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
0,1784533832,1,f6b45909-b6ba-4c87-bc38-c69b154b0d98,1784533833,1784533839,6,./.tests/optimization_example --int_param='-57' --float_param='-29.24552381038665771484' --choice_param='4' --int_param_two='-6' --nr_results=1,0,,runnervm3jd5f,-57,-6,-29.24552381038665771484375,4,0_0,COMPLETED,SOBOL,-51664.47901047759660286828875541687,-57,-29.24552381038665771484375,-6,4
1,1784533842,1,f6b45909-b6ba-4c87-bc38-c69b154b0d98,1784533843,1784533849,6,./.tests/optimization_example --int_param='-43' --float_param='-1.07483628591624835735' --choice_param='16' --int_param_two='-85' --nr_results=1,0,,runnervm3jd5f,-43,-85,-1.074836285916248357352742459625,16,1_0,COMPLETED,EXTERNAL_GENERATOR,-105144.356359006997081451117992401123,-43,-1.074836285916248357352742459625,-85,16
========================================================================
Current git-hash: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (last fully tested stable version 2 commits ago [40e86984857e047bcfb600b452b0692331ba16d4, 9396])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 07:50:29] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 5cba663f-09be-4d16-b90f-fbe8890b603a
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
warnings.warn("notify-send not found.")
_________________________________________________
/ \
| OmniOpt2 - Optimizing parameters with the flair o |
| f a magician pulling rabbits out of hats. |
\ /
=================================================
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( //) | \\/// | \\ \\
( / /) _|_ / ) // | \\ _\\
( // /) '/,_ _ _/ ( ; -. | _ _\\.-~ .-~~~^-.
(( / / )) ,-{ _ `-.|.-~-. .~ `.
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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 --disable_notifications
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=78 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 │
└─────────────┴─────────────┘
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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -43 │ -85 │ -1.0748362859162484 │ 16 │ -43 │ -1.0748362859162484 │ -85 │ 16 │ -105144.356359007 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │ 0.040 │ 1 │ 0.040 │
│ 2 │ 0.624 │ 1 │ 0.624 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.332 │ │ │
│ Median │ 0.332 │ │ │
│ Total │ 0.663 │ │ │
│ Max │ 0.624 │ │ │
│ Min │ 0.040 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.193 │ 1 │ 0.193 │
│ 2 │ 0.070 │ 1 │ 0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.132 │ │ │
│ Median │ 0.132 │ │ │
│ Total │ 0.263 │ │ │
│ Max │ 0.193 │ │ │
│ Min │ 0.070 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ─────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ─────────────────────────────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 32s │
│ 🏆 Best RESULT: -105144.356359007 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0/results.csv │
│ 🤖 Model: EXTERNAL_GENERATOR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-20 07:50:32 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, Started OmniOpt2 run...
2026-07-20 07:50:32 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, getting new HP set (no sbatch)
2026-07-20 07:50:32 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-20 07:50:32 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, eval #1/1 start
2026-07-20 07:50:32 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, starting new job
2026-07-20 07:50:32 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, started new job
2026-07-20 07:50:40 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, new result: RESULT: -51664.479010
2026-07-20 07:50:41 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): SOBOL, best RESULT: -51664.4790104776, finishing jobs, finished 1 job
2026-07-20 07:50:42 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -51664.4790104776, getting new HP set (no sbatch)
2026-07-20 07:50:42 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -51664.4790104776, requested 1 jobs, got 1, 0.62 s/job
2026-07-20 07:50:42 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -51664.4790104776, eval #1/1 start
2026-07-20 07:50:42 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -51664.4790104776, starting new job
2026-07-20 07:50:42 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -51664.4790104776, started new job
2026-07-20 07:50:50 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -51664.4790104776, new result: RESULT: -105144.356359
2026-07-20 07:50:52 (f6b45909-b6ba-4c87-bc38-c69b154b0d98): EXTERNAL_GENERATOR, best RESULT: -105144.356359007, ▁█, finishing jobs, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1784533830,887.4765625,27.4
