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_sources/auto_examples/plot_skorch_crop_decoding.rst.txt

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0 bad epochs dropped
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epoch train_loss train_trial_accuracy valid_loss valid_trial_accuracy dur
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------- ------------ ---------------------- ------------ ---------------------- ------
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1 [36m1.3460[0m [32m0.8250[0m [35m0.7710[0m [31m0.6333[0m 1.1264
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1 [36m1.3460[0m [32m0.8250[0m [35m0.7710[0m [31m0.6333[0m 1.1377
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array([[[-0.72593135, -0.70480764, -0.6929935 , -0.6789333 ,
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 0 minutes 4.820 seconds)
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**Total running time of the script:** ( 0 minutes 4.649 seconds)
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**Estimated memory usage:** 579 MB
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**Estimated memory usage:** 574 MB
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.. _sphx_glr_download_auto_examples_plot_skorch_crop_decoding.py:

_sources/auto_examples/plot_skorch_trial_decoding.rst.txt

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epoch train_acc train_f1 train_loss valid_loss dur
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------- ----------- ---------- ------------ ------------ ------
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1 [36m0.8000[0m [32m0.7778[0m [35m1.1775[0m [31m0.6880[0m 0.6333
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 0 minutes 5.108 seconds)
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**Total running time of the script:** ( 0 minutes 4.659 seconds)
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**Estimated memory usage:** 1096 MB
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**Estimated memory usage:** 1099 MB
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.. _sphx_glr_download_auto_examples_plot_skorch_trial_decoding.py:

_sources/auto_examples/sg_execution_times.rst.txt

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Computation times
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=================
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**00:09.928** total execution time for **auto_examples** files:
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**00:09.308** total execution time for **auto_examples** files:
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+-------------------------------------------------------------------------------------------------+-----------+-----------+
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| :ref:`sphx_glr_auto_examples_plot_skorch_trial_decoding.py` (``plot_skorch_trial_decoding.py``) | 00:05.108 | 1096.0 MB |
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| :ref:`sphx_glr_auto_examples_plot_skorch_trial_decoding.py` (``plot_skorch_trial_decoding.py``) | 00:04.659 | 1099.2 MB |
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+-------------------------------------------------------------------------------------------------+-----------+-----------+
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| :ref:`sphx_glr_auto_examples_plot_skorch_crop_decoding.py` (``plot_skorch_crop_decoding.py``) | 00:04.820 | 579.4 MB |
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| :ref:`sphx_glr_auto_examples_plot_skorch_crop_decoding.py` (``plot_skorch_crop_decoding.py``) | 00:04.649 | 574.0 MB |
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+-------------------------------------------------------------------------------------------------+-----------+-----------+
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| :ref:`sphx_glr_auto_examples_perturbation.py` (``perturbation.py``) | 00:00.000 | 0.0 MB |
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+-------------------------------------------------------------------------------------------------+-----------+-----------+

auto_examples/plot_skorch_crop_decoding.html

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epoch train_loss train_trial_accuracy valid_loss valid_trial_accuracy dur
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------- ------------ ---------------------- ------------ ---------------------- ------
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2 [36m0.6829[0m [32m0.8750[0m [35m0.5806[0m [31m0.6667[0m 0.6228
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1 [36m1.3460[0m [32m0.8250[0m [35m0.7710[0m [31m0.6333[0m 1.1377
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2 [36m0.6829[0m [32m0.8750[0m [35m0.5806[0m [31m0.6667[0m 0.6176
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3 [36m0.4439[0m [32m0.9500[0m [35m0.5148[0m [31m0.7667[0m 0.5901
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array([[[-0.72593135, -0.70480764, -0.6929935 , -0.6789333 ,
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<span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_set</span><span class="p">)</span>
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</pre></div>
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<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes 4.820 seconds)</p>
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<p><strong>Estimated memory usage:</strong> 579 MB</p>
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<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes 4.649 seconds)</p>
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<p><strong>Estimated memory usage:</strong> 574 MB</p>
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<div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-skorch-crop-decoding-py">
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<div class="sphx-glr-download docutils container">
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<p><a class="reference download internal" download="" href="../_downloads/670da2e3c15b098b126fadb9f3097635/plot_skorch_crop_decoding.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_skorch_crop_decoding.py</span></code></a></p>

auto_examples/plot_skorch_trial_decoding.html

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epoch train_acc train_f1 train_loss valid_loss dur
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<a href="https://scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html#sklearn.metrics.f1_score" title="sklearn.metrics.f1_score" class="sphx-glr-backref-module-sklearn-metrics sphx-glr-backref-type-py-function"><span class="n">f1_score</span></a><span class="p">(</span><a href="https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">y_true</span></a><span class="p">,</span> <a href="https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">preds</span></a><span class="p">)</span>
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<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes 5.108 seconds)</p>
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<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes 4.659 seconds)</p>
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<p><strong>Estimated memory usage:</strong> 1099 MB</p>
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<div class="sphx-glr-footer class sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-skorch-trial-decoding-py">
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<p><a class="reference download internal" download="" href="../_downloads/bcae24c39d32e42533e9fad57dd2a90d/plot_skorch_trial_decoding.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_skorch_trial_decoding.py</span></code></a></p>

auto_examples/sg_execution_times.html

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<div class="section" id="computation-times">
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<span id="sphx-glr-auto-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline"></a></h1>
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<p><strong>00:09.928</strong> total execution time for <strong>auto_examples</strong> files:</p>
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<p><strong>00:09.308</strong> total execution time for <strong>auto_examples</strong> files:</p>
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<tr class="row-odd"><td><p><a class="reference internal" href="plot_skorch_trial_decoding.html#sphx-glr-auto-examples-plot-skorch-trial-decoding-py"><span class="std std-ref">Skorch Trialwise Decoding</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_skorch_trial_decoding.py</span></code>)</p></td>
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<td><p>00:05.108</p></td>
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<td><p>1096.0 MB</p></td>
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<td><p>00:04.659</p></td>
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<td><p>1099.2 MB</p></td>
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<tr class="row-even"><td><p><a class="reference internal" href="plot_skorch_crop_decoding.html#sphx-glr-auto-examples-plot-skorch-crop-decoding-py"><span class="std std-ref">Skorch Crop Decoding</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_skorch_crop_decoding.py</span></code>)</p></td>
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<td><p>579.4 MB</p></td>
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<td><p>00:04.649</p></td>
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<td><p>574.0 MB</p></td>
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<tr class="row-odd"><td><p><a class="reference internal" href="perturbation.html#sphx-glr-auto-examples-perturbation-py"><span class="std std-ref">Amplitude Perturbation Visualization</span></a> (<code class="docutils literal notranslate"><span class="pre">perturbation.py</span></code>)</p></td>
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