compile the site for v3.1.0.rc1
diff --git a/content/docs/2.0.0/software-stack.html b/content/docs/2.0.0/software-stack.html
index 2773886..420fac6 100644
--- a/content/docs/2.0.0/software-stack.html
+++ b/content/docs/2.0.0/software-stack.html
@@ -89,7 +89,7 @@
<li><p><a href="initializer.md">Initializer</a> and its subclasses provide variant methods of initializing model parameters (stored in Tensor instances), following Uniform, Gaussian, etc.</p></li>
<li><p><a href="loss.md">Loss</a> and its subclasses defines the training objective loss functions. Both functions of computing the loss values and computing the gradient of the prediction w.r.t the objective loss are implemented. Example loss functions include squared error and cross entropy.</p></li>
<li><p><a href="metric.md">Metric</a> and its subclasses provide the function to measure the performance of the model, e.g., the accuracy.</p></li>
-<li><p><a href="optimizer.md">Optimizer</a> and its subclasses implement the methods for updating model parameter values using parameter gradients, including SGD, AdaGrad, RMSProp etc.</p></li>
+<li><p><a href="/docs/2.0.0/optimizer">Optimizer</a> and its subclasses implement the methods for updating model parameter values using parameter gradients, including SGD, AdaGrad, RMSProp etc.</p></li>
</ul>
<h2><a class="anchor" aria-hidden="true" id="io"></a><a href="#io" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>IO</h2>
<p>The IO module consists of classes for data loading, data preprocessing and message passing.</p>
diff --git a/content/docs/2.0.0/software-stack/index.html b/content/docs/2.0.0/software-stack/index.html
index 2773886..420fac6 100644
--- a/content/docs/2.0.0/software-stack/index.html
+++ b/content/docs/2.0.0/software-stack/index.html
@@ -89,7 +89,7 @@
<li><p><a href="initializer.md">Initializer</a> and its subclasses provide variant methods of initializing model parameters (stored in Tensor instances), following Uniform, Gaussian, etc.</p></li>
<li><p><a href="loss.md">Loss</a> and its subclasses defines the training objective loss functions. Both functions of computing the loss values and computing the gradient of the prediction w.r.t the objective loss are implemented. Example loss functions include squared error and cross entropy.</p></li>
<li><p><a href="metric.md">Metric</a> and its subclasses provide the function to measure the performance of the model, e.g., the accuracy.</p></li>
-<li><p><a href="optimizer.md">Optimizer</a> and its subclasses implement the methods for updating model parameter values using parameter gradients, including SGD, AdaGrad, RMSProp etc.</p></li>
+<li><p><a href="/docs/2.0.0/optimizer">Optimizer</a> and its subclasses implement the methods for updating model parameter values using parameter gradients, including SGD, AdaGrad, RMSProp etc.</p></li>
</ul>
<h2><a class="anchor" aria-hidden="true" id="io"></a><a href="#io" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>IO</h2>
<p>The IO module consists of classes for data loading, data preprocessing and message passing.</p>
diff --git a/content/docs/next/autograd.html b/content/docs/next/autograd.html
index 2bd1a2f..cb42ec1 100644
--- a/content/docs/next/autograd.html
+++ b/content/docs/next/autograd.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class="siteNavGroupActive"><a href="/docs/next/installation" target="_self">Docs</a></li><li class=""><a href="/docs/next/source-repository" target="_self">Community</a></li><li class=""><a href="/blog/" target="_self">News</a></li><li class=""><a href="https://apache-singa.readthedocs.io/en/latest/" target="_self">API</a></li><li class="navSearchWrapper reactNavSearchWrapper"><input type="text" id="search_input_react" placeholder="Search" title="Search"/></li><li class=""><a href="https://github.com/apache/singa" target="_self">GitHub</a></li></ul></nav></div></header></div></div><div class="navPusher"><div class="docMainWrapper wrapper"><div class="docsNavContainer" id="docsNav"><nav class="toc"><div class="toggleNav"><section class="navWrapper wrapper"><div class="navBreadcrumb wrapper"><div class="navToggle" id="navToggler"><div class="hamburger-menu"><div class="line1"></div><div class="line2"></div><div class="line3"></div></div></div><h2><i>›</i><span>Guides</span></h2><div class="tocToggler" id="tocToggler"><i class="icon-toc"></i></div></div><div class="navGroups"><div class="navGroup"><h3 class="navGroupCategoryTitle">Getting Started</h3><ul class=""><li class="navListItem"><a class="navItem" href="/docs/next/installation">Installation</a></li><li class="navListItem"><a class="navItem" href="/docs/next/software-stack">Software Stack</a></li><li class="navListItem"><a class="navItem" href="/docs/next/examples">Examples</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle">Guides</h3><ul class=""><li class="navListItem"><a class="navItem" href="/docs/next/device">Device</a></li><li class="navListItem"><a class="navItem" href="/docs/next/tensor">Tensor</a></li><li class="navListItem navListItemActive"><a class="navItem" href="/docs/next/autograd">Autograd</a></li><li class="navListItem"><a class="navItem" href="/docs/next/graph">Model</a></li><li class="navListItem"><a class="navItem" href="/docs/next/onnx">ONNX</a></li><li class="navListItem"><a class="navItem" href="/docs/next/dist-train">Distributed Training</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle">Development</h3><ul class=""><li class="navListItem"><a class="navItem" href="/docs/next/download-singa">Download SINGA</a></li><li class="navListItem"><a class="navItem" href="/docs/next/build">Build SINGA from Source</a></li><li class="navListItem"><a class="navItem" href="/docs/next/contribute-code">How to Contribute Code</a></li><li class="navListItem"><a class="navItem" href="/docs/next/contribute-docs">How to Contribute to Documentation</a></li><li class="navListItem"><a class="navItem" href="/docs/next/how-to-release">How to Prepare a Release</a></li><li class="navListItem"><a class="navItem" href="/docs/next/git-workflow">Git Workflow</a></li></ul></div></div></section></div><script>
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@@ -212,7 +212,7 @@
sgd.update(p, gp)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="using-the-model-api"></a><a href="#using-the-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Using the Model API</h3>
-<p>The following
+<p>The following <<<<<<< HEAD
<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">example</a>
implements a CNN model using the <a href="./graph">Model API</a>.</p>
<h4><a class="anchor" aria-hidden="true" id="define-the-subclass-of-model"></a><a href="#define-the-subclass-of-model" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Define the subclass of Model</h4>
@@ -222,60 +222,75 @@
efficiently. Layers can also be included in the model class.</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span> <span class="hljs-comment"># the model is a subclass of Model</span>
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, optimizer)</span>:</span>
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
super(MLP, self).__init__()
<span class="hljs-comment"># init the operators, layers and other objects</span>
- self.w0 = Tensor(shape=(<span class="hljs-number">2</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.w0.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
- self.b0 = Tensor(shape=(<span class="hljs-number">3</span>,), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.b0.set_value(<span class="hljs-number">0.0</span>)
-
- self.w1 = Tensor(shape=(<span class="hljs-number">3</span>, <span class="hljs-number">2</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.w1.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
- self.b1 = Tensor(shape=(<span class="hljs-number">2</span>,), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.b1.set_value(<span class="hljs-number">0.0</span>)
-
- <span class="hljs-comment"># init the optimizer</span>
- self.optimizer = optimizer
+ self.relu = layer.ReLU()
+ self.linear1 = layer.Linear(perceptron_size)
+ self.linear2 = layer.Linear(num_classes)
+ self.softmax_cross_entropy = layer.SoftMaxCrossEntropy()
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, inputs)</span>:</span> <span class="hljs-comment"># define the forward function</span>
- x = autograd.matmul(inputs, self.w0)
- x = autograd.add_bias(x, self.b0)
- x = autograd.relu(x)
- x = autograd.matmul(x, self.w1)
- x = autograd.add_bias(x, self.b1)
- <span class="hljs-keyword">return</span> x
+ y = self.linear1(inputs)
+ y = self.relu(y)
+ y = self.linear2(y)
+ <span class="hljs-keyword">return</span> y
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">loss</span><span class="hljs-params">(self, out, target)</span>:</span> <span class="hljs-comment"># define the loss function</span>
- <span class="hljs-comment"># can use the loss operations provided by SINGA or self-defined function</span>
- <span class="hljs-keyword">return</span> autograd.softmax_cross_entropy(out, target)
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">train_one_batch</span><span class="hljs-params">(self, x, y)</span>:</span>
+ out = self.forward(x)
+ loss = self.softmax_cross_entropy(out, y)
+ self.optimizer(loss)
+ <span class="hljs-keyword">return</span> out, loss
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">optim</span><span class="hljs-params">(self, loss)</span>:</span> <span class="hljs-comment"># define the optim function</span>
- <span class="hljs-comment"># can use the optimizer provided by SINGA or self-defined function</span>
- <span class="hljs-keyword">return</span> self.optimizer.backward_and_update(loss)
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">set_optimizer</span><span class="hljs-params">(self, optimizer)</span>:</span> <span class="hljs-comment"># attach an optimizer</span>
+ self.optimizer = optimizer
</code></pre>
<h4><a class="anchor" aria-hidden="true" id="training-2"></a><a href="#training-2" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Training</h4>
<pre><code class="hljs css language-python"><span class="hljs-comment"># create a model instance</span>
-model = MLP(sgd)
-<span class="hljs-comment"># declare what device to train on</span>
-model.on_device(dev)
-<span class="hljs-comment"># declare execution mode and order</span>
-model.graph(graph, sequential)
+model = MLP()
+<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
+sgd = opt.SGD(lr=<span class="hljs-number">0.005</span>, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">1e-5</span>)
+model.set_optimizer(sgd)
+<span class="hljs-comment"># input and target placeholders for the model</span>
+tx = tensor.Tensor((batch_size, <span class="hljs-number">1</span>, IMG_SIZE, IMG_SIZE), dev, tensor.float32)
+ty = tensor.Tensor((batch_size, num_classes), dev, tensor.int32)
+<span class="hljs-comment"># compile the model before training</span>
+model.compile([tx], is_train=<span class="hljs-literal">True</span>, use_graph=<span class="hljs-literal">True</span>, sequential=<span class="hljs-literal">False</span>)
-<span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(niters):
- out = model(inputs)
- loss = model.loss(out, target)
- model.optim(loss)
+<span class="hljs-comment"># train the model iteratively</span>
+<span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
+ <span class="hljs-comment"># generate the next mini-batch</span>
+ x, y = ...
- <span class="hljs-keyword">if</span> i % (niters / <span class="hljs-number">10</span>) == <span class="hljs-number">0</span> <span class="hljs-keyword">and</span> rank_in_global == <span class="hljs-number">0</span>:
- print(<span class="hljs-string">"training loss = "</span>, tensor.to_numpy(loss)[<span class="hljs-number">0</span>], flush=<span class="hljs-literal">True</span>)
+ <span class="hljs-comment"># Copy the data into input tensors</span>
+ tx.copy_from_numpy(x)
+ ty.copy_from_numpy(y)
+
+ <span class="hljs-comment"># Training with one batch</span>
+ out, loss = model(tx, ty)
+</code></pre>
+<h4><a class="anchor" aria-hidden="true" id="save-a-model-checkpoint"></a><a href="#save-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Save a model checkpoint</h4>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to save the checkpoint</span>
+checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
+
+<span class="hljs-comment"># save a checkpoint</span>
+model.save_states(fpath=checkpointpath)
+</code></pre>
+<h4><a class="anchor" aria-hidden="true" id="load-a-model-checkpoint"></a><a href="#load-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Load a model checkpoint</h4>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to load the checkpoint</span>
+checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
+
+<span class="hljs-comment"># load a checkpoint</span>
+<span class="hljs-keyword">import</span> os
+<span class="hljs-keyword">if</span> os.path.exists(checkpointpath):
+ model.load_states(fpath=checkpointpath)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Python API</h3>
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/23/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operation">Operation</a></li><li><a href="#layer">Layer</a></li></ul></li><li><a href="#examples">Examples</a><ul class="toc-headings"><li><a href="#operation-only">Operation only</a></li><li><a href="#operation--layer">Operation + Layer</a></li><li><a href="#using-the-model-api">Using the Model API</a></li><li><a href="#python-api">Python API</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operation">Operation</a></li><li><a href="#layer">Layer</a></li></ul></li><li><a href="#examples">Examples</a><ul class="toc-headings"><li><a href="#operation-only">Operation only</a></li><li><a href="#operation--layer">Operation + Layer</a></li><li><a href="#using-the-model-api">Using the Model API</a></li><li><a href="#python-api">Python API</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/autograd/index.html b/content/docs/next/autograd/index.html
index 2bd1a2f..cb42ec1 100644
--- a/content/docs/next/autograd/index.html
+++ b/content/docs/next/autograd/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
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@@ -212,7 +212,7 @@
sgd.update(p, gp)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="using-the-model-api"></a><a href="#using-the-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Using the Model API</h3>
-<p>The following
+<p>The following <<<<<<< HEAD
<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">example</a>
implements a CNN model using the <a href="./graph">Model API</a>.</p>
<h4><a class="anchor" aria-hidden="true" id="define-the-subclass-of-model"></a><a href="#define-the-subclass-of-model" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Define the subclass of Model</h4>
@@ -222,60 +222,75 @@
efficiently. Layers can also be included in the model class.</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span> <span class="hljs-comment"># the model is a subclass of Model</span>
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, optimizer)</span>:</span>
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
super(MLP, self).__init__()
<span class="hljs-comment"># init the operators, layers and other objects</span>
- self.w0 = Tensor(shape=(<span class="hljs-number">2</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.w0.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
- self.b0 = Tensor(shape=(<span class="hljs-number">3</span>,), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.b0.set_value(<span class="hljs-number">0.0</span>)
-
- self.w1 = Tensor(shape=(<span class="hljs-number">3</span>, <span class="hljs-number">2</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.w1.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
- self.b1 = Tensor(shape=(<span class="hljs-number">2</span>,), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
- self.b1.set_value(<span class="hljs-number">0.0</span>)
-
- <span class="hljs-comment"># init the optimizer</span>
- self.optimizer = optimizer
+ self.relu = layer.ReLU()
+ self.linear1 = layer.Linear(perceptron_size)
+ self.linear2 = layer.Linear(num_classes)
+ self.softmax_cross_entropy = layer.SoftMaxCrossEntropy()
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, inputs)</span>:</span> <span class="hljs-comment"># define the forward function</span>
- x = autograd.matmul(inputs, self.w0)
- x = autograd.add_bias(x, self.b0)
- x = autograd.relu(x)
- x = autograd.matmul(x, self.w1)
- x = autograd.add_bias(x, self.b1)
- <span class="hljs-keyword">return</span> x
+ y = self.linear1(inputs)
+ y = self.relu(y)
+ y = self.linear2(y)
+ <span class="hljs-keyword">return</span> y
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">loss</span><span class="hljs-params">(self, out, target)</span>:</span> <span class="hljs-comment"># define the loss function</span>
- <span class="hljs-comment"># can use the loss operations provided by SINGA or self-defined function</span>
- <span class="hljs-keyword">return</span> autograd.softmax_cross_entropy(out, target)
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">train_one_batch</span><span class="hljs-params">(self, x, y)</span>:</span>
+ out = self.forward(x)
+ loss = self.softmax_cross_entropy(out, y)
+ self.optimizer(loss)
+ <span class="hljs-keyword">return</span> out, loss
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">optim</span><span class="hljs-params">(self, loss)</span>:</span> <span class="hljs-comment"># define the optim function</span>
- <span class="hljs-comment"># can use the optimizer provided by SINGA or self-defined function</span>
- <span class="hljs-keyword">return</span> self.optimizer.backward_and_update(loss)
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">set_optimizer</span><span class="hljs-params">(self, optimizer)</span>:</span> <span class="hljs-comment"># attach an optimizer</span>
+ self.optimizer = optimizer
</code></pre>
<h4><a class="anchor" aria-hidden="true" id="training-2"></a><a href="#training-2" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Training</h4>
<pre><code class="hljs css language-python"><span class="hljs-comment"># create a model instance</span>
-model = MLP(sgd)
-<span class="hljs-comment"># declare what device to train on</span>
-model.on_device(dev)
-<span class="hljs-comment"># declare execution mode and order</span>
-model.graph(graph, sequential)
+model = MLP()
+<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
+sgd = opt.SGD(lr=<span class="hljs-number">0.005</span>, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">1e-5</span>)
+model.set_optimizer(sgd)
+<span class="hljs-comment"># input and target placeholders for the model</span>
+tx = tensor.Tensor((batch_size, <span class="hljs-number">1</span>, IMG_SIZE, IMG_SIZE), dev, tensor.float32)
+ty = tensor.Tensor((batch_size, num_classes), dev, tensor.int32)
+<span class="hljs-comment"># compile the model before training</span>
+model.compile([tx], is_train=<span class="hljs-literal">True</span>, use_graph=<span class="hljs-literal">True</span>, sequential=<span class="hljs-literal">False</span>)
-<span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(niters):
- out = model(inputs)
- loss = model.loss(out, target)
- model.optim(loss)
+<span class="hljs-comment"># train the model iteratively</span>
+<span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
+ <span class="hljs-comment"># generate the next mini-batch</span>
+ x, y = ...
- <span class="hljs-keyword">if</span> i % (niters / <span class="hljs-number">10</span>) == <span class="hljs-number">0</span> <span class="hljs-keyword">and</span> rank_in_global == <span class="hljs-number">0</span>:
- print(<span class="hljs-string">"training loss = "</span>, tensor.to_numpy(loss)[<span class="hljs-number">0</span>], flush=<span class="hljs-literal">True</span>)
+ <span class="hljs-comment"># Copy the data into input tensors</span>
+ tx.copy_from_numpy(x)
+ ty.copy_from_numpy(y)
+
+ <span class="hljs-comment"># Training with one batch</span>
+ out, loss = model(tx, ty)
+</code></pre>
+<h4><a class="anchor" aria-hidden="true" id="save-a-model-checkpoint"></a><a href="#save-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Save a model checkpoint</h4>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to save the checkpoint</span>
+checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
+
+<span class="hljs-comment"># save a checkpoint</span>
+model.save_states(fpath=checkpointpath)
+</code></pre>
+<h4><a class="anchor" aria-hidden="true" id="load-a-model-checkpoint"></a><a href="#load-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Load a model checkpoint</h4>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to load the checkpoint</span>
+checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
+
+<span class="hljs-comment"># load a checkpoint</span>
+<span class="hljs-keyword">import</span> os
+<span class="hljs-keyword">if</span> os.path.exists(checkpointpath):
+ model.load_states(fpath=checkpointpath)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Python API</h3>
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/23/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operation">Operation</a></li><li><a href="#layer">Layer</a></li></ul></li><li><a href="#examples">Examples</a><ul class="toc-headings"><li><a href="#operation-only">Operation only</a></li><li><a href="#operation--layer">Operation + Layer</a></li><li><a href="#using-the-model-api">Using the Model API</a></li><li><a href="#python-api">Python API</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operation">Operation</a></li><li><a href="#layer">Layer</a></li></ul></li><li><a href="#examples">Examples</a><ul class="toc-headings"><li><a href="#operation-only">Operation only</a></li><li><a href="#operation--layer">Operation + Layer</a></li><li><a href="#using-the-model-api">Using the Model API</a></li><li><a href="#python-api">Python API</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/build.html b/content/docs/next/build.html
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partitioned training data. Once the sub-gradient is calculated on each
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partitioned training data. Once the sub-gradient is calculated on each
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var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -122,6 +122,7 @@
<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
sgd = opt.SGD(lr=<span class="hljs-number">0.005</span>, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">1e-5</span>)
+model.set_optimizer(sgd)
<span class="hljs-comment"># initialize device</span>
dev = device.create_cuda_gpu()
@@ -168,14 +169,11 @@
as an example. The operation is called in the <code>forward</code> function of the MLP
class</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span>
-<<<<<<< HEAD
-=======
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
super(MLP, self).__init__()
self.linear1 = layer.Linear(perceptron_size)
...
->>>>>>> upstream/master
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, inputs)</span>:</span>
y = self.linear1(inputs)
@@ -561,7 +559,7 @@
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/24/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul class="toc-headings"><li><a href="#graph-construction">Graph Construction</a></li><li><a href="#optimization">Optimization</a></li></ul></li><li><a href="#new-operator">New Operator</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#single-node">Single node</a></li><li><a href="#multi-processes">Multi processes</a></li><li><a href="#conclusion">Conclusion</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/28/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/next/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul class="toc-headings"><li><a href="#graph-construction">Graph Construction</a></li><li><a href="#optimization">Optimization</a></li></ul></li><li><a href="#new-operator">New Operator</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#single-node">Single node</a></li><li><a href="#multi-processes">Multi processes</a></li><li><a href="#conclusion">Conclusion</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/graph/index.html b/content/docs/next/graph/index.html
index aaddd69..c7dc7b1 100644
--- a/content/docs/next/graph/index.html
+++ b/content/docs/next/graph/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
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var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -122,6 +122,7 @@
<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
sgd = opt.SGD(lr=<span class="hljs-number">0.005</span>, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">1e-5</span>)
+model.set_optimizer(sgd)
<span class="hljs-comment"># initialize device</span>
dev = device.create_cuda_gpu()
@@ -168,14 +169,11 @@
as an example. The operation is called in the <code>forward</code> function of the MLP
class</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span>
-<<<<<<< HEAD
-=======
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
super(MLP, self).__init__()
self.linear1 = layer.Linear(perceptron_size)
...
->>>>>>> upstream/master
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, inputs)</span>:</span>
y = self.linear1(inputs)
@@ -561,7 +559,7 @@
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
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+<p>SINGA supports various popular optimizers including stochastic gradient descent
+with momentum, Adam, RMSProp, and AdaGrad, etc. For each of the optimizer, it
+supports to use a decay schedular to schedule the learning rate to be applied in
+different epochs. The optimizers and the decay schedulers are included in
+<code>singa/opt.py</code>.</p>
+<h2><a class="anchor" aria-hidden="true" id="create-an-optimizer"></a><a href="#create-an-optimizer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Create an optimizer</h2>
+<ol>
+<li>SGD with momentum</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter momentum</span>
+momentum = <span class="hljs-number">0.9</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.SGD(lr=lr, momentum=momentum, weight_decay=weight_decay)
+</code></pre>
+<ol start="2">
+<li>RMSProp</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter rho</span>
+rho = <span class="hljs-number">0.9</span>
+<span class="hljs-comment"># define hyperparameter epsilon</span>
+epsilon = <span class="hljs-number">1e-8</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.RMSProp(lr=lr, rho=rho, epsilon=epsilon, weight_decay=weight_decay)
+</code></pre>
+<ol start="3">
+<li>AdaGrad</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter epsilon</span>
+epsilon = <span class="hljs-number">1e-8</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.AdaGrad(lr=lr, epsilon=epsilon, weight_decay=weight_decay)
+</code></pre>
+<ol start="4">
+<li>Adam</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter beta 1</span>
+beta_1= <span class="hljs-number">0.9</span>
+<span class="hljs-comment"># define hyperparameter beta 2</span>
+beta_1= <span class="hljs-number">0.999</span>
+<span class="hljs-comment"># define hyperparameter epsilon</span>
+epsilon = <span class="hljs-number">1e-8</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.Adam(lr=lr, beta_1=beta_1, beta_2=beta_2, epsilon=epsilon, weight_decay=weight_decay)
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="create-a-decay-scheduler"></a><a href="#create-a-decay-scheduler" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Create a Decay Scheduler</h2>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+
+<span class="hljs-comment"># define initial learning rate</span>
+lr_init = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define the rate of decay in the decay scheduler</span>
+decay_rate = <span class="hljs-number">0.95</span>
+<span class="hljs-comment"># define whether the learning rate schedule is a staircase shape</span>
+staircase=<span class="hljs-literal">True</span>
+<span class="hljs-comment"># define the decay step of the decay scheduler (in this example the lr is decreased at every 2 steps)</span>
+decay_steps = <span class="hljs-number">2</span>
+
+<span class="hljs-comment"># create the decay scheduler, the schedule of lr becomes lr_init * (decay_rate ^ (step // decay_steps) )</span>
+lr = opt.ExponentialDecay(<span class="hljs-number">0.1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">0.5</span>, <span class="hljs-literal">True</span>)
+<span class="hljs-comment"># Use the lr to create an optimizer</span>
+sgd = opt.SGD(lr=lr, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">0.0001</span>)
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="use-the-optimizer-in-model-api"></a><a href="#use-the-optimizer-in-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Use the optimizer in Model API</h2>
+<p>When we create the model, we need to attach the optimizer to the model.</p>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># create a CNN using the Model API</span>
+model = CNN()
+
+<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
+sgd = opt.SGD(lr=<span class="hljs-number">0.005</span>, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">1e-5</span>)
+model.set_optimizer(sgd)
+</code></pre>
+<p>Then, when we call the model, it runs the <code>train_one_batch</code> method that utilizes
+the optimizer.</p>
+<p>Hence, an example of an iterative loop to optimize the model is:</p>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
+ <span class="hljs-comment"># generate the next mini-batch</span>
+ x, y = ...
+
+ <span class="hljs-comment"># Copy the data into input tensors</span>
+ tx.copy_from_numpy(x)
+ ty.copy_from_numpy(y)
+
+ <span class="hljs-comment"># Training with one batch</span>
+ out, loss = model(tx, ty)
+</code></pre>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#create-a-decay-scheduler">Create a Decay Scheduler</a></li><li><a href="#use-the-optimizer-in-model-api">Use the optimizer in Model API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
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-<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Python API</h2>
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+<p>SINGA supports various popular optimizers including stochastic gradient descent
+with momentum, Adam, RMSProp, and AdaGrad, etc. For each of the optimizer, it
+supports to use a decay schedular to schedule the learning rate to be applied in
+different epochs. The optimizers and the decay schedulers are included in
+<code>singa/opt.py</code>.</p>
+<h2><a class="anchor" aria-hidden="true" id="create-an-optimizer"></a><a href="#create-an-optimizer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Create an optimizer</h2>
+<ol>
+<li>SGD with momentum</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter momentum</span>
+momentum = <span class="hljs-number">0.9</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.SGD(lr=lr, momentum=momentum, weight_decay=weight_decay)
+</code></pre>
+<ol start="2">
+<li>RMSProp</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter rho</span>
+rho = <span class="hljs-number">0.9</span>
+<span class="hljs-comment"># define hyperparameter epsilon</span>
+epsilon = <span class="hljs-number">1e-8</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.RMSProp(lr=lr, rho=rho, epsilon=epsilon, weight_decay=weight_decay)
+</code></pre>
+<ol start="3">
+<li>AdaGrad</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter epsilon</span>
+epsilon = <span class="hljs-number">1e-8</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.AdaGrad(lr=lr, epsilon=epsilon, weight_decay=weight_decay)
+</code></pre>
+<ol start="4">
+<li>Adam</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># define hyperparameter learning rate</span>
+lr = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define hyperparameter beta 1</span>
+beta_1= <span class="hljs-number">0.9</span>
+<span class="hljs-comment"># define hyperparameter beta 2</span>
+beta_1= <span class="hljs-number">0.999</span>
+<span class="hljs-comment"># define hyperparameter epsilon</span>
+epsilon = <span class="hljs-number">1e-8</span>
+<span class="hljs-comment"># define hyperparameter weight decay</span>
+weight_decay = <span class="hljs-number">0.0001</span>
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+sgd = opt.Adam(lr=lr, beta_1=beta_1, beta_2=beta_2, epsilon=epsilon, weight_decay=weight_decay)
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="create-a-decay-scheduler"></a><a href="#create-a-decay-scheduler" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Create a Decay Scheduler</h2>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+
+<span class="hljs-comment"># define initial learning rate</span>
+lr_init = <span class="hljs-number">0.001</span>
+<span class="hljs-comment"># define the rate of decay in the decay scheduler</span>
+decay_rate = <span class="hljs-number">0.95</span>
+<span class="hljs-comment"># define whether the learning rate schedule is a staircase shape</span>
+staircase=<span class="hljs-literal">True</span>
+<span class="hljs-comment"># define the decay step of the decay scheduler (in this example the lr is decreased at every 2 steps)</span>
+decay_steps = <span class="hljs-number">2</span>
+
+<span class="hljs-comment"># create the decay scheduler, the schedule of lr becomes lr_init * (decay_rate ^ (step // decay_steps) )</span>
+lr = opt.ExponentialDecay(<span class="hljs-number">0.1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">0.5</span>, <span class="hljs-literal">True</span>)
+<span class="hljs-comment"># Use the lr to create an optimizer</span>
+sgd = opt.SGD(lr=lr, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">0.0001</span>)
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="use-the-optimizer-in-model-api"></a><a href="#use-the-optimizer-in-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Use the optimizer in Model API</h2>
+<p>When we create the model, we need to attach the optimizer to the model.</p>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># create a CNN using the Model API</span>
+model = CNN()
+
+<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
+sgd = opt.SGD(lr=<span class="hljs-number">0.005</span>, momentum=<span class="hljs-number">0.9</span>, weight_decay=<span class="hljs-number">1e-5</span>)
+model.set_optimizer(sgd)
+</code></pre>
+<p>Then, when we call the model, it runs the <code>train_one_batch</code> method that utilizes
+the optimizer.</p>
+<p>Hence, an example of an iterative loop to optimize the model is:</p>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
+ <span class="hljs-comment"># generate the next mini-batch</span>
+ x, y = ...
+
+ <span class="hljs-comment"># Copy the data into input tensors</span>
+ tx.copy_from_numpy(x)
+ ty.copy_from_numpy(y)
+
+ <span class="hljs-comment"># Training with one batch</span>
+ out, loss = model(tx, ty)
+</code></pre>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#create-a-decay-scheduler">Create a Decay Scheduler</a></li><li><a href="#use-the-optimizer-in-model-api">Use the optimizer in Model API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></div><div><h5>Community</h5><a href="/en/users.html">User Showcase</a><a href="/docs/history-singa">SINGA History</a><a href="/docs/team-list">SINGA Team</a><a href="/blog">SINGA News</a><a href="https://github.com/apache/singa">GitHub</a><div class="social"><a class="github-button" href="https://github.com/apache/singa" data-count-href="/apache/singa/stargazers" data-show-count="true" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">apache/singa-doc</a></div><div class="social"><a href="https://twitter.com/ApacheSINGA" class="twitter-follow-button">Follow @ApacheSINGA</a></div></div><div><h5>Apache Software Foundation</h5><a href="https://apache.org/" target="_blank" rel="noreferrer noopener">Foundation</a><a href="http://www.apache.org/licenses/" target="_blank" rel="noreferrer noopener">License</a><a href="http://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noreferrer noopener">Sponsorship</a><a href="http://www.apache.org/foundation/thanks.html" target="_blank" rel="noreferrer noopener">Thanks</a><a href="http://www.apache.org/events/current-event" target="_blank" rel="noreferrer noopener">Events</a><a href="http://www.apache.org/security/" target="_blank" rel="noreferrer noopener">Security</a></div></section><div style="width:100%;text-align:center"><a href="https://apache.org/" target="_blank" rel="noreferrer noopener" class="ApacheOpenSource"><img src="/img/asf_logo_wide.svg" alt="Apache Open Source"/></a><section class="copyright" style="max-width:60%;margin:0 auto">Copyright © 2020
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