Experiment overview Setting Value Model for non-random steps BOTORCH_MODULAR Max. nr. evaluations 1 Number random steps 1 Nr. of workers (parameter) 1
Best RESULT1, min (total: 1) OO_Info_in… OO_Info_in… OO_Info_fl… OO_Info_ch… RESULT3 RESULT2 int_param float_par… int_param_… choice_pa… RESULT1 -68 -20 -76.607390… 8 3.4538340… 2.53128571… -68 -76.60739… -20 8 1.67779876…
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 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
Number of evaluations
Failed
Succeeded
Running
Total
0
1
0
1
Result names and types
name min/max
RESULT1
min
RESULT2
max
RESULT3
min
Last progressbar status
2026-07-20 20:57:56 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, 1 done, finishing jobs, finished 1 job Git-Version
Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)
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,RESULT3,RESULT2,int_param,float_param,int_param_two,choice_param
0,1784581066,2,ef523bd1-4cca-4023-881c-a5fc2d6937ec,1784581068,1784581074,6,./.tests/optimization_example --random_sem --int_param='-68' --float_param='-76.60739019513130187988' --choice_param='8' --int_param_two='-20' --nr_results=3,0,,runnervm3jd5f,-68,-20,-76.6073901951313018798828125,8,0_0,COMPLETED,SOBOL,1.677798769277619950202051768429,3.453834060707849928917312354315,2.531285713465090125851020275149,-68,-76.6073901951313018798828125,-20,8
config_objectives not found
========================================================================
Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:57:43] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 73d2ac6f-0f20-4066-bff0-428e4baf81a4
/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 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning. |
\ /
=================================================
\
\
\
|\_/|,,_____,~~`
(.".)~~ )`~}}
\o/\ /---~\\ ~}}
_// _// ~}
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=test_if_debug_py_has_alternating --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 1 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0z --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 --result_names RESULT1=min RESULT2=max RESULT3=min --generate_all_jobs_at_once --follow --show_generate_time_table --disable_notifications
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/test_if_debug_py_has_alternating/ 0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=test_if_debug_py_has_alternating&run_nr=82 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step.
Run-Program: ./.tests/optimization_example --random_sem --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=3
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 │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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 ┃ RESULT3 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 0 │ -68 │ -76.6073901951313 │ -20 │ 8 │ 1.67779876927762 │ 2.53128571346509 │ 3.45383406070785 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┴──────────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a
matplotlib-sixel-plot for RESULT1/RESULT3.
Pareto-Front for RESULT1/RESULT3:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT1 ┃ RESULT2 ┃ RESULT3 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 0 │ -68 │ -76.6073901951313 │ -20 │ 8 │ 1.67779876927762 │ 2.53128571346509 │ 3.45383406070785 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┴──────────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a
matplotlib-sixel-plot for RESULT2/RESULT3.
Pareto-Front for RESULT2/RESULT3:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT1 ┃ RESULT2 ┃ RESULT3 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 0 │ -68 │ -76.6073901951313 │ -20 │ 8 │ 1.67779876927762 │ 2.53128571346509 │ 3.45383406070785 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┴──────────────────┘
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
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 1 │ 6.00 sec │ 6.00 sec │ 6.00 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.034 │ 1 │ 0.034 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.034 │ │ │
│ Median │ 0.034 │ │ │
│ Total │ 0.034 │ │ │
│ Max │ 0.034 │ │ │
│ Min │ 0.034 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.162 │ 1 │ 0.162 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.162 │ │ │
│ Median │ 0.162 │ │ │
│ Total │ 0.162 │ │ │
│ Max │ 0.162 │ │ │
│ Min │ 0.162 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 1 succeeded / 0 failed / 1 done / 1 submitted │
│ ⏱️ Duration: 22s │
│ 🏆 Best RESULT1: 1.67779876927762 │
│ 🏆 Best RESULT2: 2.53128571346509 │
│ 🏆 Best RESULT3: 3.45383406070785 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_if_debug_py_has_alternating/0/results.csv │
│ 🤖 Model: SOBOL │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-20 20:57:46 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, Started OmniOpt2 run...
2026-07-20 20:57:46 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, getting new HP set (no sbatch)
2026-07-20 20:57:46 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-20 20:57:46 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, eval #1/1 start
2026-07-20 20:57:46 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, starting new job
2026-07-20 20:57:46 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, started new job
2026-07-20 20:57:54 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, new result: RESULT1: 1.677799 (SEM: 0.396005), RESULT2: 2.531286 (SEM: 0.497085), RESULT3: 3.453834 (SEM: 0.010426)
2026-07-20 20:57:56 (ef523bd1-4cca-4023-881c-a5fc2d6937ec): SOBOL, 1 done, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.162 │ 1 │ 0.162 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.162 │ │ │
│ Median │ 0.162 │ │ │
│ Total │ 0.162 │ │ │
│ Max │ 0.162 │ │ │
│ Min │ 0.162 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.034 │ 1 │ 0.034 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.034 │ │ │
│ Median │ 0.034 │ │ │
│ Total │ 0.034 │ │ │
│ Max │ 0.034 │ │ │
│ Min │ 0.034 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 1 run_program [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZm… experiment_name test_if_debug_py_has_alternating mem_gb 4 parameter [['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'], ['int_param_two', 'range', '-100', '10', 'int']] continue_previous_job None experiment_constraints None run_dir runs seed None verbose_tqdm False model BOTORCH_MODULAR gridsearch False occ False show_sixel_scatter False show_sixel_general False show_sixel_trial_index_result False follow True send_anonymized_usage_stats True 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 ['RESULT1=min', 'RESULT2=max', 'RESULT3=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 True 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 True 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 1 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 True 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
1784581064,886.96875,27.4
! No notable correlations between parameters were found (threshold: |r| > 0.3).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 1 OO_Info_int_param -68 -68 -68 0 1 OO_Info_int_param_two -20 -20 -20 0 1 OO_Info_float_param -76.6074 -76.6074 -76.6074 0 1 OO_Info_choice_param 8 8 8 0 1 RESULT1 1.6778 1.6778 1.6778 0 1 RESULT3 3.4538 3.4538 3.4538 0 1 RESULT2 2.5313 2.5313 2.5313 0 1 int_param -68 -68 -68 0 1 float_param -76.6074 -76.6074 -76.6074 0 1 int_param_two -20 -20 -20 0 1 choice_param 8 8 8 0 1
0 (7s, RESULT1: 1.67779876927762, RESULT2: 2.53128571346509, RESULT3: 3.45383406070785)
submitit INFO (2026-07-20 20:57:47,049 ) - Starting with JobEnvironment(job_id=161847, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:57:47,049 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/test_if_debug_py_has_alternating/0/single_runs/161847/161847_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -68, "float_param": -76.6073901951313, "int_param_two": -20, "choice_param": 8}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-68' --float_param='-76.60739019513130187988' --choice_param='8' --int_param_two='-20' --nr_results=3
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577771.706673
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578252.2561357
Last modification: 1784577771.706673
Hostname: runnervm3jd5f
========
DEBUG INFOS END
./.tests/optimization_example --random_sem --int_param='-68' --float_param='-76.60739019513130187988' --choice_param='8' --int_param_two='-20' --nr_results=3
stdout:
OO-Info: int_param: -68
OO-Info: int_param_two: -20
OO-Info: float_param: -76.60739019513130187988
OO-Info: choice_param: 8
RESULT1: 1.67779876927762
SEM-RESULT1: 0.396004949786828
RESULT2: 2.53128571346509
SEM-RESULT2: 0.497085447745981
RESULT3: 3.45383406070785
SEM-RESULT3: 0.0104257559723777
stderr was empty
Result: {'RESULT1': 1.67779876927762, 'RESULT2': 2.53128571346509, 'RESULT3': 3.45383406070785}
Final-results: {'RESULT1': (1.67779876927762, 0.396004949786828), 'RESULT2': (2.53128571346509, 0.497085447745981), 'RESULT3': (3.45383406070785, 0.0104257559723777)}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:57:54,096 ) - Job completed successfully
submitit INFO (2026-07-20 20:57:54,096 ) - Exiting after successful completion
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