, on 23 March, 2017</li>
<li><strong>Version 1</strong> is now available, 9 Sep, 2016. <a class="reference external" href="downloads.html">Download SINGA v1.0.0</a></li>
<li>SINGA will be presented at <a class="reference external" href="https://www.re-work.co/events/deep-learning-singapore/schedule">REWORK</a>, 21 Oct, 2016.</li>
<li>SINGA was presented at <a class="reference external" href="http://www.meetup.com/PyData-SG/events/229691286/">PyDataSG</a>, 16 Aug, 2016.</li>
@@ -178,7 +180,8 @@
<div class="section" id="documentation">
<h2>Documentation<a class="headerlink" href="#documentation" title="Permalink to this headline">¶</a></h2>
<ul class="simple">
-<li>Documentation and APIs are listed <a class="reference external" href="docs.html">here</a>.</li>
+<li>Documentation and Python APIs are listed <a class="reference external" href="docs.html">here</a>.</li>
+<li><a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/api/">C++ APIs</a> are generated by Doxygen.</li>
<li>Research publication list is available <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/research/publication/">here</a>.</li>
</ul>
</div>
@@ -290,27 +293,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../en/index.html">English</a></dd>
- <dd><a href="../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../en/index.html">English</a></dd>
+ <dd><a href="../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/objects.inv
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/objects.inv?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
Binary files - no diff available.
Modified: incubator/singa/site/trunk/en/py-modindex.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/py-modindex.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/py-modindex.html (original)
+++ incubator/singa/site/trunk/en/py-modindex.html Mon Feb 13 04:25:53 2017
@@ -67,7 +67,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -290,27 +290,25 @@
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../en/index.html">English</a></dd>
- <dd><a href="../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../en/index.html">English</a></dd>
+ <dd><a href="../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -314,27 +314,25 @@ deep learning models.</p>
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -303,27 +303,25 @@ of popular deep learning models.</p>
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -243,27 +243,25 @@ of popular deep learning models.</p>
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.0.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.0.0.html?rev=1782720&r1=1782719&r2=1782720&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.0.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.0.0.html Mon Feb 13 04:25:53 2017
@@ -64,7 +64,7 @@
<div class="version">
- 1.1
+ latest
</div>
@@ -302,27 +302,25 @@ of popular deep learning models.</p>
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
-<a href="http://incubator.apache.org/">
-<img src= "../_static/apache.jpg">
-</a>
-
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
- v: 1.1
+ v: latest
<span class="fa fa-caret-down"></span>
</span>
- <div class="rst-other-versions">
- <dl>
- <dt>Languages</dt>
- <dd><a href="../../en/index.html">English</a></dd>
- <dd><a href="../../zh/index.html">中文</a></dd>
- </dl>
- <dl>
- <dt>Versions</dt>
- <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
- </dl>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
- </div>
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
</div>
<a href="https://github.com/apache/incubator-singa">
Added: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.1.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.1.0.html?rev=1782720&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.1.0.html (added)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_1.1.0.html Mon Feb 13 04:25:53 2017
@@ -0,0 +1,289 @@
+
+
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
+<head>
+ <meta charset="utf-8">
+
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+ <title><no title> — incubator-singa 1.1.0 documentation</title>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+
+
+
+
+
+ <link rel="top" title="incubator-singa 1.1.0 documentation" href="../index.html"/>
+ <link href="../_static/style.css" rel="stylesheet" type="text/css">
+
+
+
+ <script src="../_static/js/modernizr.min.js"></script>
+
+</head>
+
+<body class="wy-body-for-nav" role="document">
+
+ <div class="wy-grid-for-nav">
+
+
+ <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+ <div class="wy-side-scroll">
+ <div class="wy-side-nav-search">
+
+
+
+ <a href="../index.html" class="icon icon-home"> incubator-singa
+
+
+
+
+ <img src="../_static/singa.png" class="logo" />
+
+ </a>
+
+
+
+
+ <div class="version">
+ latest
+ </div>
+
+
+
+
+<div role="search">
+ <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+ <input type="text" name="q" placeholder="Search docs" />
+ <input type="hidden" name="check_keywords" value="yes" />
+ <input type="hidden" name="area" value="default" />
+ </form>
+</div>
+
+
+ </div>
+
+ <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+
+
+
+ <ul>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Development</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../develop/schedule.html">Development Schedule</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-code.html">How to Contribute Code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Community</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../community/source-repository.html">Source Repository</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/mail-lists.html">Project Mailing Lists</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/issue-tracking.html">Issue Tracking</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/team-list.html">The SINGA Team</a></li>
+</ul>
+
+
+
+ </div>
+ </div>
+ </nav>
+
+ <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+
+ <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
+ <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+ <a href="../index.html">incubator-singa</a>
+ </nav>
+
+
+
+ <div class="wy-nav-content">
+ <div class="rst-content">
+
+
+
+
+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+ <ul class="wy-breadcrumbs">
+ <li><a href="../index.html">Docs</a> »</li>
+
+ <li><no title></li>
+ <li class="wy-breadcrumbs-aside">
+
+
+
+ </li>
+ </ul>
+ <hr/>
+</div>
+ <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+ <div itemprop="articleBody">
+
+ <p>#singa-incubating-1.1.0 Release Notes</p>
+<hr class="docutils" />
+<p>SINGA is a general distributed deep learning platform for training big deep
+learning models over large datasets.</p>
+<p>This release includes following features:</p>
+<ul class="simple">
+<li>Core components<ul>
+<li>[SINGA-296] Add sign and to_host function for pysinga tensor module</li>
+</ul>
+</li>
+<li>Model components<ul>
+<li>[SINGA-254] Implement Adam for V1</li>
+<li>[SINGA-264] Extend the FeedForwardNet to accept multiple inputs</li>
+<li>[SINGA-267] Add spatial mode in batch normalization layer</li>
+<li>[SINGA-271] Add Concat and Slice layers</li>
+<li>[SINGA-275] Add Cross Entropy Loss for multiple labels</li>
+<li>[SINGA-278] Convert trained caffe parameters to singa</li>
+<li>[SINGA-287] Add memory size check for cudnn convolution</li>
+</ul>
+</li>
+<li>Utility functions and CI<ul>
+<li>[SINGA-242] Compile all source files into a single library.</li>
+<li>[SINGA-244] Separating swig interface and python binding files</li>
+<li>[SINGA-246] Imgtool for image augmentation</li>
+<li>[SINGA-247] Add windows support for singa</li>
+<li>[SINGA-251] Implement image loader for pysinga</li>
+<li>[SINGA-252] Use the snapshot methods to dump and load models for pysinga</li>
+<li>[SINGA-255] Compile mandatory dependent libaries together with SINGA code</li>
+<li>[SINGA-259] Add maven pom file for building java classes</li>
+<li>[SINGA-261] Add version ID into the checkpoint files</li>
+<li>[SINGA-266] Add Rafiki python toolkits</li>
+<li>[SINGA-273] Improve license and contributions</li>
+<li>[SINGA-284] Add python unittest into Jenkins and link static libs into whl file</li>
+<li>[SINGA-280] Jenkins CI support</li>
+<li>[SINGA-288] Publish wheel of PySINGA generated by Jenkins to public servers</li>
+</ul>
+</li>
+<li>Documentation and usability<ul>
+<li>[SINGA-263] Create Amazon Machine Image</li>
+<li>[SINGA-268] Add IPython notebooks to the documentation</li>
+<li>[SINGA-276] Create docker images</li>
+<li>[SINGA-289] Update SINGA website automatically using Jenkins</li>
+<li>[SINGA-295] Add an example of image classification using GoogleNet</li>
+</ul>
+</li>
+<li>Bugs fixed<ul>
+<li>[SINGA-245] float as the first operand can not multiply with a tensor object</li>
+<li>[SINGA-293] Bug from compiling PySINGA on Mac OS X with multiple version of Python</li>
+</ul>
+</li>
+</ul>
+
+
+ </div>
+ </div>
+ <footer>
+
+
+ <hr/>
+
+ <div role="contentinfo">
+ <p>
+ © Copyright 2017 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+
+ </p>
+ </div>
+ Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
+
+</footer>
+
+ </div>
+ </div>
+
+ </section>
+
+ </div>
+
+
+
+
+
+ <script type="text/javascript">
+ var DOCUMENTATION_OPTIONS = {
+ URL_ROOT:'../',
+ VERSION:'1.1.0',
+ COLLAPSE_INDEX:false,
+ FILE_SUFFIX:'.html',
+ HAS_SOURCE: true
+ };
+ </script>
+ <script type="text/javascript" src="../_static/jquery.js"></script>
+ <script type="text/javascript" src="../_static/underscore.js"></script>
+ <script type="text/javascript" src="../_static/doctools.js"></script>
+
+
+
+
+
+ <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+
+
+
+ <script type="text/javascript">
+ jQuery(function () {
+ SphinxRtdTheme.StickyNav.enable();
+ });
+ </script>
+
+
+<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
+ <span class="rst-current-version" data-toggle="rst-current-version">
+ <span class="fa fa-book"> incubator-singa </span>
+ v: latest
+ <span class="fa fa-caret-down"></span>
+ </span>
+ <div class="rst-other-versions">
+ <dl>
+ <dt>Languages</dt>
+ <dd><a href="../../en/index.html">English</a></dd>
+ <dd><a href="../../zh/index.html">中文</a></dd>
+ </dl>
+ <dl>
+ <dt>Versions</dt>
+ <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+ <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+ </dl>
+
+ </div>
+ <a href="http://incubator.apache.org/"> <img src= "../_static/apache.jpg"> </a>
+</div>
+
+ <a href="https://github.com/apache/incubator-singa">
+ <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;"
+ src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"
+ alt="Fork me on GitHub">
+</a>
+
+
+
+
+</body>
+</html>
\ No newline at end of file