trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1778322306,2,75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62,1778322308,1778322320,12,./.tests/optimization_example --int_param='-56' --float_param='-17.571544647216796875' --choice_param='hallo' --int_param_two='-90' --nr_results=2,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,1.155538912399999951219342619879,2.364206013500000036486881072051,-56,-17.571544647216796875,-90,hallo
1,1778322323,2,75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62,1778322325,1778322337,12,./.tests/optimization_example --int_param='3' --float_param='-19.228489451936678023' --choice_param='4' --int_param_two='9' --nr_results=2,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,1.911024142945279891137033700943,2.432595425026620183928116603056,3,-19.228489451936678023002968984656,9,4
========================================================================
Current git-hash: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (last fully tested stable version 3 commits ago [f2198bbca0ddfa2c54bbdce11bcb585e9153edd1, 9298])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 10:25:02] ax.storage.sqa_store.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: b0a2227e-ce55-4d46-ba52-793dc74797f7
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| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multiple_evals_per_arm --mem_gb=4 --time=1200 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=max --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --nr_evals_per_arm=2 --beartype --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiple_evals_per_arm&run_nr=59 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR 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 │ max │
└─────────────┴─────────────┘
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 │ -56 │ -17.571544647216797 │ -90 │ hallo │ 1.1555389124 │ 2.3642060135 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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 │ 12.00 sec │ 12.00 sec │ 12.00 sec │ 12.00 sec │
└───────────────────────┴────────────┴────────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.047 │ 1 │ 0.047 │
│ 2 │ 0.734 │ 1 │ 0.734 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.391 │ │ │
│ Median │ 0.391 │ │ │
│ Total │ 0.781 │ │ │
│ Max │ 0.734 │ │ │
│ Min │ 0.047 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.252 │ 1 │ 0.252 │
│ 2 │ 0.100 │ 1 │ 0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.176 │ │ │
│ Median │ 0.176 │ │ │
│ Total │ 0.352 │ │ │
│ Max │ 0.252 │ │ │
│ Min │ 0.100 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2026-05-09 10:25:06 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, Started OmniOpt2 run...
2026-05-09 10:25:06 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, getting new HP set (no sbatch)
2026-05-09 10:25:06 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-09 10:25:06 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, eval #1/1 start
2026-05-09 10:25:06 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, starting new job
2026-05-09 10:25:06 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, started new job
2026-05-09 10:25:21 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, new result: RESULT1: 1.155539 (SEM: 0.061153), RESULT2: 2.364206 (SEM: 0.206017)
2026-05-09 10:25:22 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): SOBOL, 1 done, finishing jobs, finished 1 job
2026-05-09 10:25:23 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-05-09 10:25:23 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.73 s/job
2026-05-09 10:25:23 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 1 done, eval #1/1 start
2026-05-09 10:25:23 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 1 done, starting new job
2026-05-09 10:25:23 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 1 done, started new job
2026-05-09 10:25:38 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.911024 (SEM: 0.059772), RESULT2: 2.432595 (SEM: 0.330513)
2026-05-09 10:25:41 (75f2d7ef-9ddd-4269-ac2e-0f3bff6a9a62): BOTORCH_MODULAR, 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
1778322303,771.33203125,27.1
