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
0,1761035709,2,7549600e-8c6d-4101-b43e-ba6e2a6c2f32,1761035711,1761035717,6,./.tests/optimization_example --int_param='-60' --float_param='-19.31905150413513183594' --choice_param='hallo' --int_param_two='-43' --nr_results=1,0,,runnervmnfq8z,-60,-43,-19.319051504135128283223821199499,hallo,0_0,COMPLETED,SOBOL,-71402.282660607801517471671104431152,-60,-19.3190515041351318359375,-43,hallo
1,1761035720,2,7549600e-8c6d-4101-b43e-ba6e2a6c2f32,1761035722,1761035728,6,./.tests/optimization_example --int_param='-21' --float_param='-13.47445864583393415614' --choice_param='hallo' --int_param_two='-12' --nr_results=1,0,,runnervmnfq8z,-21,-12,-13.474458645833934156144096050411,hallo,1_0,COMPLETED,EXTERNAL_GENERATOR,-13517.976222566299838945269584655762,-21,-13.474458645833934156144096050411,-12,hallo
========================================================================
Current git-hash: 63e807fc69b6d664197862121120493d1af21f37 (last fully tested stable version 8 commits ago [9043d91dbe370183252bdf120ecb2c226402839d, 8689])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 10-21 08:35:07] 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: 5b2726db-7a00-493e-940d-08a6d56a8127
_________________________________________________
/ \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning. |
\ /
=================================================
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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
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=10 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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -60 │ -43 │ -19.31905150413513 │ hallo │ -60 │ -19.319051504135132 │ -43 │ hallo │ -71402.2826606078 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │ 0.029 │ 1 │ 0.029 │
│ 2 │ 0.795 │ 1 │ 0.795 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.412 │ │ │
│ Median │ 0.412 │ │ │
│ Total │ 0.823 │ │ │
│ Max │ 0.795 │ │ │
│ Min │ 0.029 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.096 │ 1 │ 0.096 │
│ 2 │ 0.065 │ 1 │ 0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.081 │ │ │
│ Median │ 0.081 │ │ │
│ Total │ 0.161 │ │ │
│ Max │ 0.096 │ │ │
│ Min │ 0.065 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-10-21 08:35:09 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, Started OmniOpt2 run...
2025-10-21 08:35:09 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, getting new HP set (no sbatch)
2025-10-21 08:35:09 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-10-21 08:35:09 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, eval #1/1 start
2025-10-21 08:35:09 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, starting new job
2025-10-21 08:35:09 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, started new job
2025-10-21 08:35:18 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, new result: -71402.2826606078
2025-10-21 08:35:19 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): SOBOL, best RESULT: -71402.2826606078, finishing jobs, finished 1 job
2025-10-21 08:35:20 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, getting new HP set (no sbatch)
2025-10-21 08:35:20 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, requested 1 jobs, got 1, 0.79 s/job
2025-10-21 08:35:20 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, eval #1/1 start
2025-10-21 08:35:20 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, starting new job
2025-10-21 08:35:20 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, started new job
2025-10-21 08:35:29 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, new result: -13517.9762225663
2025-10-21 08:35:31 (7549600e-8c6d-4101-b43e-ba6e2a6c2f32): EXTERNAL_GENERATOR, best RESULT: -71402.2826606078, finishing jobs, finished 1 job
timestamp,ram_usage_mb,cpu_usage_percent
1761035709,754.1484375,24.2
