Experiment overview Setting Value Model for non-random steps BOTORCH_MODULAR Max. nr. evaluations 1 Number random steps 1 Nr. of workers (parameter) 1
Best RESULT, min (total: 1) OO_Info_int_param OO_Info_int_param_two OO_Info_float_param OO_Info_choice_param int_param float_param int_param_two choice_param RESULT -17 10 -59.67448607087135 2 -17 -59.67448607087135 10 2 -47356.0114853133
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 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
Constraints Constraints int_param + 2*int_param_two >= 0 2*int_param_two >= 0
Number of evaluations
Failed
Succeeded
Running
Total
0
1
0
1
Result names and types
Last progressbar status
2026-07-16 12:48:42 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, best RESULT: -47356.0114853133, finishing jobs, finished 1 job Git-Version
Commit: 20d0d5f6cbd31c42b8841f2250fd64dd27da5cc3 (9375-14-g20d0d5f6c)
trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1784206112,2,002f3747-8e85-4ebf-885d-48de859f5bb2,1784206114,1784206120,6,./.tests/optimization_example --random_sem --int_param='-17' --float_param='-59.67448607087135314941' --choice_param='2' --int_param_two='10' --nr_results=1,0,,runnervmos4r4,-17,10,-59.6744860708713531494140625,2,0_0,COMPLETED,SOBOL,-47356.011485313298180699348449707031,-17,-59.6744860708713531494140625,10,2
========================================================================
Current git-hash: 20d0d5f6cbd31c42b8841f2250fd64dd27da5cc3 (last fully tested stable version 14 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-16 12:48:30] 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: 283b16ed-5465-43d0-857e-905c99e0ac3b
/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.")
________________________________
| OmniOpt2 - better than OmniOpt1! |
================================
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("`-' '-/") .___..--' ' "`-._
` *_ * ) `-. ( ) .`-.__. `)
(_Y_.) ' ._ ) `._` ; `` -. .-'
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=test_continued_constraint --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 1 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --experiment_constraints aW50X3BhcmFtICsgMippbnRfcGFyYW1fdHdvID49IDAK MippbnRfcGFyYW1fdHdvID49IDAK
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/ 0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=test_continued_constraint&run_nr=44 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step.
Run-Program: ./.tests/optimization_example --random_sem --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=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 │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ int_param + 2*int_param_two >= 0 │
│ 2*int_param_two >= 0 │
└──────────────────────────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 1)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -17 │ 10 │ -59.67448607087135 │ 2 │ -17 │ -59.67448607087135 │ 10 │ 2 │ -47356.0114853133 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 1 │ 6.00 sec │ 6.00 sec │ 6.00 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
╭─ ─────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ─────────────────────────────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 1 succeeded / 0 failed / 1 done / 1 submitted │
│ ⏱️ Duration: 18s │
│ 🏆 Best RESULT: -47356.0114853133 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/0/results.csv │
│ 🤖 Model: SOBOL │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-16 12:48:32 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, Started OmniOpt2 run...
2026-07-16 12:48:32 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, getting new HP set (no sbatch)
2026-07-16 12:48:32 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-16 12:48:32 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, eval #1/1 start
2026-07-16 12:48:32 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, starting new job
2026-07-16 12:48:32 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, started new job
2026-07-16 12:48:40 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, new result: RESULT: -47356.011485 (SEM: 0.796029)
2026-07-16 12:48:42 (002f3747-8e85-4ebf-885d-48de859f5bb2): SOBOL, best RESULT: -47356.0114853133, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.094 │ 1 │ 0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.094 │ │ │
│ Median │ 0.094 │ │ │
│ Total │ 0.094 │ │ │
│ Max │ 0.094 │ │ │
│ Min │ 0.094 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.025 │ 1 │ 0.025 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.025 │ │ │
│ Median │ 0.025 │ │ │
│ Total │ 0.025 │ │ │
│ Max │ 0.025 │ │ │
│ Min │ 0.025 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 1 run_program [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9w… experiment_name test_continued_constraint 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 [['aW50X3BhcmFtICsgMippbnRfcGFyYW1fdHdvID49IDAK', 'MippbnRfcGFyYW1fdHdvID49IDAK']] 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 True 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 ['RESULT=min'] minkowski_p 2 signed_weighted_euclidean_weights generation_strategy None generate_all_jobs_at_once True revert_to_random_when_seemingly_exhausted False 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 False 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 1 disable_notifications False 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 60 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 False
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1784206110,753.484375,28.7
! No notable correlations between parameters were found (threshold: |r| > 0.3).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 6 6 6 0 1 OO_Info_int_param -17 -17 -17 0 1 OO_Info_int_param_two 10 10 10 0 1 OO_Info_float_param -59.6745 -59.6745 -59.6745 0 1 OO_Info_choice_param 2 2 2 0 1 RESULT -47356.0115 -47356.0115 -47356.0115 0 1 int_param -17 -17 -17 0 1 float_param -59.6745 -59.6745 -59.6745 0 1 int_param_two 10 10 10 0 1 choice_param 2 2 2 0 1
0 (7s, RESULT: -47356.0114853133)
submitit INFO (2026-07-16 12:48:33,098 ) - Starting with JobEnvironment(job_id=130720, hostname=runnervmos4r4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 12:48:33,098 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/0/single_runs/130720/130720_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -17, "float_param": -59.67448607087135, "int_param_two": 10, "choice_param": 2}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-17' --float_param='-59.67448607087135314941' --choice_param='2' --int_param_two='10' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784203979.2975228
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784204534.895242
Last modification: 1784203979.2975228
Hostname: runnervmos4r4
========
DEBUG INFOS END
./.tests/optimization_example --random_sem --int_param='-17' --float_param='-59.67448607087135314941' --choice_param='2' --int_param_two='10' --nr_results=1
stdout:
OO-Info: int_param: -17
OO-Info: int_param_two: 10
OO-Info: float_param: -59.67448607087135314941
OO-Info: choice_param: 2
RESULT: -47356.0114853133
SEM-RESULT: 0.796029432983236
stderr was empty
Result: {'RESULT': -47356.0114853133}
Final-results: {'RESULT': (-47356.0114853133, 0.796029432983236)}
EXIT_CODE: 0
submitit INFO (2026-07-16 12:48:40,401 ) - Job completed successfully
submitit INFO (2026-07-16 12:48:40,401 ) - Exiting after successful completion
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