Experiment overview Setting Value Model for non-random steps BOTORCH_MODULAR Max. nr. evaluations 2 Number random steps 1 Nr. of workers (parameter) 1
Best RESULT1, min (total: 2) RESULT2 int_param float_param int_param_two choice_param RESULT1 2.5813147994663 4 -89.6883946125722 -69 8 1.526846959096475
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 1 BOTORCH_MODULAR 1 1
Experiment parameters Name Type Lower bound Upper bound Values Type Log Scale? int_param range -100 10 int No float_param range -100 10 float No choice_param choice 1, 2, 4, 8, 16, hallo int_param_two range -100 10 int No
Number of evaluations
Failed
Succeeded
Running
Total
0
2
0
2
Result names and types
name min/max
RESULT1
min
RESULT2
max
Last progressbar status
2026-05-28 09:52:50 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job Git-Version
Commit: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (9335-5-g5c399eb6c)
trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1779961934,2,a6347140-fd3c-4edb-8687-3ed0a20f5425,1779961936,1779961948,12,./.tests/optimization_example --int_param='-88' --float_param='-17.45763838291168212891' --choice_param='1' --int_param_two='-58' --nr_results=2,0,,runnervmiav63,0_0,COMPLETED,SOBOL,1.797698177200000024811288312776,2.324554177100000007527569323429,-88,-17.45763838291168212890625,-58,1
1,1779961952,1,a6347140-fd3c-4edb-8687-3ed0a20f5425,1779961953,1779961965,12,./.tests/optimization_example --int_param='4' --float_param='-89.68839461257219625168' --choice_param='8' --int_param_two='-69' --nr_results=2,0,,runnervmiav63,1_0,COMPLETED,BOTORCH_MODULAR,1.526846959096475053740959992865,2.581314799466300158314879809041,4,-89.68839461257219625167635967955,-69,8
========================================================================
Current git-hash: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (last fully tested stable version 5 commits ago [3d587dc4b297f4e0db9767b04ad80de912dc9888, 9335])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-28 09:52:10] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: f5b5d0e4-6cbd-4e15-b4e1-9d2269925b56
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
warnings.warn("notify-send not found.")
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/ / / / __ `__ \/ __ \/ / / / / __ \/ __/_/ /
/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/
\____/_/ /_/ /_/_/ /_/_/\____/ .___/\__/____/
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multiple_evals_per_arm --mem_gb=4 --time=1200 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=max --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --nr_evals_per_arm=2 --beartype --show_generate_time_table --disable_notifications
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/ 0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiple_evals_per_arm&run_nr=2 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=2
Experiment parameters
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Values ┃ Type ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param │ range │ -100 │ 10 │ │ int │ No │
│ float_param │ range │ -100 │ 10 │ │ float │ No │
│ choice_param │ choice │ │ │ 1, 2, 4, 8, 16, hallo │ │ │
│ int_param_two │ range │ -100 │ 10 │ │ int │ No │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1 │ min │
│ RESULT2 │ max │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT1 ┃ RESULT2 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ 0 │ -88 │ -17.457638382911682 │ -58 │ 1 │ 1.7976981772 │ 2.3245541771 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼───────────────────┼─────────────────┤
│ 1 │ 4 │ -89.6883946125722 │ -69 │ 8 │ 1.526846959096475 │ 2.5813147994663 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┴─────────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 2 │ 12.00 sec │ 12.00 sec │ 12.00 sec │ 12.00 sec │
└───────────────────────┴────────────┴────────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.032 │ 1 │ 0.032 │
│ 2 │ 0.665 │ 1 │ 0.665 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.349 │ │ │
│ Median │ 0.349 │ │ │
│ Total │ 0.697 │ │ │
│ Max │ 0.665 │ │ │
│ Min │ 0.032 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.125 │ 1 │ 0.125 │
│ 2 │ 0.099 │ 1 │ 0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.112 │ │ │
│ Median │ 0.112 │ │ │
│ Total │ 0.225 │ │ │
│ Max │ 0.125 │ │ │
│ Min │ 0.099 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ─────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ─────────────────────────────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 48s │
│ 🏆 Best RESULT1: 1.526846959096475 │
│ 🏆 Best RESULT2: 2.5813147994663 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/results.csv │
│ 🧠 Model: BOTORCH_MODULAR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-05-28 09:52:14 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, Started OmniOpt2 run...
2026-05-28 09:52:14 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, getting new HP set (no sbatch)
2026-05-28 09:52:14 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-28 09:52:14 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, eval #1/1 start
2026-05-28 09:52:14 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, starting new job
2026-05-28 09:52:14 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, started new job
2026-05-28 09:52:29 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, new result: RESULT1: 1.797698 (SEM: 0.173791), RESULT2: 2.324554 (SEM: 0.215016)
2026-05-28 09:52:31 (a6347140-fd3c-4edb-8687-3ed0a20f5425): SOBOL, 1 done, finishing jobs, finished 1 job
2026-05-28 09:52:31 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-05-28 09:52:31 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.67 s/job
2026-05-28 09:52:32 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 1 done, eval #1/1 start
2026-05-28 09:52:32 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 1 done, starting new job
2026-05-28 09:52:32 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 1 done, started new job
2026-05-28 09:52:47 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.526847 (SEM: 0.273658), RESULT2: 2.581315 (SEM: 0.212327)
2026-05-28 09:52:50 (a6347140-fd3c-4edb-8687-3ed0a20f5425): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.125 │ 1 │ 0.125 │
│ 2 │ 0.099 │ 1 │ 0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.112 │ │ │
│ Median │ 0.112 │ │ │
│ Total │ 0.225 │ │ │
│ Max │ 0.125 │ │ │
│ Min │ 0.099 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.032 │ 1 │ 0.032 │
│ 2 │ 0.665 │ 1 │ 0.665 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.349 │ │ │
│ Median │ 0.349 │ │ │
│ Total │ 0.697 │ │ │
│ Max │ 0.665 │ │ │
│ Min │ 0.032 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 2 run_program [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p… experiment_name multiple_evals_per_arm mem_gb 4 parameter [['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'], ['int_param_two', 'range', '-100', '10', 'int']] continue_previous_job None experiment_constraints None run_dir runs seed None verbose_tqdm False model BOTORCH_MODULAR gridsearch False occ False show_sixel_scatter False show_sixel_general False show_sixel_trial_index_result False follow False send_anonymized_usage_stats True ui_url None root_venv_dir /home/runner exclude None main_process_gb 8 max_nr_of_zero_results 10 abbreviate_job_names False orchestrator_file None checkout_to_latest_tested_version False live_share True disable_tqdm False disable_previous_job_constraint False workdir occ_type euclid result_names ['RESULT1=min', 'RESULT2=max'] minkowski_p 2 signed_weighted_euclidean_weights generation_strategy None generate_all_jobs_at_once True revert_to_random_when_seemingly_exhausted True load_data_from_existing_jobs [] n_estimators_randomforest 100 max_attempts_for_generation 20 external_generator None username None max_failed_jobs None num_cpus_main_job None calculate_pareto_front_of_job [] show_generate_time_table True force_choice_for_ranges False max_abandoned_retrial 20 share_password None dryrun False db_url None run_program_once None worker_generator_path None save_to_database False range_max_difference 1000000 skip_search False nr_evals_per_arm 2 disable_notifications True dump_config None dont_warm_start_refitting False refit_on_cv False fit_out_of_design False fit_abandoned False dont_jit_compile False num_restarts 20 raw_samples 1024 max_num_of_parallel_sruns 16 no_transform_inputs False no_normalize_y False transforms [] number_of_generators 1 num_parallel_jobs 1 worker_timeout 5 slurm_use_srun False time 1200 partition alpha reservation None force_local_execution False slurm_signal_delay_s 0 nodes_per_job 1 cpus_per_task 1 account None gpus 0 dependency None run_mode local verbose False verbose_break_run_search_table False debug False flame_graph False memray False no_sleep False tests False show_worker_percentage_table_at_end False auto_exclude_defective_hosts True run_tests_that_fail_on_taurus False raise_in_eval False show_ram_every_n_seconds 0 show_generation_and_submission_sixel False just_return_defaults False prettyprint False runtime_debug False debug_stack_regex debug_stack_trace_regex None show_func_name False beartype True
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1779961931,753.46484375,28
! No notable correlations between parameters were found (threshold: |r| > 0.3).Top-5 Best Results Parameter Sensitivity Ranking Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.
Parameter statistics Parameter Min Max Mean Std Dev Count run_time 12 12 12 0 2 RESULT1 1.5268 1.7977 1.6623 0.1354 2 RESULT2 2.3246 2.5813 2.4529 0.1284 2 int_param -88 4 -42 46 2 float_param -89.6884 -17.4576 -53.573 36.1154 2 int_param_two -69 -58 -63.5 5.5 2 choice_param 1 8 4.5 3.5 2
0 (14s, RESULT1: 1.97148908332838, RESULT2: 2.53957037310781)
1 (13s, RESULT1: 1.25318875334142, RESULT2: 2.36898778015481)
submitit INFO (2026-05-28 09:52:14,660 ) - Starting with JobEnvironment(job_id=77085, hostname=runnervmiav63, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-28 09:52:14,660 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/77085/77085_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...
Sub-eval 1/2 for trial 0: {'RESULT1': 1.6239072711478, 'RESULT2': 2.10953798107536}
OO-Info: int_param: -88
OO-Info: int_param_two: -58
OO-Info: float_param: -17.45763838291168212891
OO-Info: choice_param: 1
RESULT1: 1.6239072711478
RESULT2: 2.10953798107536
Sub-eval 2/2 for trial 0: {'RESULT1': 1.97148908332838, 'RESULT2': 2.53957037310781}
OO-Info: int_param: -88
OO-Info: int_param_two: -58
OO-Info: float_param: -17.45763838291168212891
OO-Info: choice_param: 1
RESULT1: 1.97148908332838
RESULT2: 2.53957037310781
Aggregated result for trial 0: RESULT1: 1.797698 (SEM: 0.173791), RESULT2: 2.324554 (SEM: 0.215016)
submitit INFO (2026-05-28 09:52:28,289 ) - Job completed successfully
submitit INFO (2026-05-28 09:52:28,289 ) - Exiting after successful completion
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