Experiment overview Setting Value Max. nr. evaluations 2 Number random steps 1 Number random steps (from arguments) 20 Nr. of workers (parameter) 20 Nr. imported jobs 1
Best RESULT, min (total: 1 + inserted jobs: 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 nan nan nan nan 1 -67.41378890350461 4 1 -53004.0882336133
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 rangeparameter -100 10 int No float_param rangeparameter -100 10 float No choice_param choiceparameter 1, 2, 4, 8, 16, hallo int_param_two rangeparameter -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
2
0
2
Result names and types
Last progressbar status
2026-07-16 14:13:05 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, best RESULT: -53004.0882336133, █▁, finishing jobs, finished 1 job Git-Version
Commit: fa24dfbf750366b8c83f9ef04857a770020b8dad (9375-17-gfa24dfbf7)
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,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-53004.088233613299962598830461502075,1,-67.4137889035046100616455078125,4,1
1,1784211174,2,2a9e8221-2b0c-4879-bf78-7c8c94b2c89c,1784211176,1784211182,6,./.tests/optimization_example --random_sem --int_param='10' --float_param='9.91952516685471685776' --choice_param='4' --int_param_two='1' --nr_results=1,0,,runnervm5mmn9,10,1,9.919525166854716857756102399435,4,1_0,COMPLETED,BOTORCH_MODULAR,-880.5372786731689984662807546556,10,9.919525166854716857756102399435,1,4
========================================================================
Current git-hash: fa24dfbf750366b8c83f9ef04857a770020b8dad (last fully tested stable version 17 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 14:12:47] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 1
Run-UUID: e0f88cb1-6971-4629-a814-a99aa9417343
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
warnings.warn("notify-send not found.")
_________________________________
| OmniOpt2 - Tuning like a maestro! |
=================================
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omniopt --continue runs/test_continued_constraint/0 --live_share
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/ 1
Continuation from runs/test_continued_constraint/0
You have less --max_eval 1 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=test_continued_constraint&run_nr=49 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 2 steps.
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 │ rangeparameter │ -100 │ 10 │ │ int │ No │
│ float_param │ rangeparameter │ -100 │ 10 │ │ float │ No │
│ choice_param │ choiceparameter │ │ │ 1, 2, 4, 8, 16, hallo │ │ │
│ int_param_two │ rangeparameter │ -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 + inserted jobs: 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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan │ nan │ nan │ nan │ 1 │ -67.41378890350461 │ 4 │ 1 │ -53004.0882336133 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 / 2 done / 2 submitted │
│ ⏱️ Duration: 29s │
│ 🏆 Best RESULT: -53004.0882336133 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1/results.csv │
│ 🤖 Model: BOTORCH_MODULAR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-16 14:12:50 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 14:12:54 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 14:12:54 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, requested 1 jobs, got 1, 4.32 s/job
2026-07-16 14:12:54 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, eval #1/1 start
2026-07-16 14:12:54 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, starting new job
2026-07-16 14:12:55 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, started new job
2026-07-16 14:13:04 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, new result: RESULT: -880.537279 (SEM: 0.702518)
2026-07-16 14:13:05 (2a9e8221-2b0c-4879-bf78-7c8c94b2c89c): BOTORCH_MODULAR, best RESULT: -53004.0882336133, █▁, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.264 │ 1 │ 0.264 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.264 │ │ │
│ Median │ 0.264 │ │ │
│ Total │ 0.264 │ │ │
│ Max │ 0.264 │ │ │
│ Min │ 0.264 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 4.323 │ 1 │ 4.323 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 4.323 │ │ │
│ Median │ 4.323 │ │ │
│ Total │ 4.323 │ │ │
│ Max │ 4.323 │ │ │
│ Min │ 4.323 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 20 max_eval None run_program None experiment_name None mem_gb 1 parameter None continue_previous_job runs/test_continued_constraint/0 experiment_constraints None run_dir runs seed None verbose_tqdm False model None gridsearch False occ False show_sixel_scatter False show_sixel_general False show_sixel_trial_index_result False follow False send_anonymized_usage_stats False 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 False 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 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 20 worker_timeout 30 slurm_use_srun False time partition 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 False 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
1784211168,892.47265625,26.7
! 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 6 6 6 0 1 OO_Info_int_param 10 10 10 0 1 OO_Info_int_param_two 1 1 1 0 1 OO_Info_float_param 9.9195 9.9195 9.9195 0 1 OO_Info_choice_param 4 4 4 0 1 RESULT -53004.0882 -880.5373 -26942.3128 26061.7755 2 int_param 1 10 5.5 4.5 2 float_param -67.4138 9.9195 -28.7471 38.6667 2 int_param_two 1 4 2.5 1.5 2 choice_param 1 4 2.5 1.5 2
1 (7s, RESULT: -880.537278673169)
submitit INFO (2026-07-16 14:12:55,233 ) - Starting with JobEnvironment(job_id=129696, hostname=runnervm5mmn9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 14:12:55,233 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1/single_runs/129696/129696_submitted.pkl
Trial-Index: 1
Parameters: {"int_param": 10, "float_param": 9.919525166854717, "int_param_two": 1, "choice_param": 4}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='10' --float_param='9.91952516685471685776' --choice_param='4' --int_param_two='1' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784208377.8950787
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784209000.4194055
Last modification: 1784208377.8950787
Hostname: runnervm5mmn9
========
DEBUG INFOS END
./.tests/optimization_example --random_sem --int_param='10' --float_param='9.91952516685471685776' --choice_param='4' --int_param_two='1' --nr_results=1
stdout:
OO-Info: int_param: 10
OO-Info: int_param_two: 1
OO-Info: float_param: 9.91952516685471685776
OO-Info: choice_param: 4
RESULT: -880.537278673169
SEM-RESULT: 0.702517779617668
stderr was empty
Result: {'RESULT': -880.537278673169}
Final-results: {'RESULT': (-880.537278673169, 0.702517779617668)}
EXIT_CODE: 0
submitit INFO (2026-07-16 14:13:02,801 ) - Job completed successfully
submitit INFO (2026-07-16 14:13:02,801 ) - Exiting after successful completion
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