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,2.301075052999999925873453321401,1.394959252600000088051501734299,4,4.84093725681304931640625,3,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,2.116434036599999846117725610384,1.470229625300000009247014531866,-100,-100,-100,hallo
2,1784580727,2,04b9e455-6d6e-4977-9a3b-995b3f7beab4,1784580729,1784580735,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='4' --int_param_two='10' --nr_results=2,0,,runnervm3jd5f,10,10,-100,4,2_0,COMPLETED,SAASBO,2.542310022400000146802767631016,1.904169954699999944836008580751,10,-100,10,4
3,1784580758,1,04b9e455-6d6e-4977-9a3b-995b3f7beab4,1784580759,1784580765,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo' --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-100,-100,10,hallo,3_0,COMPLETED,SAASBO,2.815112023937639929016540918383,1.414584891944290045984189418959,-100,10,-100,hallo
========================================================================
Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:51:38] 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: 6c01bee3-257c-4943-85a3-0857503e9732
/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.")
____ _ _ _ ____ ____ _____ ____
/ _ \/ \__/|/ \ /|/ \/ _ \/ __Y__ __Y_ \
| / \|| |\/||| |\ ||| || / \|| \/| / \ / /
| \_/|| | ||| | \||| || \_/|| __/ | | / /_
\____/\_/ \|\_/ \|\_/\____/\_/ \_/ \____/
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/ 1
Continuation from runs/multi_results_2_results_SAASBO/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_SAASBO&run_nr=167 for live-results.
Generation strategy: SAASBO for 4 steps.
You have 4 CPUs available for the main process. No CUDA devices found.
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 │ 4 │ 4.840937256813049 │ 3 │ 2 │ 1.3949592526 │ 2.301075053 │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│ 1 │ -100 │ -100 │ -100 │ hallo │ 1.4702296253 │ 2.1164340366 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 80s (1m20s) │
│ 🏆 Best RESULT1: 1.3949592526 │
│ 🏆 Best RESULT2: 2.1164340366 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv │
│ 🤖 Model: SAASBO │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-20 20:51:41 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, Started OmniOpt2 run...
2026-07-20 20:52:07 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, getting new HP set (no sbatch)
2026-07-20 20:52:07 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, requested 1 jobs, got 1, 26.47 s/job
2026-07-20 20:52:07 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, eval #1/1 start
2026-07-20 20:52:07 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, starting new job
2026-07-20 20:52:08 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, started new job
2026-07-20 20:52:16 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, new result: RESULT1: 1.904170, RESULT2: 2.542310
2026-07-20 20:52:19 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, finishing jobs, finished 1 job
2026-07-20 20:52:38 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, getting new HP set (no sbatch)
2026-07-20 20:52:38 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, requested 1 jobs, got 1, 19.03 s/job
2026-07-20 20:52:38 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, eval #1/1 start
2026-07-20 20:52:38 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, starting new job
2026-07-20 20:52:38 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, started new job
2026-07-20 20:52:46 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 3 done, █▆▁, new result: RESULT1: 1.414585, RESULT2: 2.815112
2026-07-20 20:52:50 (04b9e455-6d6e-4977-9a3b-995b3f7beab4): SAASBO, 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
1784580699,890.30859375,27.5
1784580766,1691.88671875,30.9
RESULT1 (goal: minimize )Best value: 1.3949592526 float_param = 4.840937256813 (r=-0.675, moderate negative correlation) int_param_two = 3 (r=0.536, moderate positive correlation) int_param = 4 (r=0.53, moderate positive correlation) RESULT2 = 2.301075053 (r=0.15, weak positive correlation)
RESULT2 (goal: minimize )Best value: 2.1164340366 float_param = -100 (r=0.459, moderate positive correlation) RESULT1 = 1.4702296253 (r=0.15, weak positive correlation) int_param = -100 (r=-0.071, weak negative correlation) int_param_two = -100 (r=-0.069, 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 -100 10 -45 55 2 OO_Info_int_param_two -100 10 -45 55 2 OO_Info_float_param -100 10 -45 55 2 OO_Info_choice_param No numerical statistics available RESULT2 2.1164 2.8151 2.4437 0.2623 4 RESULT1 1.395 1.9042 1.546 0.2086 4 int_param -100 10 -46.5 53.542 4 float_param -100 10 -46.2898 53.7412 4 int_param_two -100 10 -46.75 53.3075 4 choice_param No numerical statistics available
