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
0,1777670394,1,ec4e6482-cb22-45a9-a9df-a73479923914,1777670395,1777670401,6,./.tests/optimization_example --int_param='-49' --float_param='-20.92562615871429443359' --choice_param='4' --int_param_two='-46' --nr_results=2,0,,runnervmeorf1,-49,-46,-20.925626158714290880880071199499,4,0_0,COMPLETED,SOBOL,1.328963011999999999090960045578,2.899900805100000145131389217568,-49,-20.92562615871429443359375,-46,4
1,1777670474,1,ec4e6482-cb22-45a9-a9df-a73479923914,1777670475,1777670481,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='8' --int_param_two='10' --nr_results=2,0,,runnervmeorf1,10,10,-100,8,1_0,COMPLETED,SAASBO,1.787926166624860035980759676022,2.135983589661440085194499260979,10,-100,10,8
========================================================================
Current git-hash: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (last fully tested stable version 2 commits ago [b50b0047e00bec42f485a7cfa2dd30407325ab3c, 9288])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-01 21:19:50] 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: bc7a500a-21e2-4f9d-b349-f8873598de56
_________________________________________________
/ \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion. |
\ /
=================================================
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.-XXX( O O )XXXXXXXXXXXXXXX-
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\- --__/ ___/\ XXXXXX / ___--/=
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_SAASBO --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=SAASBO --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_SAASBO&run_nr=75 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then SAASBO 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 │ -49 │ -20.925626158714294 │ -46 │ 4 │ 1.328963012 │ 2.8999008051 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│ 1 │ 10 │ -100 │ 10 │ 8 │ 1.78792616662486 │ 2.13598358966144 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2026-05-01 21:19:54 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, Started OmniOpt2 run...
2026-05-01 21:19:54 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, getting new HP set (no sbatch)
2026-05-01 21:19:54 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-01 21:19:54 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, eval #1/1 start
2026-05-01 21:19:54 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, starting new job
2026-05-01 21:19:54 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, started new job
2026-05-01 21:20:02 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, new result: RESULT1: 1.328963, RESULT2: 2.899901
2026-05-01 21:20:03 (ec4e6482-cb22-45a9-a9df-a73479923914): SOBOL, 1 done, finishing jobs, finished 1 job
2026-05-01 21:21:13 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 1 done, getting new HP set (no sbatch)
2026-05-01 21:21:13 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 1 done, requested 1 jobs, got 1, 70.15 s/job
2026-05-01 21:21:14 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 1 done, eval #1/1 start
2026-05-01 21:21:14 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 1 done, starting new job
2026-05-01 21:21:14 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 1 done, started new job
2026-05-01 21:21:22 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 1 done, new result: RESULT1: 1.787926, RESULT2: 2.135984
2026-05-01 21:21:25 (ec4e6482-cb22-45a9-a9df-a73479923914): SAASBO, 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
1777670392,770.796875,26.9
1777670473,804.8515625,24.2
