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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.460607371100000051455936045386,2.601994847000000277148501481861,3,-13.25853407382965087890625,2,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.656730186499999923910309007624,2.008255403999999799680153955705,-97,-98.51642789284515799863584106788,-86,4
2,1784284176,2,18ca341e-ea0b-4d78-bcdc-d422e4fdc52c,1784284178,1784284184,6,./.tests/optimization_example --int_param='-97' --float_param='7.18777797662310025117' --choice_param='1' --int_param_two='-99' --nr_results=2,0,,runnervm76tkm,-97,-99,7.187777976623100251174491859274,1,2_0,COMPLETED,BO_MIXED,1.567214634800000006009668140905,2.02038397630000021720775293943,-97,7.187777976623100251174491859274,-99,1
3,1784284190,2,18ca341e-ea0b-4d78-bcdc-d422e4fdc52c,1784284192,1784284198,6,./.tests/optimization_example --int_param='-97' --float_param='10' --choice_param='hallo' --int_param_two='-99' --nr_results=2,0,,runnervm76tkm,-97,-99,10,hallo,3_0,COMPLETED,BO_MIXED,1.927471302290550081437459084555,2.030959146187770070213218787103,-97,10,-99,hallo
========================================================================
Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (last fully tested stable version 4 commits ago [fa24dfbf750366b8c83f9ef04857a770020b8dad, 9392])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-17 10:29:32] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 9701910f-7eb5-46ce-80bf-b0dae0857106
/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.")
______ .___ ___. .__ __. __ ______ .______ .___________.___
/ __ \ | \/ | | \ | | | | / __ \ | _ \ | |__ \
| | | | | \ / | | \| | | | | | | | | |_) | `---| |----` ) |
| | | | | |\/| | | . ` | | | | | | | | ___/ | | / /
| `--' | | | | | | |\ | | | | `--' | | | | | / /_
\______/ |__| |__| |__| \__| |__| \______/ | _| |__| |____|
omniopt --continue runs/multi_results_2_results_BO_MIXED/0 --live_share
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/ 1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=37 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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 │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1 │ min │
│ RESULT2 │ min │
└─────────────┴─────────────┘
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 │ 3 │ -13.25853407382965 │ 2 │ 2 │ 1.4606073711 │ 2.6019948470000003 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│ 1 │ -97 │ -98.51642789284516 │ -86 │ 4 │ 1.6567301865 │ 2.008255404 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│ 2 │ -97 │ 7.1877779766231 │ -99 │ 1 │ 1.5672146348 │ 2.0203839763 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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: 38s │
│ 🏆 Best RESULT1: 1.4606073711 │
│ 🏆 Best RESULT2: 2.008255404 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv │
│ 🤖 Model: BO_MIXED │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-17 10:29:34 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, Started OmniOpt2 run...
2026-07-17 10:29:36 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, getting new HP set (no sbatch)
2026-07-17 10:29:36 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, requested 1 jobs, got 1, 1.34 s/job
2026-07-17 10:29:36 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, eval #1/1 start
2026-07-17 10:29:36 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, starting new job
2026-07-17 10:29:36 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, started new job
2026-07-17 10:29:45 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, new result: RESULT1: 1.567215, RESULT2: 2.020384
2026-07-17 10:29:47 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, finishing jobs, finished 1 job
2026-07-17 10:29:50 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, getting new HP set (no sbatch)
2026-07-17 10:29:50 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, requested 1 jobs, got 1, 3.15 s/job
2026-07-17 10:29:50 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, eval #1/1 start
2026-07-17 10:29:50 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, starting new job
2026-07-17 10:29:50 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, started new job
2026-07-17 10:30:00 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 3 done, █▁▄, new result: RESULT1: 1.927471, RESULT2: 2.030959
2026-07-17 10:30:02 (18ca341e-ea0b-4d78-bcdc-d422e4fdc52c): BO_MIXED, 4 done, █▅▆▁, finishing jobs, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1784284172,755.80859375,28.1
RESULT1 (goal: minimize )Best value: 1.4606073711 int_param_two = 2 (r=-0.664, moderate negative correlation) int_param = 3 (r=-0.642, moderate negative correlation) RESULT2 = 2.601994847 (r=-0.625, moderate negative correlation) float_param = -13.25853407383 (r=0.141, weak positive correlation)
RESULT2 (goal: minimize )Best value: 2.008255404 int_param = -97 (r=0.999, strong positive correlation) int_param_two = -86 (r=0.988, strong positive correlation) RESULT1 = 1.6567301865 (r=-0.625, moderate negative correlation) float_param = -98.516427892845 (r=0.164, weak 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 -97 -97 -97 0 2 OO_Info_int_param_two -99 -99 -99 0 2 OO_Info_float_param 7.1878 10 8.5939 1.4061 2 OO_Info_choice_param No numerical statistics available RESULT1 1.4606 1.9275 1.653 0.173 4 RESULT2 2.0083 2.602 2.1654 0.2522 4 int_param -97 3 -72 43.3013 4 float_param -98.5164 10 -23.6468 44.1482 4 int_param_two -99 2 -70.5 42.193 4 choice_param No numerical statistics available
