Experiment overview Setting Value Max. nr. evaluations 2 Number random steps 2 Number random steps (from arguments) 20 Nr. of workers (parameter) 20
Best RESULT, min (total: 2) OO_Info_int_pa… OO_Info_int_pa… OO_Info_float_… OO_Info_choic… int_param float_param int_param_two choice_param RESULT -77 -36 -95.5708757694… 16 -77 -95.5708757694… -36 16 -186527.53053…
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 2 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
Number of evaluations
Failed
Succeeded
Running
Total
0
2
0
2
Result names and types
Last progressbar status
2026-08-09 21:27:42 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -186527.530530404, ▁█, finishing jobs, finished 1 job Git-Version
Commit: 13e20a46d71ea5effca97db9d226887fc1438f91 (9418-8-g13e20a46d)
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
0,1786310840,2,7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2,1786310842,1786310848,6,./.tests/optimization_example --int_param='-16' --float_param='-40.39485752582550048828' --choice_param='4' --int_param_two='-92',0,,runnervmvrwv9,-16,-92,-40.39485752582550048828125,4,0_0,COMPLETED,SOBOL,-118383.050897900000563822686672210693,-16,-40.39485752582550048828125,-92,4
1,1786310851,2,7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2,1786310853,1786310859,6,./.tests/optimization_example --int_param='-77' --float_param='-95.5708757694810628891' --choice_param='16' --int_param_two='-36',0,,runnervmvrwv9,-77,-36,-95.57087576948106288909912109375,16,1_0,COMPLETED,SOBOL,-186527.530530404008459299802780151367,-77,-95.57087576948106288909912109375,-36,16
========================================================================
Current git-hash: 13e20a46d71ea5effca97db9d226887fc1438f91 (last fully tested stable version 8 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-09 21:27:17] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: a2b589ca-31e4-4bd1-80ff-6928ff2b03b9
/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 - Inception-level optimization: going de |
| eper with every layer. |
\ /
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omniopt --config_yaml .tests/example_config_cpu.yaml --follow
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/ 1
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__&run_nr=124 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
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_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -77 │ -36 │ -95.5708757694… │ 16 │ -77 │ -95.5708757694… │ -36 │ 16 │ -186527.53053… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
╭─ ────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 36s │
│ 🏆 Best RESULT: -186527.530530404 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1/results.csv │
│ 🤖 Model: SOBOL │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-08-09 21:27:20 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, Started OmniOpt2 run...
2026-08-09 21:27:20 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, getting new HP set (no sbatch)
2026-08-09 21:27:20 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-08-09 21:27:20 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, eval #1/1 start
2026-08-09 21:27:20 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, starting new job
2026-08-09 21:27:21 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, started new job
2026-08-09 21:27:30 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, new result: RESULT: -118383.050898
2026-08-09 21:27:31 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, finishing jobs, finished 1 job
2026-08-09 21:27:31 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, getting new HP set (no sbatch)
2026-08-09 21:27:31 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, requested 1 jobs, got 1, 0.11 s/job
2026-08-09 21:27:31 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, eval #1/1 start
2026-08-09 21:27:31 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, starting new job
2026-08-09 21:27:31 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, started new job
2026-08-09 21:27:40 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -118383.0508979, new result: RESULT: -186527.530530
2026-08-09 21:27:42 (7bc3a2ce-8f56-4dd7-9e6a-5a4b6f8cd8c2): SOBOL, best RESULT: -186527.530530404, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.283 │ 1 │ 0.283 │
│ 2 │ 0.098 │ 1 │ 0.098 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.190 │ │ │
│ Median │ 0.190 │ │ │
│ Total │ 0.381 │ │ │
│ Max │ 0.283 │ │ │
│ Min │ 0.098 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.048 │ 1 │ 0.048 │
│ 2 │ 0.106 │ 1 │ 0.106 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.077 │ │ │
│ Median │ 0.077 │ │ │
│ Total │ 0.154 │ │ │
│ Max │ 0.106 │ │ │
│ Min │ 0.048 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml .tests/example_config_cpu.yaml config_toml None config_json None num_random_steps 20 max_eval 2 run_program ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' experiment_name __main__tests__ mem_gb 4 parameter [{'param': ['int_param', 'range', '-100', '10', 'int']}, {'param': ['float_param', 'range', '-100', '10', 'float']}, {'param': ['choice_param', 'choice', '1,2,4,8,16,hallo']}, {'param': ['int_param_two', 'range', '-100', '10', 'int'], 'num_random_steps': 1, 'model': 'BOTORCH_MODULAR', 'auto_exclude_defective_hosts': True}] continue_previous_job None experiment_constraints None run_dir runs seed None verbose_tqdm False model None gridsearch False occ False show_sixel_scatter False show_sixel_general False show_sixel_trial_index_result False follow True send_anonymized_usage_stats False ui_url None root_venv_dir /home/runner exclude None main_process_gb 8 max_nr_of_zero_results 10 abbreviate_job_names False orchestrator_file None checkout_to_latest_tested_version False live_share True disable_tqdm False disable_previous_job_constraint False workdir occ_type euclid result_names ['RESULT=min'] minkowski_p 2 signed_weighted_euclidean_weights generation_strategy None generate_all_jobs_at_once True revert_to_random_when_seemingly_exhausted False load_data_from_existing_jobs [] n_estimators_randomforest 100 max_attempts_for_generation 20 external_generator None username None max_failed_jobs None num_cpus_main_job None calculate_pareto_front_of_job [] show_generate_time_table False force_choice_for_ranges False max_abandoned_retrial 20 share_password None dryrun False db_url None run_program_once None worker_generator_path None save_to_database False range_max_difference 1000000 skip_search False nr_evals_per_arm 1 disable_notifications False dump_config None dont_warm_start_refitting False refit_on_cv False fit_out_of_design False fit_abandoned False dont_jit_compile False num_restarts 20 raw_samples 1024 max_num_of_parallel_sruns 16 no_transform_inputs False no_normalize_y False transforms [] number_of_generators 1 num_parallel_jobs 20 worker_timeout 5 slurm_use_srun False time 60 partition alpha reservation None force_local_execution False slurm_signal_delay_s 0 nodes_per_job 1 cpus_per_task 1 account None gpus 0 dependency None run_mode local verbose False verbose_break_run_search_table False debug False flame_graph False memray False no_sleep False tests False show_worker_percentage_table_at_end False auto_exclude_defective_hosts False run_tests_that_fail_on_taurus False raise_in_eval False show_ram_every_n_seconds 0 show_generation_and_submission_sixel False just_return_defaults False prettyprint False runtime_debug False debug_stack_regex debug_stack_trace_regex None show_func_name False beartype False
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1786310838,882.27734375,26.7
! No notable correlations between parameters were found (threshold: |r| > 0.3).Top-5 Best Results Parameter Sensitivity Ranking Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.
Parameter statistics Parameter Min Max Mean Std Dev Count run_time 6 6 6 0 2 OO_Info_int_param -77 -16 -46.5 30.5 2 OO_Info_int_param_two -92 -36 -64 28 2 OO_Info_float_param -95.5709 -40.3949 -67.9829 27.588 2 OO_Info_choice_param 4 16 10 6 2 RESULT -186527.5305 -118383.0509 -152455.2907 34072.2398 2 int_param -77 -16 -46.5 30.5 2 float_param -95.5709 -40.3949 -67.9829 27.588 2 int_param_two -92 -36 -64 28 2 choice_param 4 16 10 6 2
0 (7s, RESULT: -118383.0508979)
1 (7s, RESULT: -186527.530530404)
submitit INFO (2026-08-09 21:27:21,316 ) - Starting with JobEnvironment(job_id=84710, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-09 21:27:21,316 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1/single_runs/84710/84710_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -16, "float_param": -40.3948575258255, "int_param_two": -92, "choice_param": 4}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-16' --float_param='-40.39485752582550048828' --choice_param='4' --int_param_two='-92'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786309263.8198304
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786309909.0413141
Last modification: 1786309263.8198304
Hostname: runnervmvrwv9
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-16' --float_param='-40.39485752582550048828' --choice_param='4' --int_param_two='-92'
stdout:
OO-Info: int_param: -16
OO-Info: int_param_two: -92
OO-Info: float_param: -40.39485752582550048828
OO-Info: choice_param: 4
RESULT: -118383.0508979
stderr was empty
Result: {'RESULT': -118383.0508979}
Final-results: {'RESULT': -118383.0508979}
EXIT_CODE: 0
submitit INFO (2026-08-09 21:27:28,885 ) - Job completed successfully
submitit INFO (2026-08-09 21:27:28,885 ) - Exiting after successful completion
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