Experiment overview Setting Value Max. nr. evaluations 4 Number random steps 2 Number random steps (from arguments) 20 Nr. of workers (parameter) 20 Nr. imported jobs 2
Best RESULT1, min (total: 2 + inserted jobs: 2) OO_Info_int… OO_Info_int… OO_Info_floa… OO_Info_cho… RESULT2 int_param float_param int_param_t… choice_param RESULT1 -86.0 -20.0 -84.88112865… 16.0 2.2126271623 -86 -84.88112865… -20 16 1.0811074142
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 1 UNIFORM 3 3
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
Number of evaluations
Failed
Succeeded
Running
Total
0
4
0
4
Result names and types
name min/max
RESULT1
min
RESULT2
min
Last progressbar status
2026-07-20 20:08:08 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 4 done, ▃▅█▁, finishing jobs, finished 1 job Git-Version
Commit: bb3da5498a7ec1994891f33dac83f626ca69e85c (9411)
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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,2.146646656000000152886286741705,1.659661513400000121265520647285,-58,-83.9351730048656463623046875,-11,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,2.654089032299999928454781183973,1.404654419399999909501275396906,-91,-30.294832937308470377502089831978,-20,1
2,1784578062,2,f82951cd-a8ce-4c21-b66c-520aa9fb602c,1784578064,1784578070,6,./.tests/optimization_example --int_param='-86' --float_param='-84.88112865911358539961' --choice_param='16' --int_param_two='-20' --nr_results=2,0,,runnervm3jd5f,-86,-20,-84.881128659113585399609291926026,16,2_0,COMPLETED,UNIFORM,2.212627162300000005501487976289,1.081107414199999894321990723256,-86,-84.881128659113585399609291926026,-20,16
3,1784578075,2,f82951cd-a8ce-4c21-b66c-520aa9fb602c,1784578077,1784578083,6,./.tests/optimization_example --int_param='-100' --float_param='-65.07199063872501199057' --choice_param='16' --int_param_two='-19' --nr_results=2,0,,runnervm3jd5f,-100,-19,-65.071990638725011990572966169566,16,3_0,COMPLETED,UNIFORM,2.701484216933269788540883382666,1.908269575172200083201801135147,-100,-65.071990638725011990572966169566,-19,16
config_objectives not found
========================================================================
Current git-hash: bb3da5498a7ec1994891f33dac83f626ca69e85c (version: 9411)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:07:37] 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: 2
Run-UUID: a08ca4de-8bb6-4bfe-a275-08a17d08092a
/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 - In search of the perfect fit. |
========================================
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omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/ 1
Continuation from runs/multi_results_2_results_UNIFORM/0
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_UNIFORM&run_nr=161 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM for 4 steps.
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 │ 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 │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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 │ -58 │ -83.93517300486565 │ -11 │ 16 │ 1.6596615134000001 │ 2.146646656 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│ 2 │ -86 │ -84.88112865911359 │ -20 │ 16 │ 1.0811074142 │ 2.2126271623 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
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 │ 6.00 sec │ 6.00 sec │ 6.00 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
╭─ ────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted │
│ ⏱️ Duration: 45s │
│ 🏆 Best RESULT1: 1.0811074142 │
│ 🏆 Best RESULT2: 2.146646656 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv │
│ 🤖 Model: UNIFORM │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-20 20:07:41 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, Started OmniOpt2 run...
2026-07-20 20:07:42 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, getting new HP set (no sbatch)
2026-07-20 20:07:42 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 20:07:42 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, eval #1/1 start
2026-07-20 20:07:42 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, starting new job
2026-07-20 20:07:42 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, started new job
2026-07-20 20:07:51 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, new result: RESULT1: 1.081107, RESULT2: 2.212627
2026-07-20 20:07:54 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, finishing jobs, finished 1 job
2026-07-20 20:07:55 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, getting new HP set (no sbatch)
2026-07-20 20:07:55 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, requested 1 jobs, got 1, 0.14 s/job
2026-07-20 20:07:55 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, eval #1/1 start
2026-07-20 20:07:55 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, starting new job
2026-07-20 20:07:55 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, started new job
2026-07-20 20:08:04 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 3 done, ▁▄█, new result: RESULT1: 1.908270, RESULT2: 2.701484
2026-07-20 20:08:08 (f82951cd-a8ce-4c21-b66c-520aa9fb602c): UNIFORM, 4 done, ▃▅█▁, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.268 │ 1 │ 0.268 │
│ 2 │ 0.118 │ 1 │ 0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.193 │ │ │
│ Median │ 0.193 │ │ │
│ Total │ 0.386 │ │ │
│ Max │ 0.268 │ │ │
│ Min │ 0.118 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.059 │ 1 │ 0.059 │
│ 2 │ 0.140 │ 1 │ 0.140 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.099 │ │ │
│ Median │ 0.099 │ │ │
│ Total │ 0.199 │ │ │
│ Max │ 0.140 │ │ │
│ Min │ 0.059 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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/multi_results_2_results_UNIFORM/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
1784578059,890.17578125,26.8
RESULT1 (goal: minimize )Best value: 1.0811074142 RESULT2 = 2.2126271623 (r=0.44, moderate positive correlation) int_param_two = -20 (r=0.37, weak positive correlation) choice_param = 16 (r=0.205, weak positive correlation) float_param = -84.881128659114 (r=0.075, weak positive correlation) int_param = -86 (r=-0.046, weak negative correlation)
RESULT2 (goal: minimize )Best value: 2.146646656 int_param = -58 (r=-0.816, strong negative correlation) float_param = -83.935173004866 (r=0.787, strong positive correlation) int_param_two = -11 (r=-0.598, moderate negative correlation) choice_param = 16 (r=-0.519, moderate negative correlation) RESULT1 = 1.6596615134 (r=0.44, moderate positive correlation)
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 2 OO_Info_int_param -100 -86 -93 7 2 OO_Info_int_param_two -20 -19 -19.5 0.5 2 OO_Info_float_param -84.8811 -65.072 -74.9766 9.9046 2 OO_Info_choice_param 16 16 16 0 2 RESULT2 2.1466 2.7015 2.4287 0.2507 4 RESULT1 1.0811 1.9083 1.5134 0.3066 4 int_param -100 -58 -83.75 15.6904 4 float_param -84.8811 -30.2948 -66.0458 22.1014 4 int_param_two -20 -11 -17.5 3.7749 4 choice_param 1 16 12.25 6.4952 4
2 (8s, RESULT1: 1.0811074141684, RESULT2: 2.21262716231601)
3 (8s, RESULT1: 1.9082695751722, RESULT2: 2.70148421693327)
submitit INFO (2026-07-20 20:07:42,593 ) - Starting with JobEnvironment(job_id=153745, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:07:42,593 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/153745/153745_submitted.pkl
Trial-Index: 2
Parameters: {"int_param": -86, "float_param": -84.88112865911359, "int_param_two": -20, "choice_param": 16}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-86' --float_param='-84.88112865911358539961' --choice_param='16' --int_param_two='-20' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574190.2052464
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574834.65346
Last modification: 1784574190.2052464
Hostname: runnervm3jd5f
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-86' --float_param='-84.88112865911358539961' --choice_param='16' --int_param_two='-20' --nr_results=2
stdout:
OO-Info: int_param: -86
OO-Info: int_param_two: -20
OO-Info: float_param: -84.88112865911358539961
OO-Info: choice_param: 16
RESULT1: 1.0811074141684
RESULT2: 2.21262716231601
stderr was empty
Result: {'RESULT1': 1.0811074141684, 'RESULT2': 2.21262716231601}
Final-results: {'RESULT1': 1.0811074141684, 'RESULT2': 2.21262716231601}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:07:50,197 ) - Job completed successfully
submitit INFO (2026-07-20 20:07:50,197 ) - Exiting after successful completion
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