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,RESULT,int_param,float_param,int_param_two,choice_param
0,1767527554,2,1abaaed9-95d0-4196-9bde-41e863688709,1767527556,1767527562,6,./.tests/optimization_example --int_param='-77' --float_param='-52.77618259191513061523' --choice_param='4' --int_param_two='-44' --nr_results=1,0,,runnervmdwttx,-77,-44,-52.776182591915130615234375,4,0_0,COMPLETED,SOBOL,-124547.392748943006154149770736694336,-77,-52.776182591915130615234375,-44,4
1,1767527566,1,1abaaed9-95d0-4196-9bde-41e863688709,1767527567,1767527573,6,./.tests/optimization_example --int_param='-74' --float_param='-43.42800138254273889515' --choice_param='2' --int_param_two='-73' --nr_results=1,0,,runnervmdwttx,-74,-73,-43.428001382542738895153888734058,2,1_0,COMPLETED,EXTERNAL_GENERATOR,-146358.433179076004307717084884643555,-74,-43.428001382542738895153888734058,-73,2
========================================================================
Current git-hash: 1fb1086e9a3ddebbb1a66a445101c41041e9fa4f (last fully tested stable version 8 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:52:31] 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: fe3cc97b-7fe4-4d79-ba85-2e5dcf155d2d
_________________________________
| OmniOpt2 - Tuning like a maestro! |
=================================
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --generate_all_jobs_at_once --follow --model=TPE --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TPE&run_nr=272 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then TPE 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=1
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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ min │
└─────────────┴─────────────┘
Error loading experiment state: Function __main__.decode_if_base64() parameter
input_str="None" violates type hint , as "None" not instance of str.
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -74 │ -73 │ -43.42800138254274 │ 2 │ -74 │ -43.42800138254274 │ -73 │ 2 │ -146358.433179076 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.031 │ 1 │ 0.031 │
│ 2 │ 0.813 │ 1 │ 0.813 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.422 │ │ │
│ Median │ 0.422 │ │ │
│ Total │ 0.844 │ │ │
│ Max │ 0.813 │ │ │
│ Min │ 0.031 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.107 │ 1 │ 0.107 │
│ 2 │ 0.068 │ 1 │ 0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.088 │ │ │
│ Median │ 0.088 │ │ │
│ Total │ 0.175 │ │ │
│ Max │ 0.107 │ │ │
│ Min │ 0.068 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2026-01-04 11:52:34 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, Started OmniOpt2 run...
2026-01-04 11:52:34 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:52:34 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 11:52:34 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, eval #1/1 start
2026-01-04 11:52:34 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, starting new job
2026-01-04 11:52:34 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, started new job
2026-01-04 11:52:43 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, new result: RESULT: -124547.392749
2026-01-04 11:52:45 (1abaaed9-95d0-4196-9bde-41e863688709): SOBOL, best RESULT: -124547.392748943, finishing jobs, finished 1 job
2026-01-04 11:52:45 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -124547.392748943, getting new HP set (no sbatch)
2026-01-04 11:52:46 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -124547.392748943, requested 1 jobs, got 1, 0.81 s/job
2026-01-04 11:52:46 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -124547.392748943, eval #1/1 start
2026-01-04 11:52:46 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -124547.392748943, starting new job
2026-01-04 11:52:46 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -124547.392748943, started new job
2026-01-04 11:52:55 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -124547.392748943, new result: RESULT: -146358.433179
2026-01-04 11:52:56 (1abaaed9-95d0-4196-9bde-41e863688709): EXTERNAL_GENERATOR, best RESULT: -146358.433179076, finishing jobs, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1767527551,756.46875,28.5
