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HTML
1340 lines
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27 KiB
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<title>Tracking & Monitoring - Brittle Star Project</title>
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Brittle Star Project
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Tracking & Monitoring
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Brittle Star Project
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Documentation
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Contribution Guidelines
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Development Guide
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<a href="../../HPC/" class="md-nav__link">
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<span class="md-ellipsis">
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HPC Guide
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</span>
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</a>
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<span class="md-ellipsis">
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Api
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</span>
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<span class="md-nav__icon md-icon"></span>
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<span class="md-nav__icon md-icon"></span>
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Api
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<span class="md-ellipsis">
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Analysis & Plotting Tools
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../environment/" class="md-nav__link">
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<span class="md-ellipsis">
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Brittle star environment
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../evaluation/" class="md-nav__link">
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<span class="md-ellipsis">
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Checkpoint & Model Evaluation
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../simulation/" class="md-nav__link">
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<span class="md-ellipsis">
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Simulation & Evaluation
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</span>
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</a>
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<li class="md-nav__item md-nav__item--active">
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<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
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<label class="md-nav__link md-nav__link--active" for="__toc">
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<span class="md-ellipsis">
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Tracking & Monitoring
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<a href="./" class="md-nav__link md-nav__link--active">
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<span class="md-ellipsis">
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Tracking & Monitoring
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</span>
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</a>
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<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
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<label class="md-nav__title" for="__toc">
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<span class="md-nav__icon md-icon"></span>
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Table of contents
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</label>
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<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="#weights-biases-wandb" class="md-nav__link">
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<span class="md-ellipsis">
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Weights & Biases (WandB)
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</a>
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<nav class="md-nav" aria-label="Weights & Biases (WandB)">
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<a href="#authorization" class="md-nav__link">
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Authorization
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#enabling-tracking" class="md-nav__link">
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<span class="md-ellipsis">
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Enabling Tracking
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</span>
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</a>
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</li>
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</ul>
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<li class="md-nav__item">
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<a href="#local-monitoring-with-tensorboard" class="md-nav__link">
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<span class="md-ellipsis">
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Local Monitoring with TensorBoard
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</span>
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</a>
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<nav class="md-nav" aria-label="Local Monitoring with TensorBoard">
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<ul class="md-nav__list">
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<li class="md-nav__item">
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<a href="#cli-exploration-tool" class="md-nav__link">
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<span class="md-ellipsis">
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CLI Exploration Tool
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</span>
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</a>
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</li>
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</ul>
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<li class="md-nav__item">
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<a href="../training/" class="md-nav__link">
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<span class="md-ellipsis">
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Training Models
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</span>
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<h1 id="tracking-monitoring">Tracking & Monitoring</h1>
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<p>This guide explains how to monitor your experiments using Weights & Biases (WandB) and TensorBoard.</p>
|
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<h2 id="weights-biases-wandb">Weights & Biases (WandB)</h2>
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<p>WandB is used for online synchronization and visualization of training metrics.</p>
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<h3 id="authorization">Authorization</h3>
|
|
<p>Export your API key in your terminal to enable WandB synchronization:</p>
|
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<div class="highlight"><pre><span></span><code><span class="nb">export</span><span class="w"> </span><span class="nv">WANDB_API_KEY</span><span class="o">=</span>your_copied_api_key_here
|
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</code></pre></div>
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<p>Alternatively, you can log in using the CLI:</p>
|
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<div class="highlight"><pre><span></span><code>uv<span class="w"> </span>run<span class="w"> </span>wandb<span class="w"> </span>login
|
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</code></pre></div>
|
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<h3 id="enabling-tracking">Enabling Tracking</h3>
|
|
<p>To enable online sync during a training run, set <code>logging.track=true</code> on the command line:</p>
|
|
<div class="highlight"><pre><span></span><code>uv<span class="w"> </span>run<span class="w"> </span>python<span class="w"> </span>scripts/train.py<span class="w"> </span>logging.track<span class="o">=</span><span class="nb">true</span>
|
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</code></pre></div>
|
|
<p>You can also configure your project and entity:</p>
|
|
<div class="highlight"><pre><span></span><code>uv<span class="w"> </span>run<span class="w"> </span>python<span class="w"> </span>scripts/train.py<span class="w"> </span><span class="se">\</span>
|
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<span class="w"> </span>logging.track<span class="o">=</span><span class="nb">true</span><span class="w"> </span><span class="se">\</span>
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<span class="w"> </span>logging.wandb_project_name<span class="o">=</span><span class="s2">"MyProject"</span><span class="w"> </span><span class="se">\</span>
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<span class="w"> </span>logging.wandb_entity<span class="o">=</span><span class="s2">"my-team"</span>
|
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</code></pre></div>
|
|
<p>These can also be set in your configuration YAML file under the <code>logging</code> key.</p>
|
|
<h2 id="local-monitoring-with-tensorboard">Local Monitoring with TensorBoard</h2>
|
|
<p>All runs are recorded locally in the <code>runs/</code> directory (or the directory specified in <code>experiment.base_run_dir</code>). You can view scalars and other metrics with TensorBoard:</p>
|
|
<div class="highlight"><pre><span></span><code>tensorboard<span class="w"> </span>--logdir<span class="w"> </span>runs/
|
|
</code></pre></div>
|
|
<p>Access the interface at <a href="http://localhost:6006">http://localhost:6006</a>.</p>
|
|
<h3 id="cli-exploration-tool">CLI Exploration Tool</h3>
|
|
<p>For quick diagnostics or to export data to CSV without launching the full TensorBoard UI, you can use the <code>explore_tensorboard.py</code> script:</p>
|
|
<div class="highlight"><pre><span></span><code>uv<span class="w"> </span>run<span class="w"> </span>python<span class="w"> </span>scripts/analysis/explore_tensorboard.py<span class="w"> </span>runs/your_run_name/
|
|
</code></pre></div>
|
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<p>See the detailed description in <a href="../../scripts/analysis/"><code>/scripts/analysis/README.md</code></a>.</p>
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