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# Sphinx build info version 1
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
config: 7e0dba6c62bd4c8953e7f5b07fb1f024
config: 4fbaa04548315a8ff6a67c8a0ecd0345
tags: 645f666f9bcd5a90fca523b33c5a78b7
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Expand Up @@ -562,7 +562,7 @@ <h3>Preprocessing<a class="headerlink" href="#preprocessing" title="Link to this
<a href="../../generated/braindecode.preprocessing.preprocess.html#braindecode.preprocessing.preprocess" title="braindecode.preprocessing.preprocess" class="sphx-glr-backref-module-braindecode-preprocessing sphx-glr-backref-type-py-function"><span class="n">preprocess</span></a><span class="p">(</span><a href="../../generated/braindecode.datasets.BaseConcatDataset.html#braindecode.datasets.BaseConcatDataset" title="braindecode.datasets.BaseConcatDataset" class="sphx-glr-backref-module-braindecode-datasets sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">test_set</span></a><span class="p">,</span> <span class="p">[</span><a href="../../generated/braindecode.preprocessing.Preprocessor.html#braindecode.preprocessing.Preprocessor" title="braindecode.preprocessing.Preprocessor" class="sphx-glr-backref-module-braindecode-preprocessing sphx-glr-backref-type-py-class"><span class="n">Preprocessor</span></a><span class="p">(</span><span class="s1">&#39;crop&#39;</span><span class="p">,</span> <span class="n">tmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">tmax</span><span class="o">=</span><span class="mi">24</span><span class="p">)],</span> <span class="n">n_jobs</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
</pre></div>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;braindecode.datasets.base.BaseConcatDataset object at 0x7fcd4f8f6590&gt;
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;braindecode.datasets.base.BaseConcatDataset object at 0x7f3e756a9d50&gt;
</pre></div>
</div>
<p>In time series targets setup, targets variables are stored in mne.Raw object as channels
Expand Down Expand Up @@ -787,14 +787,14 @@ <h2>Training<a class="headerlink" href="#training" title="Link to this heading">
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span> epoch r2_train r2_valid train_loss valid_loss lr dur
------- ---------- ---------- ------------ ------------ ------ ------
1 -16.9029 -8.3094 2.5378 20.7336 0.0006 0.9189
2 -13.7521 -7.1261 1.9596 18.0756 0.0006 0.8176
3 -12.7751 -6.7418 1.6787 17.1905 0.0005 0.7472
4 -11.7951 -6.3922 1.5638 16.4438 0.0004 0.8314
5 -11.2694 -6.1849 1.4237 16.0117 0.0002 0.8151
6 -10.5718 -5.9210 1.3549 15.4452 0.0001 0.8145
7 -9.8213 -5.6187 1.3132 14.7814 0.0000 0.8244
8 -9.0630 -5.3052 1.3316 14.0897 0.0000 0.8003
1 -16.9036 -8.3098 2.5378 20.7346 0.0006 0.7752
2 -13.7536 -7.1257 1.9596 18.0738 0.0006 0.6932
3 -12.7769 -6.7413 1.6787 17.1885 0.0005 0.6387
4 -11.7973 -6.3917 1.5638 16.4416 0.0004 0.6577
5 -11.2718 -6.1846 1.4237 16.0097 0.0002 0.6656
6 -10.5742 -5.9208 1.3549 15.4435 0.0001 0.6529
7 -9.8235 -5.6185 1.3132 14.7799 0.0000 0.6666
8 -9.0649 -5.3051 1.3316 14.0883 0.0000 0.6176
</pre></div>
</div>
<p>Obtaining predictions and targets for the test, train, and validation dataset</p>
Expand Down Expand Up @@ -909,8 +909,8 @@ <h2>Plot Results<a class="headerlink" href="#plot-results" title="Link to this h
<a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.tight_layout.html#matplotlib.pyplot.tight_layout" title="matplotlib.pyplot.tight_layout" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span></a><span class="p">()</span>
</pre></div>
</div>
<img src="../../_images/sphx_glr_plot_bcic_iv_4_ecog_cropped_002.png" srcset="../../_images/sphx_glr_plot_bcic_iv_4_ecog_cropped_002.png" alt="plot bcic iv 4 ecog cropped" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 23.521 seconds)</p>
<p><strong>Estimated memory usage:</strong> 790 MB</p>
<img src="../../_images/sphx_glr_plot_bcic_iv_4_ecog_cropped_002.png" srcset="../../_images/sphx_glr_plot_bcic_iv_4_ecog_cropped_002.png" alt="plot bcic iv 4 ecog cropped" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 20.447 seconds)</p>
<p><strong>Estimated memory usage:</strong> 829 MB</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-advanced-training-plot-bcic-iv-4-ecog-cropped-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/c494db8fb7ce5921127c670340744634/plot_bcic_iv_4_ecog_cropped.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_bcic_iv_4_ecog_cropped.py</span></code></a></p>
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14 changes: 7 additions & 7 deletions dev/auto_examples/advanced_training/plot_data_augmentation.html
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Expand Up @@ -549,7 +549,7 @@ <h3><a class="toc-backref" href="#id3" role="doc-backlink">Preprocessing</a><a c
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/home/runner/work/braindecode/braindecode/braindecode/preprocessing/preprocess.py:55: UserWarning: Preprocessing choices with lambda functions cannot be saved.
warn(&#39;Preprocessing choices with lambda functions cannot be saved.&#39;)

&lt;braindecode.datasets.moabb.MOABBDataset object at 0x7fcd4f8734c0&gt;
&lt;braindecode.datasets.moabb.MOABBDataset object at 0x7f3e6cc44250&gt;
</pre></div>
</div>
</section>
Expand Down Expand Up @@ -745,10 +745,10 @@ <h3><a class="toc-backref" href="#id10" role="doc-backlink">Create an EEGClassif
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span> epoch train_accuracy train_loss valid_accuracy valid_loss lr dur
------- ---------------- ------------ ---------------- ------------ ------ ------
1 0.2535 1.6458 0.2535 5.1252 0.0006 3.2541
2 0.2639 1.3297 0.2500 5.7606 0.0005 2.9900
3 0.2639 1.1539 0.2500 5.1230 0.0002 2.9194
4 0.2708 1.1567 0.2535 4.2554 0.0000 2.9887
1 0.2535 1.6458 0.2535 5.1251 0.0006 2.9583
2 0.2639 1.3297 0.2500 5.7606 0.0005 2.5712
3 0.2639 1.1539 0.2500 5.1230 0.0002 2.6512
4 0.2708 1.1567 0.2535 4.2554 0.0000 2.7674

&lt;class &#39;braindecode.classifier.EEGClassifier&#39;&gt;[initialized](
module_=============================================================================================================================================
Expand Down Expand Up @@ -801,8 +801,8 @@ <h3><a class="toc-backref" href="#id12" role="doc-backlink">Setting the data aug
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><a href="../../generated/braindecode.datasets.BaseConcatDataset.html#braindecode.datasets.BaseConcatDataset" title="braindecode.datasets.BaseConcatDataset" class="sphx-glr-backref-module-braindecode-datasets sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">train_set</span></a><span class="o">.</span><a href="../../generated/braindecode.augmentation.FrequencyShift.html#braindecode.augmentation.FrequencyShift" title="braindecode.augmentation.FrequencyShift" class="sphx-glr-backref-module-braindecode-augmentation sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">transform</span></a> <span class="o">=</span> <a href="../../generated/braindecode.augmentation.Compose.html#braindecode.augmentation.Compose" title="braindecode.augmentation.Compose" class="sphx-glr-backref-module-braindecode-augmentation sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">composed_transforms</span></a>
</pre></div>
</div>
<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 27.533 seconds)</p>
<p><strong>Estimated memory usage:</strong> 137 MB</p>
<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 24.567 seconds)</p>
<p><strong>Estimated memory usage:</strong> 56 MB</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-advanced-training-plot-data-augmentation-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/e3845395de44913c970dbf26671a7cba/plot_data_augmentation.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_data_augmentation.py</span></code></a></p>
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Expand Up @@ -570,7 +570,7 @@ <h3><a class="toc-backref" href="#id10" role="doc-backlink">Preprocessing</a><a
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/home/runner/work/braindecode/braindecode/braindecode/preprocessing/preprocess.py:55: UserWarning: Preprocessing choices with lambda functions cannot be saved.
warn(&#39;Preprocessing choices with lambda functions cannot be saved.&#39;)

&lt;braindecode.datasets.moabb.MOABBDataset object at 0x7fcd4f724e20&gt;
&lt;braindecode.datasets.moabb.MOABBDataset object at 0x7f3e6edea5f0&gt;
</pre></div>
</div>
</section>
Expand Down Expand Up @@ -918,8 +918,8 @@ <h3><a class="toc-backref" href="#id19" role="doc-backlink">References</a><a cla
Journal of Neural Engineering, 18(4), 046020.</p>
</aside>
</aside>
<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 6.976 seconds)</p>
<p><strong>Estimated memory usage:</strong> 106 MB</p>
<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 59.261 seconds)</p>
<p><strong>Estimated memory usage:</strong> 68 MB</p>
<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-advanced-training-plot-data-augmentation-search-py">
<div class="sphx-glr-download sphx-glr-download-python docutils container">
<p><a class="reference download internal" download="" href="../../_downloads/0f763ae384277e558103757157e170fb/plot_data_augmentation_search.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_data_augmentation_search.py</span></code></a></p>
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