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,2.357673452100000233144783123862,1.183278077800000049890627451532,-76,-14.43487703800201416015625,1,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,2.73201721780000017503198250779,1.93528274290000013024837244302,10,-100,-100,hallo
2,1784181702,2,759b0682-8334-4966-81fb-466565c42c81,1784181704,1784181710,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='8' --int_param_two='10' --nr_results=2,0,,runnervm5mmn9,-100,10,10,8,2_0,COMPLETED,SAASBO,2.520505914300000149808056448819,1.006987711999999923762061371235,-100,10,10,8
3,1784181760,2,759b0682-8334-4966-81fb-466565c42c81,1784181762,1784181768,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='1' --int_param_two='10' --nr_results=2,0,,runnervm5mmn9,-100,10,10,1,3_0,COMPLETED,SAASBO,2.724457945765120125969360742602,1.245568821047529972645406814991,-100,10,10,1
========================================================================
Current git-hash: 4c00dc848400b266b611ab7c11c56a62beb865f3 (last fully tested stable version 22 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 06:01:00] 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: c71f1c31-973c-464a-9f44-b6d7128b535a
/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 - Inception-level optimization: going de |
| eper with every layer. |
\ /
=================================================
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/0 0 \\__ / // | \\ \\
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( // /) '/,_ _ _/ ( ; -. | _ _\\.-~ .-~~~^-.
(( / / )) ,-{ _ `-.|.-~-. .~ `.
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(( /// )) `. { } / \\ \\
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/.-~
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=32 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SAASBO 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 │ -76 │ -14.434877038002014 │ 1 │ 2 │ 1.1832780778 │ 2.3576734521000002 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│ 2 │ -100 │ 10 │ 10 │ 8 │ 1.006987712 │ 2.5205059143 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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: 126s (2m6s) │
│ 🏆 Best RESULT1: 1.006987712 │
│ 🏆 Best RESULT2: 2.3576734521000002 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv │
│ 🧠 Model: SAASBO │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-16 06:01:04 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, Started OmniOpt2 run...
2026-07-16 06:01:42 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, getting new HP set (no sbatch)
2026-07-16 06:01:42 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, requested 1 jobs, got 1, 38.40 s/job
2026-07-16 06:01:42 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, eval #1/1 start
2026-07-16 06:01:42 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, starting new job
2026-07-16 06:01:42 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, started new job
2026-07-16 06:01:51 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, new result: RESULT1: 1.006988, RESULT2: 2.520506
2026-07-16 06:01:55 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, finishing jobs, finished 1 job
2026-07-16 06:02:40 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, getting new HP set (no sbatch)
2026-07-16 06:02:40 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, requested 1 jobs, got 1, 44.58 s/job
2026-07-16 06:02:40 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, eval #1/1 start
2026-07-16 06:02:40 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, starting new job
2026-07-16 06:02:40 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, started new job
2026-07-16 06:02:49 (759b0682-8334-4966-81fb-466565c42c81): SAASBO, 3 done, ▆▁█, new result: RESULT1: 1.245569, RESULT2: 2.724458
2026-07-16 06:02:53 (759b0682-8334-4966-81fb-466565c42c81): 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
1784181661,890.3125,27.5
1784181760,1687.28515625,36.9
RESULT1 (goal: minimize )Best value: 1.006987712 int_param_two = 10 (r=-0.971, strong negative correlation) int_param = -100 (r=0.96, strong positive correlation) float_param = 10 (r=-0.959, strong negative correlation) RESULT2 = 2.5205059143 (r=0.598, moderate positive correlation)
RESULT2 (goal: minimize )Best value: 2.3576734521 RESULT1 = 1.1832780778 (r=0.598, moderate positive correlation) int_param_two = 1 (r=-0.494, moderate negative correlation) int_param = -76 (r=0.387, weak positive correlation) float_param = -14.434877038002 (r=-0.384, 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 -100 -100 0 2 OO_Info_int_param_two 10 10 10 0 2 OO_Info_float_param 10 10 10 0 2 OO_Info_choice_param 1 8 4.5 3.5 2 RESULT2 2.3577 2.732 2.5837 0.1556 4 RESULT1 1.007 1.9353 1.3428 0.3531 4 int_param -100 10 -66.5 45.241 4 float_param -100 10 -23.6087 45.2186 4 int_param_two -100 10 -19.75 46.4778 4 choice_param No numerical statistics available
