Eddie Bergman: Updates pip install instructions (#1237)

development/_sources/examples/20_basic/example_multilabel_classification.rst.txt

@@ -157,7 +157,7 @@ View the models found by auto-sklearn
 
               rank  ensemble_weight           type      cost  duration
     model_id                                                          
-    2            1              1.0  random_forest  0.447294  4.467062
+    2            1              1.0  random_forest  0.447294  4.262267
 
 
 
@@ -265,7 +265,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  18.682 seconds)
+   **Total running time of the script:** ( 0 minutes  15.760 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_multilabel_classification.py:

development/_sources/examples/20_basic/example_multioutput_regression.rst.txt

@@ -124,7 +124,7 @@ View the models found by auto-sklearn
 
               rank  ensemble_weight              type      cost  duration
     model_id                                                             
-    11           1              1.0  gaussian_process  0.011395  5.272071
+    17           1              1.0  gaussian_process  0.000006    3.7497
 
 
 
@@ -151,7 +151,7 @@ Print the final ensemble constructed by auto-sklearn
 
  .. code-block:: none
 
-    [(1.000000, SimpleRegressionPipeline({'data_preprocessor:__choice__': 'feature_type', 'feature_preprocessor:__choice__': 'no_preprocessing', 'regressor:__choice__': 'gaussian_process', 'data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__': 'encoding', 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__': 'minority_coalescer', 'data_preprocessor:feature_type:numerical_transformer:imputation:strategy': 'median', 'data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__': 'quantile_transformer', 'regressor:gaussian_process:alpha': 0.00017904812123612402, 'regressor:gaussian_process:thetaL': 8.77129700430336e-07, 'regressor:gaussian_process:thetaU': 5761.3477044417605, 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction': 0.10003181055971523, 'data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles': 1256, 'data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution': 'normal'},
+    [(1.000000, SimpleRegressionPipeline({'data_preprocessor:__choice__': 'feature_type', 'feature_preprocessor:__choice__': 'no_preprocessing', 'regressor:__choice__': 'gaussian_process', 'data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__': 'encoding', 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__': 'no_coalescense', 'data_preprocessor:feature_type:numerical_transformer:imputation:strategy': 'mean', 'data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__': 'none', 'regressor:gaussian_process:alpha': 7.332977479759157e-05, 'regressor:gaussian_process:thetaL': 2.2848242094530812e-05, 'regressor:gaussian_process:thetaU': 29053.896967715908},
     dataset_properties={
       'task': 5,
       'sparse': False,
@@ -186,7 +186,7 @@ Get the Score of the final ensemble
 
  .. code-block:: none
 
-    R2 score: 0.994774606994838
+    R2 score: 0.9999896522964532
 
 
 
@@ -409,7 +409,7 @@ Get the configuration space
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  56.272 seconds)
+   **Total running time of the script:** ( 1 minutes  56.869 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_multioutput_regression.py:

development/_sources/examples/20_basic/example_regression.rst.txt

@@ -119,13 +119,13 @@ View the models found by auto-sklearn
 
  .. code-block:: none
 
-              rank  ensemble_weight               type      cost   duration
-    model_id                                                               
-    25           1             0.46                sgd  0.436679   0.844572
-    6            2             0.32     ard_regression  0.455042   0.830707
-    27           3             0.14     ard_regression  0.462249   0.827883
-    11           4             0.02      random_forest  0.507400  10.990755
-    7            5             0.06  gradient_boosting  0.518673   1.583698
+              rank  ensemble_weight               type      cost  duration
+    model_id                                                              
+    25           1             0.46                sgd  0.436679  0.750389
+    6            2             0.32     ard_regression  0.455042  0.763637
+    27           3             0.14     ard_regression  0.462249  0.755825
+    11           4             0.02      random_forest  0.507400  9.900080
+    7            5             0.06  gradient_boosting  0.518673  1.456385
 
 
 
@@ -266,7 +266,7 @@ the true value).
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  57.715 seconds)
+   **Total running time of the script:** ( 1 minutes  55.285 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_regression.py:

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

@@ -5,14 +5,14 @@
 
 Computation times
 =================
-**06:15.108** total execution time for **examples_20_basic** files:
+**06:07.484** total execution time for **examples_20_basic** files:
 
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_classification.py` (``example_classification.py``)                       | 02:02.438 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_classification.py` (``example_classification.py``)                       | 01:59.570 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_regression.py` (``example_regression.py``)                               | 01:57.715 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_multioutput_regression.py` (``example_multioutput_regression.py``)       | 01:56.869 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_multioutput_regression.py` (``example_multioutput_regression.py``)       | 01:56.272 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_regression.py` (``example_regression.py``)                               | 01:55.285 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` (``example_multilabel_classification.py``) | 00:18.682 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` (``example_multilabel_classification.py``) | 00:15.760 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+

development/_sources/examples/40_advanced/example_calc_multiple_metrics.rst.txt

@@ -194,7 +194,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  12.088 seconds)
+   **Total running time of the script:** ( 1 minutes  59.627 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_calc_multiple_metrics.py:

development/_sources/examples/40_advanced/example_debug_logging.rst.txt

@@ -174,11 +174,11 @@ Build and fit a classifier
 
  .. code-block:: none
 
-    2021-09-10 13:50:05,479 - Client-EnsembleBuilder - INFO - DummyFuture: ([{'Timestamp': Timestamp('2021-09-10 13:50:05.460828'), 'ensemble_optimization_score': 0.47853535353535354, 'ensemble_test_score': 0.47434292866082606}], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-13.50.05 for iteration 0.
-    2021-09-10 13:50:12,227 - Client-EnsembleBuilder - INFO - DummyFuture: ([], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-13.50.12 for iteration 1.
+    2021-09-10 17:11:39,484 - Client-EnsembleBuilder - INFO - DummyFuture: ([{'Timestamp': Timestamp('2021-09-10 17:11:39.468955'), 'ensemble_optimization_score': 0.9886363636363636, 'ensemble_test_score': 0.9899874843554443}], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-17.11.39 for iteration 0.
+    2021-09-10 17:11:44,905 - Client-EnsembleBuilder - INFO - DummyFuture: ([{'Timestamp': Timestamp('2021-09-10 17:11:44.889071'), 'ensemble_optimization_score': 0.9911616161616161, 'ensemble_test_score': 0.9899874843554443}], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-17.11.44 for iteration 1.
     tmp_folder/.auto-sklearn
     tmp_folder/space.json
-    tmp_folder/AutoML(1):fd616029-123d-11ec-8668-e1b8f8e61eaf.log
+    tmp_folder/AutoML(1):233279a2-125a-11ec-86aa-9343302980be.log
     tmp_folder/distributed.log
     tmp_folder/smac3-output
 
@@ -188,7 +188,7 @@ Build and fit a classifier
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  20.726 seconds)
+   **Total running time of the script:** ( 0 minutes  23.927 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_debug_logging.py:

development/_sources/examples/40_advanced/example_feature_types.rst.txt

@@ -161,7 +161,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  15.459 seconds)
+   **Total running time of the script:** ( 0 minutes  11.682 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_feature_types.py: