@@ -46,7 +46,7 @@ the search. Currently, there are two changes that can be made to the space:-
4646
4747 .. code-block :: none
4848
49- <smac.runhistory.runhistory.RunHistory object at 0x7fa65ea0d7f0 > [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
49+ <smac.runhistory.runhistory.RunHistory object at 0x7f35a7c0b940 > [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
5050 data_loader:batch_size, Value: 32
5151 encoder:__choice__, Value: 'OneHotEncoder'
5252 feature_preprocessor:__choice__, Value: 'NoFeaturePreprocessor'
@@ -87,7 +87,7 @@ the search. Currently, there are two changes that can be made to the space:-
8787 trainer:StandardTrainer:use_stochastic_weight_averaging, Value: True
8888 trainer:StandardTrainer:weighted_loss, Constant: 1
8989 trainer:__choice__, Value: 'StandardTrainer'
90- , ta_runs=0, ta_time_used=0.0, wallclock_time=0.0022118091583251953 , budget=0), TrajEntry(train_perf=0.16959064327485385, incumbent_id=1, incumbent=Configuration:
90+ , ta_runs=0, ta_time_used=0.0, wallclock_time=0.00197601318359375 , budget=0), TrajEntry(train_perf=0.16959064327485385, incumbent_id=1, incumbent=Configuration:
9191 data_loader:batch_size, Value: 32
9292 encoder:__choice__, Value: 'OneHotEncoder'
9393 feature_preprocessor:__choice__, Value: 'NoFeaturePreprocessor'
@@ -128,19 +128,16 @@ the search. Currently, there are two changes that can be made to the space:-
128128 trainer:StandardTrainer:use_stochastic_weight_averaging, Value: True
129129 trainer:StandardTrainer:weighted_loss, Constant: 1
130130 trainer:__choice__, Value: 'StandardTrainer'
131- , ta_runs=1, ta_time_used=15.02844500541687, wallclock_time=16.55308246612549, budget=5.555555555555555)]
132- {'accuracy': 0.8670520231213873}
133- | | Preprocessing | Estimator | Weight |
134- |---:|:------------------------------------------------------------------|:-------------------------------------------------------------|---------:|
135- | 0 | None | CatBoostClassifier | 0.34 |
136- | 1 | None | RFClassifier | 0.24 |
137- | 2 | SimpleImputer,OneHotEncoder,NoScaler,PolynomialFeatures | no embedding,ResNetBackbone,FullyConnectedHead,nn.Sequential | 0.14 |
138- | 3 | None | ExtraTreesClassifier | 0.1 |
139- | 4 | None | LGBMClassifier | 0.08 |
140- | 5 | SimpleImputer,OneHotEncoder,StandardScaler,NoFeaturePreprocessing | no embedding,MLPBackbone,FullyConnectedHead,nn.Sequential | 0.06 |
141- | 6 | None | SVC | 0.02 |
142- | 7 | None | KNNClassifier | 0.02 |
143- <smac.runhistory.runhistory.RunHistory object at 0x7fa65ee32b50> [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
131+ , ta_runs=1, ta_time_used=12.787853240966797, wallclock_time=14.251850366592407, budget=5.555555555555555)]
132+ {'accuracy': 0.8728323699421965}
133+ | | Preprocessing | Estimator | Weight |
134+ |---:|:----------------|:---------------------|---------:|
135+ | 0 | None | ExtraTreesClassifier | 0.4 |
136+ | 1 | None | RFClassifier | 0.24 |
137+ | 2 | None | LGBMClassifier | 0.2 |
138+ | 3 | None | KNNClassifier | 0.12 |
139+ | 4 | None | CatBoostClassifier | 0.04 |
140+ <smac.runhistory.runhistory.RunHistory object at 0x7f35a7c0bfa0> [TrajEntry(train_perf=2147483648, incumbent_id=1, incumbent=Configuration:
144141 data_loader:batch_size, Value: 32
145142 encoder:__choice__, Value: 'NoEncoder'
146143 feature_preprocessor:__choice__, Value: 'NoFeaturePreprocessor'
@@ -179,7 +176,7 @@ the search. Currently, there are two changes that can be made to the space:-
179176 trainer:StandardTrainer:use_stochastic_weight_averaging, Value: True
180177 trainer:StandardTrainer:weighted_loss, Constant: 1
181178 trainer:__choice__, Value: 'StandardTrainer'
182- , ta_runs=0, ta_time_used=0.0, wallclock_time=0.001974344253540039 , budget=0), TrajEntry(train_perf=0.2222222222222222, incumbent_id=1, incumbent=Configuration:
179+ , ta_runs=0, ta_time_used=0.0, wallclock_time=0.001708984375 , budget=0), TrajEntry(train_perf=0.2222222222222222, incumbent_id=1, incumbent=Configuration:
183180 data_loader:batch_size, Value: 32
184181 encoder:__choice__, Value: 'NoEncoder'
185182 feature_preprocessor:__choice__, Value: 'NoFeaturePreprocessor'
@@ -218,17 +215,18 @@ the search. Currently, there are two changes that can be made to the space:-
218215 trainer:StandardTrainer:use_stochastic_weight_averaging, Value: True
219216 trainer:StandardTrainer:weighted_loss, Constant: 1
220217 trainer:__choice__, Value: 'StandardTrainer'
221- , ta_runs=1, ta_time_used=9.633345603942871 , wallclock_time=11.128498792648315 , budget=5.555555555555555)]
218+ , ta_runs=1, ta_time_used=8.091186046600342 , wallclock_time=9.551165580749512 , budget=5.555555555555555)]
222219 {'accuracy': 0.8554913294797688}
223- | | Preprocessing | Estimator | Weight |
224- |---:|:----------------------------------------------------|:-------------------------------------------------------------|---------:|
225- | 0 | SimpleImputer,NoEncoder,NoScaler,PolynomialFeatures | no embedding,ResNetBackbone,FullyConnectedHead,nn.Sequential | 0.7 |
226- | 1 | None | RFClassifier | 0.1 |
227- | 2 | None | CatBoostClassifier | 0.06 |
228- | 3 | SimpleImputer,NoEncoder,NoScaler,PolynomialFeatures | no embedding,ResNetBackbone,FullyConnectedHead,nn.Sequential | 0.04 |
229- | 4 | None | LGBMClassifier | 0.04 |
230- | 5 | None | ExtraTreesClassifier | 0.04 |
231- | 6 | None | SVC | 0.02 |
220+ | | Preprocessing | Estimator | Weight |
221+ |---:|:----------------------------------------------------|:----------------------------------------------------------------|---------:|
222+ | 0 | SimpleImputer,NoEncoder,NoScaler,PolynomialFeatures | no embedding,ResNetBackbone,FullyConnectedHead,nn.Sequential | 0.4 |
223+ | 1 | None | CatBoostClassifier | 0.16 |
224+ | 2 | SimpleImputer,NoEncoder,Normalizer,KernelPCA | no embedding,ShapedMLPBackbone,FullyConnectedHead,nn.Sequential | 0.14 |
225+ | 3 | None | LGBMClassifier | 0.1 |
226+ | 4 | None | ExtraTreesClassifier | 0.08 |
227+ | 5 | None | RFClassifier | 0.06 |
228+ | 6 | None | SVC | 0.04 |
229+ | 7 | SimpleImputer,NoEncoder,NoScaler,PolynomialFeatures | no embedding,ResNetBackbone,FullyConnectedHead,nn.Sequential | 0.02 |
232230
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@@ -357,7 +355,7 @@ the search. Currently, there are two changes that can be made to the space:-
357355
358356rst-class :: sphx-glr-timing
359357
360- **Total running time of the script: ** ( 11 minutes 39.384 seconds)
358+ **Total running time of the script: ** ( 11 minutes 40.879 seconds)
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363361.. _sphx_glr_download_advanced_tabular_example_custom_configuration_space.py :
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