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minutes 4.344 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 ed5ae2c34..724882255 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 3.049 seconds) + **Total running time of the script:** (0 minutes 2.882 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 b002b47b2..947e4a0df 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 3.955 seconds) + **Total running time of the script:** (0 minutes 3.937 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..562863d56 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 0.155 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 1eaa6621b..44145cba4 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 1.535 seconds) + **Total running time of the script:** (0 minutes 1.519 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 a8e53bf06..31a5fdd2b 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 39.965 seconds) + **Total running time of the script:** (0 minutes 39.652 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 41c792695..ba3129728 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 ================= -**00:52.976** total execution time for 6 files **from examples/1_basics**: +**00:52.489** 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``) - - 00:39.965 + - 00:39.652 - 0.0 * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) - - 00:04.315 + - 00:04.344 - 0.0 * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``) - - 00:03.955 + - 00:03.937 - 0.0 * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``) - - 00:03.049 + - 00:02.882 - 0.0 * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``) - - 00:01.535 + - 00:01.519 - 0.0 * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``) - - 00:00.157 + - 00:00.155 - 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 8ca75bca1..77525204f 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 @@ -68,19 +68,17 @@ is chosen to optimize the average accuracy on 5-fold cross validation. [INFO][smbo.py:320] Finished 0 trials. [INFO][smbo.py:320] Finished 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: -1.5204591751098633 + [INFO][smbo.py:329] --- Remaining wallclock time: -1.0163328647613525 [INFO][smbo.py:330] --- Remaining cpu time: inf - [INFO][smbo.py:331] --- Remaining trials: 157 + [INFO][smbo.py:331] --- Remaining trials: 193 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 36035 instead + Hosting the HTTP server on port 46695 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. @@ -101,17 +99,12 @@ 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 7d5bce and rejected config 6ad6db 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 752777 and rejected config 7d5bce 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 c773e7 and rejected config 752777 as incumbent because it is not better than the incumbents on 1 instances: - [INFO][smbo.py:328] Configuration budget is exhausted: - [INFO][smbo.py:329] --- Remaining wallclock time: -0.05228304862976074 - [INFO][smbo.py:330] --- Remaining cpu time: inf - [INFO][smbo.py:331] --- Remaining trials: 256 + [WARNING][config_selector.py:241] Could not return a new configuration after 16 retries. + [INFO][smbo.py:333] Shutting down because the stop flag was set. + [INFO][abstract_intensifier.py:595] Added config e51ac6 and rejected config 6ad6db as incumbent because it is not better than the incumbents on 1 instances: + [INFO][abstract_intensifier.py:595] Added config 07ad81 and rejected config e51ac6 as incumbent because it is not better than the incumbents on 1 instances: Default cost (Hyperband): 0.36672856700711853 - Incumbent cost (Hyperband): 0.02170380687093787 + Incumbent cost (Hyperband): 0.025601980810894487 @@ -290,7 +283,7 @@ 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 13.364 seconds) + **Total running time of the script:** (2 minutes 2.490 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 8b497a93d..094d38c69 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: -0.0034856796264648438 + [INFO][smbo.py:329] --- Remaining wallclock time: -0.02896881103515625 [INFO][smbo.py:330] --- Remaining cpu time: inf - [INFO][smbo.py:331] --- Remaining trials: 4546 + [INFO][smbo.py:331] --- Remaining trials: 4542 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 34.152 seconds) + **Total running time of the script:** (0 minutes 34.137 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 5d83050cd..b945bbe65 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 7.804 seconds) + **Total running time of the script:** (0 minutes 7.924 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 5d685934a..87d846258 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 ================= -**02:55.320** total execution time for 3 files **from examples/2_multi_fidelity**: +**02:44.551** 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``) - - 02:13.364 + - 02:02.490 - 0.0 * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) - - 00:34.152 + - 00:34.137 - 0.0 * - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``3_specify_HB_via_total_budget.py``) - - 00:07.804 + - 00:07.924 - 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 4ed714cea..6ca314e9a 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 8.137 seconds) + **Total running time of the script:** (0 minutes 8.304 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 5f4090d7c..2b215dde0 100644 --- a/development/_sources/examples/3_multi_objective/2_parego.rst.txt +++ b/development/_sources/examples/3_multi_objective/2_parego.rst.txt @@ -47,33 +47,17 @@ 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:595] Added config 4a1664 and rejected config bb3711 as incumbent because it is not better than the incumbents on 2 instances: - [INFO][abstract_intensifier.py:603] Config 8dfa27 is a new incumbent. Total number of incumbents: 4. - [INFO][abstract_intensifier.py:595] Added config 313065 and rejected config f07b8c as incumbent because it is not better than the incumbents on 2 instances: - [INFO][abstract_intensifier.py:603] Config 9de2d7 is a new incumbent. Total number of incumbents: 5. - [INFO][abstract_intensifier.py:603] Config 58dcc3 is a new incumbent. Total number of incumbents: 6. - [INFO][abstract_intensifier.py:603] Config 134f40 is a new incumbent. Total number of incumbents: 7. - [INFO][abstract_intensifier.py:603] Config 0d687a is a new incumbent. Total number of incumbents: 8. - [INFO][abstract_intensifier.py:603] Config a7212a is a new incumbent. Total number of incumbents: 9. - [INFO][abstract_intensifier.py:603] Config 493b33 is a new incumbent. Total number of incumbents: 10. [INFO][smbo.py:328] Configuration budget is exhausted: - [INFO][smbo.py:329] --- Remaining wallclock time: -2.12070631980896 + [INFO][smbo.py:329] --- Remaining wallclock time: -3.098658323287964 [INFO][smbo.py:330] --- Remaining cpu time: inf - [INFO][smbo.py:331] --- Remaining trials: 157 + [INFO][smbo.py:331] --- Remaining trials: 182 Validated costs from default config: - --- [0.60155834 0.16127646] + --- [0.60155834 0.1674453 ] Validated costs from the Pareto front (incumbents): - --- [0.72761606 0.19341266] - --- [0.03367301 0.62565744] - --- [0.03200093 0.73066247] - --- [0.11102213 0.54112792] - --- [0.02560043 1.18301702] - --- [0.02755107 0.83630717] - --- [0.52281492 0.29074419] - --- [0.58460539 0.20242119] - --- [0.55452724 0.21817243] - --- [0.75932606 0.17222536] + --- [0.72761606 0.20081866] + --- [0.05092309 0.73616958] + --- [0.53243036 0.59721386] @@ -254,7 +238,7 @@ mean accuracy and run-time of each configuration. .. rst-class:: sphx-glr-timing - **Total running time of the script:** (0 minutes 42.612 seconds) + **Total running time of the script:** (0 minutes 36.641 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 4998334e8..a295688cb 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 ================= -**00:50.749** total execution time for 2 files **from examples/3_multi_objective**: +**00:44.946** 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``) - - 00:42.612 + - 00:36.641 - 0.0 * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) - - 00:08.137 + - 00:08.304 - 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 a697f895a..b44666b6e 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 20.069 seconds) + **Total running time of the script:** (0 minutes 19.775 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 5d0859cf5..69bfe3b7b 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 ================= -**00:20.069** total execution time for 1 file **from examples/5_commandline**: +**00:19.775** 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``) - - 00:20.069 + - 00:19.775 - 0.0 diff --git a/development/_sources/sg_execution_times.rst.txt b/development/_sources/sg_execution_times.rst.txt index 2cb71eef4..edb827fd8 100644 --- a/development/_sources/sg_execution_times.rst.txt +++ b/development/_sources/sg_execution_times.rst.txt @@ -6,7 +6,7 @@ Computation times ================= -**04:59.114** total execution time for 12 files **from all galleries**: +**04:41.760** 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``) - - 02:13.364 - - 0.0 - * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``) - - 00:42.612 + - 02:02.490 - 0.0 * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``) - - 00:39.965 + - 00:39.652 + - 0.0 + * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``) + - 00:36.641 - 0.0 * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``) - - 00:34.152 + - 00:34.137 - 0.0 * - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``) - - 00:20.069 + - 00:19.775 - 0.0 * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``) - - 00:08.137 + - 00:08.304 - 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``) - - 00:07.804 + - 00:07.924 - 0.0 * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``) - - 00:04.315 + - 00:04.344 - 0.0 * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``) - - 00:03.955 + - 00:03.937 - 0.0 * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``) - - 00:03.049 + - 00:02.882 - 0.0 * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``) - - 00:01.535 + - 00:01.519 - 0.0 * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``) - - 00:00.157 + - 00:00.155 - 0.0 diff --git a/development/examples/1_basics/1_quadratic_function.html b/development/examples/1_basics/1_quadratic_function.html index 651347c5a..9b6eed448 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 4.315 seconds)

+

Total running time of the script: (0 minutes 4.344 seconds)

-

Total running time of the script: (0 minutes 3.049 seconds)

+

Total running time of the script: (0 minutes 2.882 seconds)

-

Total running time of the script: (0 minutes 3.955 seconds)

+

Total running time of the script: (0 minutes 3.937 seconds)

-

Total running time of the script: (0 minutes 0.157 seconds)

+

Total running time of the script: (0 minutes 0.155 seconds)

-

Total running time of the script: (0 minutes 1.535 seconds)

+

Total running time of the script: (0 minutes 1.519 seconds)

-

Total running time of the script: (0 minutes 39.965 seconds)

+

Total running time of the script: (0 minutes 39.652 seconds)