Source code for smac.acquisition.maximizer.random_search
if n_points > 1:
rand_configs = self._configspace.sample_configuration(size=n_points)
else:
- rand_configs = [self._configspace.sample_configuration(size=1)]
+ rand_configs = [self._configspace.sample_configuration()]
if _sorted:
for i in range(len(rand_configs)):
diff --git a/development/_modules/smac/facade/blackbox_facade.html b/development/_modules/smac/facade/blackbox_facade.html
index 2161670a0..dd80fce4d 100644
--- a/development/_modules/smac/facade/blackbox_facade.html
+++ b/development/_modules/smac/facade/blackbox_facade.html
@@ -1140,11 +1140,11 @@
Source code for smac.facade.blackbox_facade
cont_dims = np.where(np.array(types) == 0)[0]
cat_dims = np.where(np.array(types) != 0)[0]
- if (len(cont_dims) + len(cat_dims)) != len(scenario.configspace.get_hyperparameters()):
+ if (len(cont_dims) + len(cat_dims)) != len(list(scenario.configspace.values())):
raise ValueError(
"The inferred number of continuous and categorical hyperparameters "
"must equal the total number of hyperparameters. Got "
- f"{(len(cont_dims) + len(cat_dims))} != {len(scenario.configspace.get_hyperparameters())}."
+ f"{(len(cont_dims) + len(cat_dims))} != {len(list(scenario.configspace.values()))}."
)
# Constant Kernel
diff --git a/development/_modules/smac/initial_design/abstract_initial_design.html b/development/_modules/smac/initial_design/abstract_initial_design.html
index 589a874c7..94879d45c 100644
--- a/development/_modules/smac/initial_design/abstract_initial_design.html
+++ b/development/_modules/smac/initial_design/abstract_initial_design.html
@@ -1100,7 +1100,7 @@ Source code for smac.initial_design.abstract_initial_design
self._additional_configs = additional_configs
- n_params = len(self._configspace.get_hyperparameters())
+ n_params = len(list(self._configspace.values()))
if n_configs is not None:
logger.info("Using `n_configs` and ignoring `n_configs_per_hyperparameter`.")
self._n_configs = n_configs
@@ -1200,10 +1200,10 @@ Source code for smac.initial_design.abstract_initial_design
configs : list[Configuration]
Continuous transformed configs.
"""
- params = configspace.get_hyperparameters()
+ params = list(configspace.values())
for idx, param in enumerate(params):
if isinstance(param, IntegerHyperparameter):
- design[:, idx] = param._inverse_transform(param._transform(design[:, idx]))
+ design[:, idx] = param.to_vector(param.to_value(design[:, idx]))
elif isinstance(param, NumericalHyperparameter):
continue
elif isinstance(param, Constant):
diff --git a/development/_modules/smac/initial_design/factorial_design.html b/development/_modules/smac/initial_design/factorial_design.html
index 7dd87fc84..f06f70ecd 100644
--- a/development/_modules/smac/initial_design/factorial_design.html
+++ b/development/_modules/smac/initial_design/factorial_design.html
@@ -1045,7 +1045,7 @@ Source code for smac.initial_design.factorial_design
"""Factorial initial design to select corner and middle configurations."""
def _select_configurations(self) -> list[Configuration]:
- params = self._configspace.get_hyperparameters()
+ params = list(self._configspace.values())
values = []
mid = []
diff --git a/development/_modules/smac/initial_design/latin_hypercube_design.html b/development/_modules/smac/initial_design/latin_hypercube_design.html
index 280a5481d..964b67a78 100644
--- a/development/_modules/smac/initial_design/latin_hypercube_design.html
+++ b/development/_modules/smac/initial_design/latin_hypercube_design.html
@@ -1039,7 +1039,7 @@ Source code for smac.initial_design.latin_hypercube_design
"""
def _select_configurations(self) -> list[Configuration]:
- params = self._configspace.get_hyperparameters()
+ params = list(self._configspace.values())
constants = 0
for p in params:
diff --git a/development/_modules/smac/initial_design/random_design.html b/development/_modules/smac/initial_design/random_design.html
index e6905e333..a03aaae31 100644
--- a/development/_modules/smac/initial_design/random_design.html
+++ b/development/_modules/smac/initial_design/random_design.html
@@ -1035,9 +1035,10 @@ Source code for smac.initial_design.random_design
"""Initial design that evaluates random configurations."""
def _select_configurations(self) -> list[Configuration]:
- configs = self._configspace.sample_configuration(size=self._n_configs)
if self._n_configs == 1:
- configs = [configs]
+ configs = [self._configspace.sample_configuration()]
+ else:
+ configs = self._configspace.sample_configuration(size=self._n_configs)
for config in configs:
config.origin = "Initial Design: Random"
return configs
diff --git a/development/_modules/smac/initial_design/sobol_design.html b/development/_modules/smac/initial_design/sobol_design.html
index b1b25d925..464e67804 100644
--- a/development/_modules/smac/initial_design/sobol_design.html
+++ b/development/_modules/smac/initial_design/sobol_design.html
@@ -1045,14 +1045,14 @@ Source code for smac.initial_design.sobol_design
def __init__(self, *args: Any, **kwargs: Any) -> None:
super().__init__(*args, **kwargs)
- if len(self._configspace.get_hyperparameters()) > 21201:
+ if len(list(self._configspace.values())) > 21201:
raise ValueError(
"The default initial design Sobol sequence can only handle up to 21201 dimensions. "
"Please use a different initial design, such as the Latin Hypercube design."
)
def _select_configurations(self) -> list[Configuration]:
- params = self._configspace.get_hyperparameters()
+ params = list(self._configspace.values())
constants = 0
for p in params:
diff --git a/development/_modules/smac/intensifier/successive_halving.html b/development/_modules/smac/intensifier/successive_halving.html
index 3c66e95a6..81a406036 100644
--- a/development/_modules/smac/intensifier/successive_halving.html
+++ b/development/_modules/smac/intensifier/successive_halving.html
@@ -1241,7 +1241,7 @@ Source code for smac.intensifier.successive_halving
for seed, configs in self._tracker[key]:
# We have to make key serializable
new_key = f"{key[0]},{key[1]}"
- tracker[new_key].append((seed, [config.get_dictionary() for config in configs]))
+ tracker[new_key].append((seed, [dict(config) for config in configs]))
return {"tracker": tracker}
diff --git a/development/_modules/smac/main/config_selector.html b/development/_modules/smac/main/config_selector.html
index 5fe5ad9cc..6976bd0e8 100644
--- a/development/_modules/smac/main/config_selector.html
+++ b/development/_modules/smac/main/config_selector.html
@@ -1202,7 +1202,7 @@ Source code for smac.main.config_selector
# the configspace.
logger.debug("No data available to train the model. Sample a random configuration.")
- config = self._scenario.configspace.sample_configuration(1)
+ config = self._scenario.configspace.sample_configuration()
self._call_callbacks_on_end(config)
yield config
self._call_callbacks_on_start()
diff --git a/development/_modules/smac/model/abstract_model.html b/development/_modules/smac/model/abstract_model.html
index fcfe13806..fe41b37c5 100644
--- a/development/_modules/smac/model/abstract_model.html
+++ b/development/_modules/smac/model/abstract_model.html
@@ -1091,7 +1091,7 @@ Source code for smac.model.abstract_model
raise RuntimeError("Instances must have the same number of features.")
self._n_features = n_features
- self._n_hps = len(self._configspace.get_hyperparameters())
+ self._n_hps = len(list(self._configspace.values()))
self._pca = PCA(n_components=self._pca_components)
self._scaler = MinMaxScaler()
diff --git a/development/_modules/smac/model/gaussian_process/abstract_gaussian_process.html b/development/_modules/smac/model/gaussian_process/abstract_gaussian_process.html
index 7385328f0..0ad6b7c25 100644
--- a/development/_modules/smac/model/gaussian_process/abstract_gaussian_process.html
+++ b/development/_modules/smac/model/gaussian_process/abstract_gaussian_process.html
@@ -1194,7 +1194,7 @@ Source code for smac.model.gaussian_process.abstract_gaussian_process
def _set_has_conditions(self) -> None:
"""Sets `has_conditions` on `current_param`."""
- has_conditions = len(self._configspace.get_conditions()) > 0
+ has_conditions = len(self._configspace.conditions) > 0
to_visit = []
to_visit.append(self._kernel)
diff --git a/development/_modules/smac/model/random_forest/abstract_random_forest.html b/development/_modules/smac/model/random_forest/abstract_random_forest.html
index 795ba0837..68a5a0547 100644
--- a/development/_modules/smac/model/random_forest/abstract_random_forest.html
+++ b/development/_modules/smac/model/random_forest/abstract_random_forest.html
@@ -1051,9 +1051,9 @@ Source code for smac.model.random_forest.abstract_random_forest
def _impute_inactive(self, X: np.ndarray) -> np.ndarray:
X = X.copy()
- for idx, hp in enumerate(self._configspace.get_hyperparameters()):
+ for idx, hp in enumerate(list(self._configspace.values())):
if idx not in self._conditional:
- parents = self._configspace.get_parents_of(hp.name)
+ parents = self._configspace.parents_of[hp.name]
if len(parents) == 0:
self._conditional[idx] = False
else:
diff --git a/development/_modules/smac/runhistory/encoder/abstract_encoder.html b/development/_modules/smac/runhistory/encoder/abstract_encoder.html
index 152ddc725..b51eaccbb 100644
--- a/development/_modules/smac/runhistory/encoder/abstract_encoder.html
+++ b/development/_modules/smac/runhistory/encoder/abstract_encoder.html
@@ -1091,7 +1091,7 @@ Source code for smac.runhistory.encoder.abstract_encoder
self._instances = scenario.instances
self._instance_features = scenario.instance_features
self._n_features = scenario.count_instance_features()
- self._n_params = len(scenario.configspace.get_hyperparameters())
+ self._n_params = len(list(scenario.configspace.values()))
if self._instances is not None and self._n_features == 0:
logger.warning(
diff --git a/development/_modules/smac/runhistory/runhistory.html b/development/_modules/smac/runhistory/runhistory.html
index fe19f348e..e3d69f7a9 100644
--- a/development/_modules/smac/runhistory/runhistory.html
+++ b/development/_modules/smac/runhistory/runhistory.html
@@ -1308,7 +1308,7 @@ Source code for smac.runhistory.runhistory
# Construct keys and values for the data dictionary
for key, value in (
- ("config", config.get_dictionary()),
+ ("config", dict(config)),
("config_id", config_id),
("instance", instance),
("seed", seed),
@@ -1886,7 +1886,7 @@ Source code for smac.runhistory.runhistory
config_origins = {}
for id_, config in self._ids_config.items():
if id_ in config_ids_to_serialize:
- configs[id_] = config.get_dictionary()
+ configs[id_] = dict(config)
config_origins[id_] = config.origin
diff --git a/development/_modules/smac/runner/target_function_script_runner.html b/development/_modules/smac/runner/target_function_script_runner.html
index a978bba3f..ca47a49c9 100644
--- a/development/_modules/smac/runner/target_function_script_runner.html
+++ b/development/_modules/smac/runner/target_function_script_runner.html
@@ -1157,7 +1157,7 @@ Source code for smac.runner.target_function_script_runner
status = StatusType.SUCCESS
# Add config arguments to the kwargs
- for k, v in config.get_dictionary().items():
+ for k, v in dict(config).items():
if k in kwargs:
raise RuntimeError(f"The key {k} is already in use. Please use a different one.")
kwargs[k] = v
diff --git a/development/_modules/smac/utils/configspace.html b/development/_modules/smac/utils/configspace.html
index cc24924bd..906a46dfb 100644
--- a/development/_modules/smac/utils/configspace.html
+++ b/development/_modules/smac/utils/configspace.html
@@ -1079,11 +1079,11 @@ Source code for smac.utils.configspace
The bounds for the instance features are *not* added in this function.
"""
# Extract types vector for rf from config space and the bounds
- types = [0] * len(configspace.get_hyperparameters())
+ types = [0] * len(list(configspace.values()))
bounds = [(np.nan, np.nan)] * len(types)
- for i, param in enumerate(configspace.get_hyperparameters()):
- parents = configspace.get_parents_of(param.name)
+ for i, param in enumerate(list(configspace.values())):
+ parents = configspace.parents_of[param.name]
if len(parents) == 0:
can_be_inactive = False
else:
diff --git a/development/_sources/examples/1_basics/1_quadratic_function.rst.txt b/development/_sources/examples/1_basics/1_quadratic_function.rst.txt
index ba58b4776..94b62e0f0 100644
--- a/development/_sources/examples/1_basics/1_quadratic_function.rst.txt
+++ b/development/_sources/examples/1_basics/1_quadratic_function.rst.txt
@@ -161,7 +161,7 @@ be applied to problems with large evaluation budgets (up to 1000 evaluations).
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 4.138 seconds)
+ **Total running time of the script:** (0 minutes 4.059 seconds)
.. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:
diff --git a/development/_sources/examples/1_basics/2_svm_cv.rst.txt b/development/_sources/examples/1_basics/2_svm_cv.rst.txt
index 73f727bf5..8745cedde 100644
--- a/development/_sources/examples/1_basics/2_svm_cv.rst.txt
+++ b/development/_sources/examples/1_basics/2_svm_cv.rst.txt
@@ -260,7 +260,7 @@ types as well as conditional hyperparameters.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 1.454 seconds)
+ **Total running time of the script:** (0 minutes 1.428 seconds)
.. _sphx_glr_download_examples_1_basics_2_svm_cv.py:
diff --git a/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt b/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt
index d634718f3..df1714658 100644
--- a/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt
+++ b/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt
@@ -136,7 +136,7 @@ This examples show how to use the Ask-and-Tell interface.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 3.818 seconds)
+ **Total running time of the script:** (0 minutes 3.680 seconds)
.. _sphx_glr_download_examples_1_basics_3_ask_and_tell.py:
diff --git a/development/_sources/examples/1_basics/4_callback.rst.txt b/development/_sources/examples/1_basics/4_callback.rst.txt
index 11811ee6a..fee4b4db4 100644
--- a/development/_sources/examples/1_basics/4_callback.rst.txt
+++ b/development/_sources/examples/1_basics/4_callback.rst.txt
@@ -146,7 +146,7 @@ Furthermore, we print some stages of the optimization process.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 0.163 seconds)
+ **Total running time of the script:** (0 minutes 0.242 seconds)
.. _sphx_glr_download_examples_1_basics_4_callback.py:
diff --git a/development/_sources/examples/1_basics/5_continue.rst.txt b/development/_sources/examples/1_basics/5_continue.rst.txt
index edcc108f4..7985a57be 100644
--- a/development/_sources/examples/1_basics/5_continue.rst.txt
+++ b/development/_sources/examples/1_basics/5_continue.rst.txt
@@ -172,7 +172,7 @@ there already is a previous run with the same meta data, this run will be contin
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 1.587 seconds)
+ **Total running time of the script:** (0 minutes 1.495 seconds)
.. _sphx_glr_download_examples_1_basics_5_continue.py:
diff --git a/development/_sources/examples/1_basics/6_priors.rst.txt b/development/_sources/examples/1_basics/6_priors.rst.txt
index 357173791..9abeb1e50 100644
--- a/development/_sources/examples/1_basics/6_priors.rst.txt
+++ b/development/_sources/examples/1_basics/6_priors.rst.txt
@@ -229,7 +229,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 37.400 seconds)
+ **Total running time of the script:** (0 minutes 37.984 seconds)
.. _sphx_glr_download_examples_1_basics_6_priors.py:
diff --git a/development/_sources/examples/1_basics/sg_execution_times.rst.txt b/development/_sources/examples/1_basics/sg_execution_times.rst.txt
index 9584c2fb2..3a61cc92a 100644
--- a/development/_sources/examples/1_basics/sg_execution_times.rst.txt
+++ b/development/_sources/examples/1_basics/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:48.560** total execution time for 6 files **from examples/1_basics**:
+**00:48.888** total execution time for 6 files **from examples/1_basics**:
.. container::
@@ -33,20 +33,20 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)
- - 00:37.400
+ - 00:37.984
- 0.0
* - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
- - 00:04.138
+ - 00:04.059
- 0.0
* - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
- - 00:03.818
+ - 00:03.680
- 0.0
* - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
- - 00:01.587
+ - 00:01.495
- 0.0
* - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
- - 00:01.454
+ - 00:01.428
- 0.0
* - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
- - 00:00.163
+ - 00:00.242
- 0.0
diff --git a/development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt b/development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt
index e6b07322b..231330efd 100644
--- a/development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt
+++ b/development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt
@@ -66,17 +66,24 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
[INFO][smbo.py:320] Finished 0 trials.
[INFO][smbo.py:320] Finished 0 trials.
[INFO][smbo.py:320] Finished 0 trials.
+ [INFO][smbo.py:320] Finished 50 trials.
+ [INFO][smbo.py:320] Finished 100 trials.
+ [INFO][smbo.py:320] Finished 100 trials.
+ [INFO][smbo.py:320] Finished 100 trials.
+ [INFO][smbo.py:320] Finished 100 trials.
+ [INFO][smbo.py:320] Finished 100 trials.
+ [INFO][smbo.py:320] Finished 100 trials.
[INFO][smbo.py:328] Configuration budget is exhausted:
- [INFO][smbo.py:329] --- Remaining wallclock time: -3.4835309982299805
+ [INFO][smbo.py:329] --- Remaining wallclock time: -2.697413444519043
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 175
+ [INFO][smbo.py:331] --- Remaining trials: 139
Default cost (SuccessiveHalving): 0.36672856700711853
Incumbent cost (SuccessiveHalving): inf
[INFO][abstract_initial_design.py:82] Using `n_configs` and ignoring `n_configs_per_hyperparameter`.
[INFO][abstract_facade.py:203] Workers are reduced to 8.
/opt/hostedtoolcache/Python/3.10.15/x64/lib/python3.10/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.
Perhaps you already have a cluster running?
- Hosting the HTTP server on port 43263 instead
+ Hosting the HTTP server on port 33019 instead
warnings.warn(
[INFO][abstract_initial_design.py:147] Using 5 initial design configurations and 0 additional configurations.
[INFO][successive_halving.py:164] Successive Halving uses budget type BUDGETS with eta 3, min budget 1, and max budget 25.
@@ -99,19 +106,18 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
[INFO][abstract_intensifier.py:516] Added config e458ff as new incumbent because there are no incumbents yet.
[INFO][smbo.py:320] Finished 50 trials.
[INFO][smbo.py:320] Finished 50 trials.
- [INFO][abstract_intensifier.py:595] Added config 0d0708 and rejected config e458ff as incumbent because it is not better than the incumbents on 1 instances:
- [INFO][smbo.py:320] Finished 100 trials.
- [INFO][smbo.py:320] Finished 100 trials.
- [INFO][abstract_intensifier.py:595] Added config ebffad and rejected config 0d0708 as incumbent because it is not better than the incumbents on 1 instances:
+ [INFO][smbo.py:320] Finished 50 trials.
+ [INFO][abstract_intensifier.py:595] Added config e88f5d and rejected config e458ff as incumbent because it is not better than the incumbents on 1 instances:
+ [INFO][abstract_intensifier.py:595] Added config a42e18 and rejected config e88f5d as incumbent because it is not better than the incumbents on 1 instances:
[INFO][smbo.py:320] Finished 150 trials.
[INFO][smbo.py:320] Finished 150 trials.
[INFO][smbo.py:320] Finished 150 trials.
[INFO][smbo.py:328] Configuration budget is exhausted:
- [INFO][smbo.py:329] --- Remaining wallclock time: -1.365504503250122
+ [INFO][smbo.py:329] --- Remaining wallclock time: -1.6502177715301514
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 167
+ [INFO][smbo.py:331] --- Remaining trials: 193
Default cost (Hyperband): 0.36672856700711853
- Incumbent cost (Hyperband): 0.023375116063138357
+ Incumbent cost (Hyperband): 0.025598885793871817
@@ -290,7 +296,7 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (2 minutes 18.785 seconds)
+ **Total running time of the script:** (2 minutes 13.513 seconds)
.. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:
diff --git a/development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt b/development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt
index bf5d1929f..b7e413118 100644
--- a/development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt
+++ b/development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt
@@ -69,9 +69,9 @@ the target function now is required to have an instance argument.
[INFO][abstract_intensifier.py:595] Added config 9caeb6 and rejected config 85083c as incumbent because it is not better than the incumbents on 45 instances:
[INFO][smbo.py:320] Finished 450 trials.
[INFO][smbo.py:328] Configuration budget is exhausted:
- [INFO][smbo.py:329] --- Remaining wallclock time: -0.05236172676086426
+ [INFO][smbo.py:329] --- Remaining wallclock time: -0.0702211856842041
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 4545
+ [INFO][smbo.py:331] --- Remaining trials: 4543
Default cost: 0.15489347419148672
Incumbent cost: 0.00426383387912454
@@ -213,7 +213,7 @@ the target function now is required to have an instance argument.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 34.157 seconds)
+ **Total running time of the script:** (0 minutes 34.272 seconds)
.. _sphx_glr_download_examples_2_multi_fidelity_2_sgd_datasets.py:
diff --git a/development/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt b/development/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt
index 5ed79da72..ae7100ce1 100644
--- a/development/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt
+++ b/development/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt
@@ -206,7 +206,7 @@ in terms of the fidelity units and let SMAC calculate how many trials that would
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 7.678 seconds)
+ **Total running time of the script:** (0 minutes 7.703 seconds)
.. _sphx_glr_download_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py:
diff --git a/development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt b/development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt
index e1ae9fbbf..781bf2942 100644
--- a/development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt
+++ b/development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**03:00.620** total execution time for 3 files **from examples/2_multi_fidelity**:
+**02:55.488** total execution time for 3 files **from examples/2_multi_fidelity**:
.. container::
@@ -33,11 +33,11 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)
- - 02:18.785
+ - 02:13.513
- 0.0
* - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``)
- - 00:34.157
+ - 00:34.272
- 0.0
* - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``3_specify_HB_via_total_budget.py``)
- - 00:07.678
+ - 00:07.703
- 0.0
diff --git a/development/_sources/examples/3_multi_objective/1_schaffer.rst.txt b/development/_sources/examples/3_multi_objective/1_schaffer.rst.txt
index dd5d5f59e..d16fbd891 100644
--- a/development/_sources/examples/3_multi_objective/1_schaffer.rst.txt
+++ b/development/_sources/examples/3_multi_objective/1_schaffer.rst.txt
@@ -464,7 +464,7 @@ SMAC prioritizes the second objective over the first one.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 8.222 seconds)
+ **Total running time of the script:** (0 minutes 8.486 seconds)
.. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:
diff --git a/development/_sources/examples/3_multi_objective/2_parego.rst.txt b/development/_sources/examples/3_multi_objective/2_parego.rst.txt
index 16c4fa304..e6f8e2b31 100644
--- a/development/_sources/examples/3_multi_objective/2_parego.rst.txt
+++ b/development/_sources/examples/3_multi_objective/2_parego.rst.txt
@@ -47,31 +47,26 @@ mean accuracy and run-time of each configuration.
[INFO][abstract_intensifier.py:516] Added config 52ff44 as new incumbent because there are no incumbents yet.
[INFO][abstract_intensifier.py:603] Config 9158d8 is a new incumbent. Total number of incumbents: 2.
[INFO][abstract_intensifier.py:603] Config 86d8df is a new incumbent. Total number of incumbents: 3.
- [INFO][abstract_intensifier.py:595] Added config 48cf9c and rejected config 86d8df as incumbent because it is not better than the incumbents on 2 instances:
- [INFO][abstract_intensifier.py:595] Added config da1f2c and rejected config 48cf9c as incumbent because it is not better than the incumbents on 2 instances:
- [INFO][abstract_intensifier.py:603] Config 1847ff is a new incumbent. Total number of incumbents: 4.
- [INFO][abstract_intensifier.py:603] Config 691067 is a new incumbent. Total number of incumbents: 5.
- [INFO][abstract_intensifier.py:595] Added config 6fab42 and rejected config 691067 as incumbent because it is not better than the incumbents on 2 instances:
- [INFO][abstract_intensifier.py:603] Config eab246 is a new incumbent. Total number of incumbents: 6.
- [INFO][abstract_intensifier.py:595] Added config 1e7c5f and rejected config 6fab42 as incumbent because it is not better than the incumbents on 2 instances:
- [INFO][abstract_intensifier.py:603] Config 76b96d is a new incumbent. Total number of incumbents: 7.
- [INFO][abstract_intensifier.py:603] Config c24cf2 is a new incumbent. Total number of incumbents: 8.
+ [INFO][abstract_intensifier.py:595] Added config 027abf and rejected config 86d8df as incumbent because it is not better than the incumbents on 2 instances:
+ [INFO][abstract_intensifier.py:595] Added config f28300 and rejected config 027abf as incumbent because it is not better than the incumbents on 2 instances:
+ [INFO][abstract_intensifier.py:603] Config 07d6d9 is a new incumbent. Total number of incumbents: 4.
+ [INFO][abstract_intensifier.py:595] Added config 7ef3f4 and rejected config f28300 as incumbent because it is not better than the incumbents on 2 instances:
+ [INFO][abstract_intensifier.py:603] Config 677ecc is a new incumbent. Total number of incumbents: 5.
+ [INFO][abstract_intensifier.py:603] Config c24cf2 is a new incumbent. Total number of incumbents: 6.
[INFO][smbo.py:328] Configuration budget is exhausted:
- [INFO][smbo.py:329] --- Remaining wallclock time: -4.633282423019409
+ [INFO][smbo.py:329] --- Remaining wallclock time: -3.281644582748413
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 156
+ [INFO][smbo.py:331] --- Remaining trials: 157
Validated costs from default config:
- --- [0.60155834 0.16149068]
+ --- [0.60155834 0.16143703]
Validated costs from the Pareto front (incumbents):
- --- [0.72761606 0.17932343]
- --- [0.05092309 0.66289711]
- --- [0.06205432 0.3819797 ]
- --- [0.05565073 0.42605591]
- --- [0.27604766 0.26665437]
- --- [0.08153281 0.32237256]
- --- [0.0740243 0.37594187]
- --- [0.66499923 0.25140631]
+ --- [0.72761606 0.18777549]
+ --- [0.05092309 0.67320907]
+ --- [0.05036444 0.75177574]
+ --- [0.05843779 0.33375299]
+ --- [0.0422996 0.96070361]
+ --- [0.66499923 0.27628326]
@@ -252,7 +247,7 @@ mean accuracy and run-time of each configuration.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 40.821 seconds)
+ **Total running time of the script:** (0 minutes 40.211 seconds)
.. _sphx_glr_download_examples_3_multi_objective_2_parego.py:
diff --git a/development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt b/development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt
index 0dcfd362e..9d6e0d664 100644
--- a/development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt
+++ b/development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:49.043** total execution time for 2 files **from examples/3_multi_objective**:
+**00:48.696** total execution time for 2 files **from examples/3_multi_objective**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)
- - 00:40.821
+ - 00:40.211
- 0.0
* - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``)
- - 00:08.222
+ - 00:08.486
- 0.0
diff --git a/development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt b/development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt
index eafd688b1..01a944871 100644
--- a/development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt
+++ b/development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt
@@ -112,7 +112,7 @@ This simple example shows how to call a script with the following content:
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 18.205 seconds)
+ **Total running time of the script:** (0 minutes 18.325 seconds)
.. _sphx_glr_download_examples_5_commandline_1_call_target_function_script.py:
diff --git a/development/_sources/examples/5_commandline/sg_execution_times.rst.txt b/development/_sources/examples/5_commandline/sg_execution_times.rst.txt
index 8a1bad33d..10b853606 100644
--- a/development/_sources/examples/5_commandline/sg_execution_times.rst.txt
+++ b/development/_sources/examples/5_commandline/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:18.205** total execution time for 1 file **from examples/5_commandline**:
+**00:18.325** total execution time for 1 file **from examples/5_commandline**:
.. container::
@@ -33,5 +33,5 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``1_call_target_function_script.py``)
- - 00:18.205
+ - 00:18.325
- 0.0
diff --git a/development/_sources/sg_execution_times.rst.txt b/development/_sources/sg_execution_times.rst.txt
index 33fa1a9cf..3d74219e4 100644
--- a/development/_sources/sg_execution_times.rst.txt
+++ b/development/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**04:56.428** total execution time for 12 files **from all galleries**:
+**04:51.397** total execution time for 12 files **from all galleries**:
.. container::
@@ -33,38 +33,38 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``../examples/2_multi_fidelity/1_mlp_epochs.py``)
- - 02:18.785
+ - 02:13.513
- 0.0
* - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
- - 00:40.821
+ - 00:40.211
- 0.0
* - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``)
- - 00:37.400
+ - 00:37.984
- 0.0
* - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
- - 00:34.157
+ - 00:34.272
- 0.0
* - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``)
- - 00:18.205
+ - 00:18.325
- 0.0
* - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``)
- - 00:08.222
+ - 00:08.486
- 0.0
* - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``../examples/2_multi_fidelity/3_specify_HB_via_total_budget.py``)
- - 00:07.678
+ - 00:07.703
- 0.0
* - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``)
- - 00:04.138
+ - 00:04.059
- 0.0
* - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``)
- - 00:03.818
+ - 00:03.680
- 0.0
* - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
- - 00:01.587
+ - 00:01.495
- 0.0
* - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``)
- - 00:01.454
+ - 00:01.428
- 0.0
* - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``)
- - 00:00.163
+ - 00:00.242
- 0.0
diff --git a/development/examples/1_basics/1_quadratic_function.html b/development/examples/1_basics/1_quadratic_function.html
index 76a8cc766..882c6ced5 100644
--- a/development/examples/1_basics/1_quadratic_function.html
+++ b/development/examples/1_basics/1_quadratic_function.html
@@ -1158,7 +1158,7 @@
plot(smac.runhistory, incumbent)
-Total running time of the script: (0 minutes 4.138 seconds)
+Total running time of the script: (0 minutes 4.059 seconds)
-Total running time of the script: (0 minutes 1.454 seconds)
+Total running time of the script: (0 minutes 1.428 seconds)
-Total running time of the script: (0 minutes 3.818 seconds)
+Total running time of the script: (0 minutes 3.680 seconds)
-Total running time of the script: (0 minutes 0.163 seconds)
+Total running time of the script: (0 minutes 0.242 seconds)
-Total running time of the script: (0 minutes 1.587 seconds)
+Total running time of the script: (0 minutes 1.495 seconds)
-Total running time of the script: (0 minutes 37.400 seconds)
+Total running time of the script: (0 minutes 37.984 seconds)
diff --git a/development/examples/1_basics/sg_execution_times.html b/development/examples/1_basics/sg_execution_times.html
index d3acb4e58..26b0e599c 100644
--- a/development/examples/1_basics/sg_execution_times.html
+++ b/development/examples/1_basics/sg_execution_times.html
@@ -1035,7 +1035,7 @@
Computation timesΒΆ
-00:48.560 total execution time for 6 files from examples/1_basics:
+00:48.888 total execution time for 6 files from examples/1_basics: