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
0,1766926848,2,5b1105cb-9c47-472f-a96e-a6d1229762a9,1766926850,1766926856,6,./.tests/optimization_example --int_param='-73' --float_param='-55.31546026468276977539' --choice_param='16' --int_param_two='-26' --nr_results=2,0,,runnervmdwttx,-73,-26,-55.315460264682769775390625,16,0_0,COMPLETED,SOBOL,1.347914085800000050241465032741,2.745586412399999787226079206448,-73,-55.315460264682769775390625,-26,16
1,1766926923,2,5b1105cb-9c47-472f-a96e-a6d1229762a9,1766926925,1766926931,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='8' --int_param_two='-100' --nr_results=2,0,,runnervmdwttx,10,-100,10,8,1_0,COMPLETED,SAASBO,1.630376609348789918030320222897,2.253987322186250086275549620041,10,10,-100,8
========================================================================
Current git-hash: 615815d7faceb30fd81f992ecff2c39b1a8872ef (last fully tested stable version 1 commit ago [309680f3409e7c692dbb1796c4da73093ba2b9e7, 9175])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 13:00:45] 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: 44ebb37e-6ee7-4c9b-b2e8-5357d4fbe49e
_________________________________________________
/ \
| 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_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=404 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 │ -73 │ -55.31546026468277 │ -26 │ 16 │ 1.3479140858 │ 2.7455864124 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│ 1 │ 10 │ 10 │ -100 │ 8 │ 1.63037660934879 │ 2.25398732218625 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-12-28 13:00:48 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, Started OmniOpt2 run...
2025-12-28 13:00:48 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, getting new HP set (no sbatch)
2025-12-28 13:00:48 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 13:00:48 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, eval #1/1 start
2025-12-28 13:00:48 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, starting new job
2025-12-28 13:00:48 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, started new job
2025-12-28 13:00:57 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, new result: RESULT1: 1.347914, RESULT2: 2.745586
2025-12-28 13:00:59 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SOBOL, 1 done, finishing jobs, finished 1 job
2025-12-28 13:02:03 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SAASBO, 1 done, getting new HP set (no sbatch)
2025-12-28 13:02:03 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SAASBO, 1 done, requested 1 jobs, got 1, 63.66 s/job
2025-12-28 13:02:03 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SAASBO, 1 done, eval #1/1 start
2025-12-28 13:02:03 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SAASBO, 1 done, starting new job
2025-12-28 13:02:03 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SAASBO, 1 done, started new job
2025-12-28 13:02:12 (5b1105cb-9c47-472f-a96e-a6d1229762a9): SAASBO, 1 done, new result: RESULT1: 1.630377, RESULT2: 2.253987
2025-12-28 13:02:15 (5b1105cb-9c47-472f-a96e-a6d1229762a9): 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
1766926846,756.72265625,28.7
1766926923,797.20703125,23.4