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,1.66110860730000009510831660009,2.942313503599999879867255003774,-84,-45.351353585720062255859375,-36,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.972139989099999990429523677449,2.018919756999999925994870864088,-65,-81.516007821029390356670774053782,-82,hallo
2,1784534064,2,ed0279f7-6364-43c3-9c9f-f785b004df67,1784534066,1784534072,6,./.tests/optimization_example --int_param='-50' --float_param='-17.58596682315182135881' --choice_param='hallo' --int_param_two='-66' --nr_results=2,0,,runnervm76tkm,-50,-66,-17.585966823151821358806046191603,hallo,2_0,COMPLETED,UNIFORM,1.499601402200000155318093675305,2.283293440100000015746672943351,-50,-17.585966823151821358806046191603,-66,hallo
3,1784534075,1,ed0279f7-6364-43c3-9c9f-f785b004df67,1784534076,1784534082,6,./.tests/optimization_example --int_param='-83' --float_param='-99.07260176004227503199' --choice_param='2' --int_param_two='-11' --nr_results=2,0,,runnervm76tkm,-83,-11,-99.072601760042275031992176081985,2,3_0,COMPLETED,UNIFORM,1.874059726790620050707047994365,2.744833739099219904744586528977,-83,-99.072601760042275031992176081985,-11,2
========================================================================
Current git-hash: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (last fully tested stable version 1 commit ago [40e86984857e047bcfb600b452b0692331ba16d4, 9396])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 07:54:22] 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: 42723a38-71d2-4a30-a03a-e8e5554a7eda
/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 - Hyperparameters: Where science and mag |
| ic shake hands. |
\ /
=================================================
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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=45 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 │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ -65 │ -81.51600782102939 │ -82 │ hallo │ 1.9721399891 │ 2.018919757 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│ 2 │ -50 │ -17.58596682315182 │ -66 │ hallo │ 1.4996014022000002 │ 2.2832934401 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
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: 31s │
│ 🏆 Best RESULT1: 1.4996014022000002 │
│ 🏆 Best RESULT2: 2.018919757 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv │
│ 🤖 Model: UNIFORM │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-20 07:54:24 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, Started OmniOpt2 run...
2026-07-20 07:54:24 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, getting new HP set (no sbatch)
2026-07-20 07:54:24 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, requested 1 jobs, got 1, 0.02 s/job
2026-07-20 07:54:24 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, eval #1/1 start
2026-07-20 07:54:24 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, starting new job
2026-07-20 07:54:24 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, started new job
2026-07-20 07:54:32 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, new result: RESULT1: 1.499601, RESULT2: 2.283293
2026-07-20 07:54:35 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, finishing jobs, finished 1 job
2026-07-20 07:54:35 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, getting new HP set (no sbatch)
2026-07-20 07:54:35 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 07:54:35 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, eval #1/1 start
2026-07-20 07:54:35 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, starting new job
2026-07-20 07:54:35 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, started new job
2026-07-20 07:54:43 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 3 done, ▅▁█, new result: RESULT1: 1.874060, RESULT2: 2.744834
2026-07-20 07:54:46 (ed0279f7-6364-43c3-9c9f-f785b004df67): UNIFORM, 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
1784534062,755.9921875,28.9
RESULT1 (goal: minimize )Best value: 1.4996014022 float_param = -17.585966823152 (r=-0.926, strong negative correlation) int_param = -50 (r=-0.412, moderate negative correlation) RESULT2 = 2.2832934401 (r=-0.229, weak negative correlation) int_param_two = -66 (r=0.024, weak positive correlation)
RESULT2 (goal: minimize )Best value: 2.018919757 int_param_two = -82 (r=0.866, strong positive correlation) int_param = -65 (r=-0.785, strong negative correlation) RESULT1 = 1.9721399891 (r=-0.229, weak negative correlation) float_param = -81.516007821029 (r=-0.042, weak negative 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 -83 -50 -66.5 16.5 2 OO_Info_int_param_two -66 -11 -38.5 27.5 2 OO_Info_float_param -99.0726 -17.586 -58.3293 40.7433 2 OO_Info_choice_param No numerical statistics available RESULT1 1.4996 1.9721 1.7517 0.1839 4 RESULT2 2.0189 2.9423 2.4973 0.3654 4 int_param -84 -50 -70.5 14.0446 4 float_param -99.0726 -17.586 -60.8815 31.6229 4 int_param_two -82 -11 -48.75 27.3439 4 choice_param No numerical statistics available
