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Ravin Kohli: Change ubuntu version in docs workflow (#237)
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development/.buildinfo

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# Sphinx build info version 1
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# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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config: 1e4ee4ad449380a01eb5bd355b029d69
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config: 17fc031f04bcdcacd110ea23c1e3544e
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tags: 645f666f9bcd5a90fca523b33c5a78b7
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development/_modules/autoPyTorch/api/tabular_classification.html

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<meta charset="utf-8" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<title>autoPyTorch.api.tabular_classification &#8212; AutoPyTorch 0.1.0 documentation</title>
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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<link rel="stylesheet" href="../../../_static/bootstrap-sphinx.css" type="text/css" />
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<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
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<link rel="stylesheet" type="text/css" href="../../../_static/bootstrap-sphinx.css" />
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<link rel="stylesheet" type="text/css" href="../../../_static/gallery.css" />
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<link rel="stylesheet" type="text/css" href="../../../_static/gallery-rendered-html.css" />
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<script id="documentation_options" data-url_root="../../../" src="../../../_static/documentation_options.js"></script>
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<script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
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</p>
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<p>
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&copy; Copyright 2014-2021, Machine Learning Professorship Freiburg.<br/>
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Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.4.<br/>
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Created using <a href="http://sphinx-doc.org/">Sphinx</a> 4.0.2.<br/>
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</p>
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</div>
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development/_modules/index.html

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<meta charset="utf-8" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<title>Overview: module code &#8212; AutoPyTorch 0.1.0 documentation</title>
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<link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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<link rel="stylesheet" href="../_static/bootstrap-sphinx.css" type="text/css" />
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<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
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<link rel="stylesheet" type="text/css" href="../_static/bootstrap-sphinx.css" />
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<script id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
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<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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&copy; Copyright 2014-2021, Machine Learning Professorship Freiburg.<br/>
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Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.4.<br/>
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Created using <a href="http://sphinx-doc.org/">Sphinx</a> 4.0.2.<br/>
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development/_sources/examples/20_basics/example_image_classification.rst.txt

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________________________________________
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Configuration:
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image_augmenter:GaussianBlur:use_augmenter, Value: False
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image_augmenter:GaussianNoise:sigma_offset, Value: 1.6727659863298625
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image_augmenter:GaussianNoise:sigma_offset, Value: 2.460925981728141
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image_augmenter:GaussianNoise:use_augmenter, Value: True
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image_augmenter:RandomAffine:use_augmenter, Value: False
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image_augmenter:RandomCutout:p, Value: 0.5259508079807516
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image_augmenter:RandomCutout:p, Value: 0.7520199678877659
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image_augmenter:RandomCutout:use_augmenter, Value: True
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image_augmenter:Resize:use_augmenter, Value: True
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image_augmenter:ZeroPadAndCrop:percent, Value: 0.0251962557279774
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normalizer:__choice__, Value: 'ImageNormalizer'
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image_augmenter:ZeroPadAndCrop:percent, Value: 0.2478876950512109
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normalizer:__choice__, Value: 'NoNormalizer'
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Fitting the pipeline...
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ImageClassificationPipeline
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.. rst-class:: sphx-glr-timing
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**Total running time of the script:** ( 0 minutes 9.969 seconds)
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**Total running time of the script:** ( 0 minutes 9.280 seconds)
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.. _sphx_glr_download_examples_20_basics_example_image_classification.py:

development/_sources/examples/20_basics/example_tabular_classification.rst.txt

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.. code-block:: none
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<smac.runhistory.runhistory.RunHistory object at 0x7f27db5ba0a0> [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
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<smac.runhistory.runhistory.RunHistory object at 0x7fb2b84ced00> [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
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, ta_runs=0, ta_time_used=0.0, wallclock_time=0.0020754337310791016, budget=0), TrajEntry(train_perf=0.16374269005847952, incumbent_id=1, incumbent=Configuration:
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, ta_runs=0, ta_time_used=0.0, wallclock_time=0.0017552375793457031, budget=0), TrajEntry(train_perf=0.16374269005847952, incumbent_id=1, incumbent=Configuration:
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, ta_runs=1, ta_time_used=5.169630527496338, wallclock_time=6.611567974090576, budget=5.555555555555555), TrajEntry(train_perf=0.1578947368421053, incumbent_id=2, incumbent=Configuration:
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, ta_runs=1, ta_time_used=4.944410800933838, wallclock_time=6.353938341140747, budget=5.555555555555555), TrajEntry(train_perf=0.1578947368421053, incumbent_id=2, incumbent=Configuration:
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, ta_runs=8, ta_time_used=77.50825238227844, wallclock_time=95.68161082267761, budget=5.555555555555555), TrajEntry(train_perf=0.1578947368421053, incumbent_id=3, incumbent=Configuration:
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, ta_runs=8, ta_time_used=71.02088952064514, wallclock_time=88.15057563781738, budget=5.555555555555555), TrajEntry(train_perf=0.1578947368421053, incumbent_id=3, incumbent=Configuration:
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, ta_runs=11, ta_time_used=100.9672498703003, wallclock_time=127.16906356811523, budget=16.666666666666664)]
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, ta_runs=11, ta_time_used=93.77851963043213, wallclock_time=118.63863158226013, budget=16.666666666666664)]
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{'accuracy': 0.8670520231213873}
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.. _sphx_glr_download_examples_20_basics_example_tabular_classification.py:

development/_sources/examples/20_basics/example_tabular_regression.rst.txt

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<smac.runhistory.runhistory.RunHistory object at 0x7fb2a6171880> [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
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, ta_runs=0, ta_time_used=0.0, wallclock_time=0.002293109893798828, budget=0), TrajEntry(train_perf=0.7575204056297503, incumbent_id=1, incumbent=Configuration:
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, ta_runs=0, ta_time_used=0.0, wallclock_time=0.0018694400787353516, budget=0), TrajEntry(train_perf=0.9338157498904393, incumbent_id=1, incumbent=Configuration:
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{'r2': 0.9215687756107132}
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| | Preprocessing | Estimator | Weight |
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|---:|:------------------------------------------------------------------|:----------------------------------------------------------------|---------:|
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| 0 | SimpleImputer,OneHotEncoder,StandardScaler,NoFeaturePreprocessing | no embedding,ShapedMLPBackbone,FullyConnectedHead,nn.Sequential | 1 |
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| 0 | SimpleImputer,OneHotEncoder,StandardScaler,NoFeaturePreprocessing | no embedding,ShapedMLPBackbone,FullyConnectedHead,nn.Sequential | 0.68 |
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| 1 | SimpleImputer,OneHotEncoder,StandardScaler,NoFeaturePreprocessing | no embedding,ShapedMLPBackbone,FullyConnectedHead,nn.Sequential | 0.3 |
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| 2 | SimpleImputer,OneHotEncoder,StandardScaler,NoFeaturePreprocessing | no embedding,ShapedMLPBackbone,FullyConnectedHead,nn.Sequential | 0.02 |
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.. _sphx_glr_download_examples_20_basics_example_tabular_regression.py:

development/_sources/examples/20_basics/sg_execution_times.rst.txt

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**11:23.350** total execution time for **examples_20_basics** files:
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+--------------------------------------------------------------------------------------------------------------+-----------+--------+
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| :ref:`sphx_glr_examples_20_basics_example_tabular_classification.py` (``example_tabular_classification.py``) | 06:01.437 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_tabular_classification.py` (``example_tabular_classification.py``) | 05:57.937 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_tabular_regression.py` (``example_tabular_regression.py``) | 05:15.642 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_tabular_regression.py` (``example_tabular_regression.py``) | 05:16.133 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_image_classification.py` (``example_image_classification.py``) | 00:09.969 | 0.0 MB |
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| :ref:`sphx_glr_examples_20_basics_example_image_classification.py` (``example_image_classification.py``) | 00:09.280 | 0.0 MB |
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