Source code for smac.acquisition.maximizer.local_and_random_search
A version of the user-defined ConfigurationSpace where all parameters are uniform (or have their weights removed
in the case of a categorical hyperparameter). Can optionally be given and sampling ratios be defined via the
`prior_sampling_fraction` parameter.
+ uniform_configspace : ConfigurationSpace
+ A version of the user-defined ConfigurationSpace where all parameters are uniform (or have their weights removed
+ in the case of a categorical hyperparameter). Can optionally be given and sampling ratios be defined via the
+ `prior_sampling_fraction` parameter.
acquisition_function : AbstractAcquisitionFunction | None, defaults to None
challengers : int, defaults to 5000
Number of challengers.
@@ -1070,6 +1075,9 @@
Source code for smac.acquisition.maximizer.local_and_random_search
prior_sampling_fraction: float, defaults to 0.5
The ratio of random samples that are taken from the user-defined ConfigurationSpace, as opposed to the uniform
version (needs `uniform_configspace`to be defined).
+ prior_sampling_fraction: float, defaults to 0.5
+ The ratio of random samples that are taken from the user-defined ConfigurationSpace, as opposed to the uniform
+ version (needs `uniform_configspace`to be defined).
seed : int, defaults to 0
"""
@@ -1092,6 +1100,28 @@
Source code for smac.acquisition.maximizer.local_and_random_search
seed=seed,
)
+ if uniform_configspace is not None and prior_sampling_fraction is None:
+ prior_sampling_fraction = 0.5
+ if uniform_configspace is None and prior_sampling_fraction is not None:
+ raise ValueError("If `prior_sampling_fraction` is given, `uniform_configspace` must be defined.")
+ if uniform_configspace is not None and prior_sampling_fraction is not None:
+ self._prior_random_search = RandomSearch(
+ acquisition_function=acquisition_function,
+ configspace=configspace,
+ seed=seed,
+ )
+
+ self._uniform_random_search = RandomSearch(
+ acquisition_function=acquisition_function,
+ configspace=uniform_configspace,
+ seed=seed,
+ )
+ else:
+ self._random_search = RandomSearch(
+ configspace=configspace,
+ acquisition_function=acquisition_function,
+ seed=seed,
+ )
if uniform_configspace is not None and prior_sampling_fraction is None:
prior_sampling_fraction = 0.5
if uniform_configspace is None and prior_sampling_fraction is not None:
@@ -1126,6 +1156,8 @@
Source code for smac.acquisition.maximizer.local_and_random_search
self._local_search_iterations = local_search_iterations
self._prior_sampling_fraction = prior_sampling_fraction
self._uniform_configspace = uniform_configspace
+ self._prior_sampling_fraction = prior_sampling_fraction
+ self._uniform_configspace = uniform_configspace
@property
def acquisition_function(self) -> AbstractAcquisitionFunction | None: # noqa: D102
@@ -1135,6 +1167,11 @@
Source code for smac.acquisition.maximizer.local_and_random_search
@acquisition_function.setter
def acquisition_function(self, acquisition_function: AbstractAcquisitionFunction) -> None:
self._acquisition_function = acquisition_function
+ if self._uniform_configspace is not None:
+ self._prior_random_search._acquisition_function = acquisition_function
+ self._uniform_random_search._acquisition_function = acquisition_function
+ else:
+ self._random_search._acquisition_function = acquisition_function
if self._uniform_configspace is not None:
self._prior_random_search._acquisition_function = acquisition_function
self._uniform_random_search._acquisition_function = acquisition_function
@@ -1160,6 +1197,21 @@
diff --git a/development/examples/1_basics/sg_execution_times.html b/development/examples/1_basics/sg_execution_times.html
index 845d64a1d..951c32d37 100644
--- a/development/examples/1_basics/sg_execution_times.html
+++ b/development/examples/1_basics/sg_execution_times.html
@@ -1035,7 +1035,7 @@
Source code for smac.acquisition.maximizer.local_and_random_search
"local_search": self._local_search.meta,
}
)
+ if self._uniform_configspace is None:
+ meta.update(
+ {
+ "random_search": self._random_search.meta,
+ "local_search": self._local_search.meta,
+ }
+ )
+ else:
+ meta.update(
+ {
+ "prior_random_search": self._prior_random_search.meta,
+ "uniform_random_search": self._uniform_random_search.meta,
+ "local_search": self._local_search.meta,
+ }
+ )
return meta
@@ -1194,6 +1246,9 @@
-Source code for smac.acquisition.maximizer.local_and_random_search
_sorted=True,
)
+ # Choose the best self._local_search_iterations random configs to start the local search, and choose only
+ # incumbent from previous configs
+ random_starting_points = next_configs_by_random_search_sorted[: self._local_search_iterations]
# Choose the best self._local_search_iterations random configs to start the local search, and choose only
# incumbent from previous configs
random_starting_points = next_configs_by_random_search_sorted[: self._local_search_iterations]
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 7cd3cf507..a79fd9578 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 4.230 seconds)
+ **Total running time of the script:** (0 minutes 4.357 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 d4aa4e0ed..12db1bb4e 100644
--- a/development/_sources/examples/1_basics/2_svm_cv.rst.txt
+++ b/development/_sources/examples/1_basics/2_svm_cv.rst.txt
@@ -387,7 +387,7 @@ types as well as conditional hyperparameters.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 2.871 seconds)
+ **Total running time of the script:** (0 minutes 2.925 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 d2b2d3cb0..b6896df90 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 3.813 seconds)
+ **Total running time of the script:** (0 minutes 3.960 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 972af4fa8..8095644ed 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 0.157 seconds)
+ **Total running time of the script:** (0 minutes 0.158 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 0e807b40d..40955bc3f 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 1.473 seconds)
+ **Total running time of the script:** (0 minutes 1.536 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 98c3065a8..1d2ea6eda 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 39.241 seconds)
+ **Total running time of the script:** (0 minutes 39.668 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 5ade2ea5d..42a04fcda 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
=================
-**00:51.785** total execution time for 6 files **from examples/1_basics**:
+**00:52.605** 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``)
- - 00:39.241
+ - 00:39.668
- 0.0
* - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
- - 00:04.230
+ - 00:04.357
- 0.0
* - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
- - 00:03.813
+ - 00:03.960
- 0.0
* - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
- - 00:02.871
+ - 00:02.925
- 0.0
* - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
- - 00:01.473
+ - 00:01.536
- 0.0
* - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
- - 00:00.157
+ - 00:00.158
- 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 ebd5b1a05..8bd2e2b6d 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
@@ -66,22 +66,17 @@ 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 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 150 trials.
[INFO][smbo.py:328] Configuration budget is exhausted:
- [INFO][smbo.py:329] --- Remaining wallclock time: -3.242112874984741
+ [INFO][smbo.py:329] --- Remaining wallclock time: -0.20072674751281738
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 139
+ [INFO][smbo.py:331] --- Remaining trials: 175
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/3.10.14/x64/lib/python3.10/site-packages/distributed/node.py:182: UserWarning: Port 8787 is already in use.
Perhaps you already have a cluster running?
- Hosting the HTTP server on port 36157 instead
+ Hosting the HTTP server on port 42409 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.
@@ -102,19 +97,17 @@ 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][abstract_intensifier.py:516] Added config 6ad6db as new incumbent because there are no incumbents yet.
- [INFO][abstract_intensifier.py:595] Added config 16c413 and rejected config 6ad6db as incumbent because it is not better than the incumbents on 1 instances:
- [INFO][abstract_intensifier.py:595] Added config 0cbe96 and rejected config 16c413 as incumbent because it is not better than the incumbents on 1 instances:
- [INFO][smbo.py:320] Finished 100 trials.
+ [INFO][abstract_intensifier.py:595] Added config c7974e and rejected config 6ad6db as incumbent because it is not better than the incumbents on 1 instances:
+ [INFO][abstract_intensifier.py:595] Added config e51ac6 and rejected config c7974e as incumbent because it is not better than the incumbents on 1 instances:
+ [INFO][abstract_intensifier.py:595] Added config a9f9c9 and rejected config e51ac6 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 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: -1.3503968715667725
+ [INFO][smbo.py:329] --- Remaining wallclock time: -0.8839964866638184
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 175
+ [INFO][smbo.py:331] --- Remaining trials: 236
+ [INFO][abstract_intensifier.py:595] Added config 07ad81 and rejected config a9f9c9 as incumbent because it is not better than the incumbents on 1 instances:
Default cost (Hyperband): 0.36672856700711853
- Incumbent cost (Hyperband): 0.02226245744351585
+ Incumbent cost (Hyperband): 0.025601980810894487
@@ -293,7 +286,7 @@ 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 11.394 seconds)
+ **Total running time of the script:** (2 minutes 21.761 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 5ea10ea85..bb34cb69d 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 2cdaac and rejected config 25625b 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: -0.06367897987365723
+ [INFO][smbo.py:329] --- Remaining wallclock time: -0.06589818000793457
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 4539
+ [INFO][smbo.py:331] --- Remaining trials: 4549
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 34.308 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 9759bd793..b442f9939 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 7.667 seconds)
+ **Total running time of the script:** (0 minutes 8.137 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 8a2c9b19a..ae7fc63e4 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
=================
-**02:53.218** total execution time for 3 files **from examples/2_multi_fidelity**:
+**03:04.206** 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``)
- - 02:11.394
+ - 02:21.761
- 0.0
* - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``)
- - 00:34.157
+ - 00:34.308
- 0.0
* - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``3_specify_HB_via_total_budget.py``)
- - 00:07.667
+ - 00:08.137
- 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 aa27ccadb..be252e592 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 8.079 seconds)
+ **Total running time of the script:** (0 minutes 8.573 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 8ee7ae781..cd6615479 100644
--- a/development/_sources/examples/3_multi_objective/2_parego.rst.txt
+++ b/development/_sources/examples/3_multi_objective/2_parego.rst.txt
@@ -47,29 +47,27 @@ mean accuracy and run-time of each configuration.
[INFO][abstract_intensifier.py:516] Added config 71813f as new incumbent because there are no incumbents yet.
[INFO][abstract_intensifier.py:603] Config bb3711 is a new incumbent. Total number of incumbents: 2.
[INFO][abstract_intensifier.py:603] Config f07b8c is a new incumbent. Total number of incumbents: 3.
- [INFO][abstract_intensifier.py:603] Config d2ff60 is a new incumbent. Total number of incumbents: 3.
- [INFO][abstract_intensifier.py:603] Config ca383c is a new incumbent. Total number of incumbents: 4.
- [INFO][abstract_intensifier.py:603] Config f8a1bf is a new incumbent. Total number of incumbents: 5.
- [INFO][abstract_intensifier.py:603] Config 93c51e is a new incumbent. Total number of incumbents: 6.
- [INFO][abstract_intensifier.py:603] Config 3a2bf4 is a new incumbent. Total number of incumbents: 7.
- [INFO][abstract_intensifier.py:595] Added config b820c4 and rejected config d2ff60 as incumbent because it is not better than the incumbents on 2 instances:
- [INFO][abstract_intensifier.py:603] Config 677c52 is a new incumbent. Total number of incumbents: 8.
+ [INFO][abstract_intensifier.py:595] Added config 57015b and rejected config f07b8c as incumbent because it is not better than the incumbents on 2 instances:
+ [INFO][abstract_intensifier.py:603] Config f48c20 is a new incumbent. Total number of incumbents: 3.
+ [INFO][abstract_intensifier.py:603] Config 676f79 is a new incumbent. Total number of incumbents: 4.
+ [INFO][abstract_intensifier.py:603] Config 46b5e0 is a new incumbent. Total number of incumbents: 5.
+ [INFO][abstract_intensifier.py:595] Added config 812ccb and rejected config f48c20 as incumbent because it is not better than the incumbents on 2 instances:
+ [INFO][abstract_intensifier.py:595] Added config 73f5f8 and rejected config 46b5e0 as incumbent because it is not better than the incumbents on 2 instances:
+ [INFO][abstract_intensifier.py:603] Config d386ac is a new incumbent. Total number of incumbents: 6.
[INFO][smbo.py:328] Configuration budget is exhausted:
- [INFO][smbo.py:329] --- Remaining wallclock time: -0.09207987785339355
+ [INFO][smbo.py:329] --- Remaining wallclock time: -4.663154125213623
[INFO][smbo.py:330] --- Remaining cpu time: inf
- [INFO][smbo.py:331] --- Remaining trials: 154
+ [INFO][smbo.py:331] --- Remaining trials: 156
Validated costs from default config:
- --- [0.60155834 0.13994396]
+ --- [0.60155834 0.15791059]
Validated costs from the Pareto front (incumbents):
- --- [0.05092309 0.72383893]
- --- [0.17335887 0.13610137]
- --- [0.44185701 0.09644115]
- --- [0.32333024 0.09886384]
- --- [0.36314067 0.09656918]
- --- [0.26377902 0.11410975]
- --- [0.1958991 0.12330329]
- --- [0.14580935 0.19128227]
+ --- [0.72761606 0.20648742]
+ --- [0.03867456 0.55267382]
+ --- [0.10851594 0.47061956]
+ --- [0.15638425 0.33945799]
+ --- [0.2434788 0.27383113]
+ --- [0.29467038 0.22061384]
@@ -250,7 +248,7 @@ mean accuracy and run-time of each configuration.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 33.699 seconds)
+ **Total running time of the script:** (0 minutes 39.391 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 a6a6901f4..73fd5fe61 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
=================
-**00:41.779** total execution time for 2 files **from examples/3_multi_objective**:
+**00:47.965** 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``)
- - 00:33.699
+ - 00:39.391
- 0.0
* - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``)
- - 00:08.079
+ - 00:08.573
- 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 b44666b6e..46f98b2b2 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 19.775 seconds)
+ **Total running time of the script:** (0 minutes 19.936 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 69bfe3b7b..bcffb195a 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
=================
-**00:19.775** total execution time for 1 file **from examples/5_commandline**:
+**00:19.936** 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``)
- - 00:19.775
+ - 00:19.936
- 0.0
diff --git a/development/_sources/sg_execution_times.rst.txt b/development/_sources/sg_execution_times.rst.txt
index 11103f7b1..eb8841583 100644
--- a/development/_sources/sg_execution_times.rst.txt
+++ b/development/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**04:46.557** total execution time for 12 files **from all galleries**:
+**05:04.712** 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``)
- - 02:11.394
+ - 02:21.761
- 0.0
* - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``)
- - 00:39.241
- - 0.0
- * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
- - 00:34.157
+ - 00:39.668
- 0.0
* - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
- - 00:33.699
+ - 00:39.391
+ - 0.0
+ * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
+ - 00:34.308
- 0.0
* - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``)
- - 00:19.775
+ - 00:19.936
- 0.0
* - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``)
- - 00:08.079
+ - 00:08.573
- 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``)
- - 00:07.667
+ - 00:08.137
- 0.0
* - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``)
- - 00:04.230
+ - 00:04.357
- 0.0
* - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``)
- - 00:03.813
+ - 00:03.960
- 0.0
* - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``)
- - 00:02.871
+ - 00:02.925
- 0.0
* - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
- - 00:01.473
+ - 00:01.536
- 0.0
* - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``)
- - 00:00.157
+ - 00:00.158
- 0.0
diff --git a/development/api/smac.acquisition.maximizer.html b/development/api/smac.acquisition.maximizer.html
index d555a0079..1b69bbe5f 100644
--- a/development/api/smac.acquisition.maximizer.html
+++ b/development/api/smac.acquisition.maximizer.html
@@ -1240,6 +1240,7 @@ Interfaces
Interfaces
InterfacesAbstractAcquisitionMaximizer
Implement SMAC’s default acquisition function optimization.
This optimizer performs local search from the previous best points according to the acquisition +This optimizer performs local search from the previous best points according to the acquisition function, uses the acquisition function to sort randomly sampled configurations. Random configurations are interleaved by the main SMAC code.
The Random configurations are interleaved to circumvent issues from a constant prediction @@ -1251,6 +1252,9 @@
InterfacesAbstractAcquisitionFunction | None, defaults to None)
challengers (int, defaults to 5000) – Number of challengers.
max_steps (int | None, defaults to None) – [LocalSearch] Maximum number of steps that the local search will perform.
Interfaces`uniform_configspace`to be defined). +
prior_sampling_fraction – The ratio of random samples that are taken from the user-defined ConfigurationSpace, as opposed to the uniform +version (needs `uniform_configspace`to be defined).
seed (int, defaults to 0)
InterfacesAbstractAcquisitionMaximizer
Implement SMAC’s default acquisition function optimization.
This optimizer performs local search from the previous best points according to the acquisition +This optimizer performs local search from the previous best points according to the acquisition function, uses the acquisition function to sort randomly sampled configurations. Random configurations are interleaved by the main SMAC code.
The Random configurations are interleaved to circumvent issues from a constant prediction @@ -1112,6 +1113,9 @@
InterfacesAbstractAcquisitionFunction | None, defaults to None)
challengers (int, defaults to 5000) – Number of challengers.
max_steps (int | None, defaults to None) – [LocalSearch] Maximum number of steps that the local search will perform.
Interfaces`uniform_configspace`to be defined). +
prior_sampling_fraction – The ratio of random samples that are taken from the user-defined ConfigurationSpace, as opposed to the uniform +version (needs `uniform_configspace`to be defined).
seed (int, defaults to 0)
Total running time of the script: (0 minutes 4.230 seconds)
+Total running time of the script: (0 minutes 4.357 seconds)
-Total running time of the script: (0 minutes 2.871 seconds)
+Total running time of the script: (0 minutes 2.925 seconds)
-Total running time of the script: (0 minutes 3.813 seconds)
+Total running time of the script: (0 minutes 3.960 seconds)
-Total running time of the script: (0 minutes 0.157 seconds)
+Total running time of the script: (0 minutes 0.158 seconds)
-Total running time of the script: (0 minutes 1.473 seconds)
+Total running time of the script: (0 minutes 1.536 seconds)
-Total running time of the script: (0 minutes 39.241 seconds)
+Total running time of the script: (0 minutes 39.668 seconds)
diff --git a/development/examples/1_basics/sg_execution_times.html b/development/examples/1_basics/sg_execution_times.html
index 845d64a1d..951c32d37 100644
--- a/development/examples/1_basics/sg_execution_times.html
+++ b/development/examples/1_basics/sg_execution_times.html
@@ -1035,7 +1035,7 @@
Computation times¶
-00:51.785 total execution time for 6 files from examples/1_basics:
+00:52.605 total execution time for 6 files from examples/1_basics: