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,1.609434347400000131500519273686,2.433990439500000046990635382826,-8,-18.2258450984954833984375,6,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.940990375900000008968504516815,2.994469394800000294765141006792,-93,-97.565128938961933613427390810102,-100,16
2,1778409627,2,aa765c89-e640-4f1b-bc65-43983b000165,1778409629,1778409635,6,./.tests/optimization_example --int_param='-8' --float_param='-18.19265709732591673742' --choice_param='8' --int_param_two='6' --nr_results=2,0,,runnervmrc6n4,-8,6,-18.192657097325920290131762158126,8,2_0,COMPLETED,BO_MIXED,1.187225602400000079583719525544,2.521118776999999866461621422786,-8,-18.192657097325916737418083357625,6,8
3,1778409645,2,aa765c89-e640-4f1b-bc65-43983b000165,1778409647,1778409653,6,./.tests/optimization_example --int_param='2' --float_param='-41.58625894273835399417' --choice_param='8' --int_param_two='10' --nr_results=2,0,,runnervmrc6n4,2,10,-41.586258942738353994172939565033,8,3_0,COMPLETED,BO_MIXED,1.463164168716510005197051214054,2.98388741127880008363604247279,2,-41.586258942738353994172939565033,10,8
========================================================================
Current git-hash: 35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c (last fully tested stable version 2 commits ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:40:22] 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: 4f4e49e5-8f4f-40f8-9932-527e5739f360
/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 - Makes grid search look like it's still |
| on dial-up. |
\ /
=================================================
\
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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=143 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 │ -8 │ -18.225845098495483 │ 6 │ 2 │ 1.6094343474000001 │ 2.4339904395 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│ 2 │ -8 │ -18.192657097325917 │ 6 │ 8 │ 1.1872256024 │ 2.521118777 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
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: 43s │
│ 🏆 Best RESULT1: 1.1872256024 │
│ 🏆 Best RESULT2: 2.4339904395 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv │
│ 🧠 Model: BO_MIXED │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-05-10 10:40:25 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, Started OmniOpt2 run...
2026-05-10 10:40:27 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, getting new HP set (no sbatch)
2026-05-10 10:40:27 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, requested 1 jobs, got 1, 1.65 s/job
2026-05-10 10:40:27 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, eval #1/1 start
2026-05-10 10:40:27 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, starting new job
2026-05-10 10:40:27 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, started new job
2026-05-10 10:40:36 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, new result: RESULT1: 1.187226, RESULT2: 2.521119
2026-05-10 10:40:38 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, finishing jobs, finished 1 job
2026-05-10 10:40:45 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, getting new HP set (no sbatch)
2026-05-10 10:40:45 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, requested 1 jobs, got 1, 6.87 s/job
2026-05-10 10:40:45 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, eval #1/1 start
2026-05-10 10:40:45 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, starting new job
2026-05-10 10:40:46 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, started new job
2026-05-10 10:40:55 (aa765c89-e640-4f1b-bc65-43983b000165): BO_MIXED, 3 done, ▄▁█, new result: RESULT1: 1.463164, RESULT2: 2.983887
2026-05-10 10:40:57 (aa765c89-e640-4f1b-bc65-43983b000165): 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
1778409623,744.14453125,28.1