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<!DOCTYPE html>
<html lang="en">
<head>
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<title>RNN MRI</title>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap-slider/9.7.2/css/bootstrap-slider.css" integrity="sha256-WX5auLjOHpsee7v+gRMOUmhxs0GRvp7cToOfr00LoBI=" crossorigin="anonymous" />
<link rel="stylesheet" href="https://cdn.rawgit.com/kdbanman/spacing/d12844ed/spacing.css" integrity="sha384-ah9V9uMwTlNJy465+gA7rluMqx8htBIWbynD17zQ4m8lwHYaQad6lTYk7J434ZoT" crossorigin="anonymous" />
<link rel="stylesheet" href="style.css">
<script src="https://code.jquery.com/jquery-3.1.1.min.js" integrity="sha256-hVVnYaiADRTO2PzUGmuLJr8BLUSjGIZsDYGmIJLv2b8=" crossorigin="anonymous"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/bootstrap-slider/9.7.2/bootstrap-slider.js" integrity="sha256-u9WmKX0xDjTHY993hjdYILt3bALMMcLiTCrWmsZ/o7g=" crossorigin="anonymous"></script>
<script src="external/recurrent.js"></script>
<script src="external/recurrent_vis.js"></script>
<script type="text/javascript" src="src/rnn_mri_globals.js"></script>
<script type="text/javascript" src="src/rnn_mri_train.js"></script>
<script type="text/javascript" src="src/rnn_mri_generate.js"></script>
<script type="text/javascript" src="src/rnn_mri_ui.js"></script>
<script type="text/javascript" src="src/rnn_mri_vis.js"></script>
</head>
<body>
<div class="container">
<h1>RNN MRI</h1>
<div class="row">
<div class="col-md-8">
<div class="panel panel-default">
<div class="panel-body">
RNN MRI is a tool that visualizes the internal dynamics of a character-lever Recurrent Neural Network (RNN) during training, prediction, and generation.
See <a>Andrej Karpathy's wonderful article on character-level RNNs</a> to learn more about the network you see visualized.<br><br>
The demo is pre-filled with URLs that point to images, as scraped from some StackOverflow pages. Fill it with different data and retrain if you wish.<br><br>
</div>
</div>
</div>
</div>
<h2>Training</h2>
<div class="row">
<div class="col-lg-8">
<div class="panel panel-default">
<div class="panel-heading">Network Hyperparameters</div>
<div class="panel-body">
<ul class="list-group">
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Use LSTM Architecture</span></div>
<div class="col-xs-6" data-toggle="buttons">
<label class="btn-checkbox btn btn-primary btn-xs active">
<input id="useLSTM" type="checkbox" autocomplete="off" checked>
<span class="glyphicon glyphicon-ok"></span>
</label>
</div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Hidden Layer Sizes</span></div>
<div class="col-xs-6"><input id="hidden_layer_sizes" type="text" value=" [20, 10]"></input></div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Letter Embedding Size</span></div>
<div class="col-xs-6"><input id="letter_embedding_size_slider" type="text"></input></div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>L2 Regularization Strength</span></div>
<div class="col-xs-6"><input id="regularization_strength_slider" type="text"></input></div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Gradient Clip Threshold</span></div>
<div class="col-xs-6"><input id="grad_clip_threshold_slider" type="text"></input></div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Learning Rate</span></div>
<div class="col-xs-6"><input id="learning_rate_slider" type="text"></input></div>
</div>
</li>
</ul>
<div class="marginTop-5">
<button class="btn btn-default" id="js-reinitialize_weights">
<span class="glyphicon glyphicon-repeat"></span>
Reinitialize
</button>
<button class="btn btn-default" id="js-train_once">
<span class="glyphicon glyphicon-step-forward"></span>
Train Once
</button>
<button class="btn btn-default" id="js-train_continuously">
<span class="glyphicon glyphicon-play"></span>
Train Continuously
</button>
<button class="btn btn-default" id="js-pause_training">
<span class="glyphicon glyphicon-pause"></span>
Pause
</button>
</div>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-md-12">
<div class="panel panel-default">
<div class="panel-heading">Learned Weight Matrices</div>
<div class="panel-body">
<div id="js-weights_visualization"></div>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-md-4">
<div class="panel panel-default">
<div class="panel-heading">Training Stats</div>
<div class="panel-body">
<canvas id="perplexity_graph"></canvas>
<ul class="list-group">
<li class="list-group-item">
<div class="row">
<div class="col-sm-4">Training Pass Time:</div> <div class="col-sm-8" id="time_per_tick"></div>
</div>
</li>
<li class="list-group-item">
<div class="row">
<div class="col-sm-4">Epoch:</div> <div class="col-sm-8" id="epoch"></div>
</div>
</li>
<li class="list-group-item">
<div class="row">
<div class="col-sm-4">Perplexity:</div> <div class="col-sm-8" id="last_tick_perplexity"></div>
</div>
</li>
</ul>
</div>
</div>
</div>
<div class="col-md-8">
<div class="panel panel-default">
<div class="panel-heading">Visualization Controls</div>
<div class="panel-body">
<ul class="list-group">
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Highlight Weight Changes</span></div>
<div class="col-xs-6" data-toggle="buttons">
<label class="btn-checkbox btn btn-primary btn-xs">
<input id="diff_track_toggle" type="checkbox" autocomplete="off">
<span class="glyphicon glyphicon-ok"></span>
</label>
</div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Weight Change Highlight Threshold</span></div>
<div class="col-xs-6"><input id="diff_track_sensitivity_slider" type="text"></input></div>
</div>
</li>
<li class="list-group-item">
<div class="row marginTop-2 marginBottom-2">
<div class="col-xs-6"><span>Training Cycles Per Render</span></div>
<div class="col-xs-6"><input id="render_period_slider" type="text"></input></div>
</div>
</li>
</ul>
</div>
</div>
</div>
</div>
<h2>Generation</h2>
<div class="panel panel-default">
<div class="panel-heading">Generation Controls</div>
<div class="panel-body">
<div class="row">
<div class="col-xs-8">
<ul class="list-group">
<li class="list-group-item">
<div class="row">
<div class="col-sm-6">Softmax sample temperature:</div>
<div class="col-sm-6"><input id="temperature_slider" type="text"></input></div>
</div>
</li>
</ul>
<button class="btn btn-default" id="sample_network">Generate Samples</button>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-sm-6">
<div class="panel panel-default">
<div class="panel-heading">Distribution Sample Results</div>
<div class="panel-body">
<ul class="list-group" id="hot_samples">
</ul>
</div>
</div>
</div>
<div class="col-sm-6">
<div class="panel panel-default">
<div class="panel-heading">Greedy Argmax Sample Results</div>
<div class="panel-body">
<div id="argmax_samples">
</div>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-sm-12">
<div class="panel panel-default">
<div class="panel-heading">Sample Inspector</div>
<div class="panel-body">
<div id="generation_inspector"></div>
<div id="generation_inspector_fade_gradient"></div>
</div>
</div>
</div>
</div>
<h2>Data</h2>
<div class="row">
<div class="col-sm-12">
<div class="panel panel-default">
<div class="panel-heading">Training Vocabulary</div>
<div class="panel-body">
<p id="preprocessing_results"></p>
</div>
</div>
</div>
<div class="col-sm-12">
<div class="panel panel-default">
<div class="panel-heading">Training Data</div>
<div class="panel-body">
<textarea id="training_data">
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