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
0,1778324077,2,edb1a127-1be0-442c-bd3f-75262c335d5e,1778324079,1778324085,6,./.tests/optimization_example --int_param='-48' --float_param='-44.48382556438446044922' --choice_param='1' --int_param_two='-8' --nr_results=2,0,,runnervmrc6n4,-48,-8,-44.48382556438446044921875,1,0_0,COMPLETED,SOBOL,1.353108691799999929727960079617,2.593846337000000001893340595416,-48,-44.48382556438446044921875,-8,1
1,1778324092,1,edb1a127-1be0-442c-bd3f-75262c335d5e,1778324093,1778324099,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo' --int_param_two='-100' --nr_results=2,0,,runnervmrc6n4,-100,-100,10,hallo,1_0,COMPLETED,BO_MIXED,1.047561965956449903103475662647,2.695531708511650137438664387446,-100,10,-100,hallo
========================================================================
Current git-hash: cd62f18b5a7084cd1b34cc9972b8b3a2643139be (last fully tested stable version 1 commit ago [f2198bbca0ddfa2c54bbdce11bcb585e9153edd1, 9298])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 10:54:34] 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]`.
Run-UUID: 1cf1c6d3-60d4-4cf7-a4cc-ce4c9ae92318
_________________________________________________
/ \
| OmniOpt2 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase. |
\ /
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BO_MIXED&run_nr=0 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
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 │ range │ -100 │ 10 │ │ int │ No │
│ float_param │ range │ -100 │ 10 │ │ float │ No │
│ choice_param │ choice │ │ │ 1, 2, 4, 8, 16, hallo │ │ │
│ int_param_two │ range │ -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 │ -48 │ -44.48382556438446 │ -8 │ 1 │ 1.3531086918 │ 2.593846337 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│ 1 │ -100 │ 10 │ -100 │ hallo │ 1.04756196595645 │ 2.69553170851165 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2026-05-09 10:54:37 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, Started OmniOpt2 run...
2026-05-09 10:54:37 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, getting new HP set (no sbatch)
2026-05-09 10:54:37 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-09 10:54:37 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, eval #1/1 start
2026-05-09 10:54:37 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, starting new job
2026-05-09 10:54:37 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, started new job
2026-05-09 10:54:45 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, new result: RESULT1: 1.353109, RESULT2: 2.593846
2026-05-09 10:54:46 (edb1a127-1be0-442c-bd3f-75262c335d5e): SOBOL, 1 done, finishing jobs, finished 1 job
2026-05-09 10:54:52 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 1 done, getting new HP set (no sbatch)
2026-05-09 10:54:52 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 1 done, requested 1 jobs, got 1, 5.30 s/job
2026-05-09 10:54:52 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 1 done, eval #1/1 start
2026-05-09 10:54:52 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 1 done, starting new job
2026-05-09 10:54:52 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 1 done, started new job
2026-05-09 10:55:00 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 1 done, new result: RESULT1: 1.047562, RESULT2: 2.695532
2026-05-09 10:55:03 (edb1a127-1be0-442c-bd3f-75262c335d5e): BO_MIXED, 2 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
1778324075,741.38671875,28.2
