juice 0.3.0

Machine Learning Framework for Hackers
Documentation 
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            <ul class="chapter"><li><a href="./juice.html"><strong>1.</strong> Juice</a></li><li><a href="./layers.html"><strong>2.</strong> Layers</a></li><li><ul class="section"><li><a href="./layer-lifecycle.html"><strong>2.1.</strong> Layer Lifecycle</a></li><li><a href="./building-networks.html"><strong>2.2.</strong> Create a Network</a></li><li><a href="./create-new-layer.html"><strong>2.3.</strong> Create a new Layer</a></li></ul></li><li><a href="./solvers.html"><strong>3.</strong> Solvers</a></li><li><ul class="section"><li><a href="./optimize-layers.html"><strong>3.1.</strong> Optimize Layers</a></li><li><a href="./multi-device-optimization.html"><strong>3.2.</strong> Multi-Device Optimization</a></li><li><a href="./distributed-optimization.html"><strong>3.3.</strong> Distributed Optimization</a></li></ul></li><li><a href="./backend.html" class="active"><strong>4.</strong> Backend</a></li><li><a href="./deep-learning-glossary.html"><strong>5.</strong> Glossary</a></li><li class="spacer"></li><li><a href="http://spearow.github.io/juice/juice/index.html"><strong>6.</strong> Rust API Documentation</a></li></ul>
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                    <h1>Backend</h1>
<p>Via the concept of a backend we can abstract over the platform we will execute
or optimize a network on. The construction of a backend is trivial. The backend
is passed to the <code>Solver</code>, (one backend for <code>network</code> and one for the
<code>objectve</code>). The Solver than executes all operations on the provided backend.</p>
<pre><code class="language-rust">let backend = ::std::rc::Rc::new(Backend::&lt;Cuda&gt;::default().unwrap());

// set up solver
let mut solver_cfg = SolverConfig { minibatch_size: batch_size, base_lr: learning_rate, momentum: momentum, .. SolverConfig::default() };
solver_cfg.network = LayerConfig::new(&quot;network&quot;, net_cfg);
solver_cfg.objective = LayerConfig::new(&quot;classifier&quot;, classifier_cfg);
let mut solver = Solver::from_config(backend.clone(), backend.clone(), &amp;solver_cfg);
</code></pre>
<p>The backend is a concept of
<a href="https://github.com/spearow/coaster">Coaster</a>, to which you can refer
for now, until this chapter becomes more fleshed out.</p>

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