Experiment overview Setting Value Model for non-random steps BOTORCH_MODULAR Max. nr. evaluations 2 Number random steps 1 Nr. of workers (parameter) 1
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 -95 -98 -80.34548452122283 2 -95 -80.34548452122283 -98 2 -278356.237281623
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 1 BOTORCH_MODULAR 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
2
0
2
Result names and types
Last progressbar status
2026-05-30 11:40:46 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -278356.237281623, ▁█, finishing jobs, finished 1 job Git-Version
Commit: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (9342-2-g2c09badf8)
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
0,1780141224,2,0df16fe1-672a-4902-8d03-a9ffeca528db,1780141226,1780141232,6,./.tests/optimization_example --int_param='-48' --float_param='9.20473456382751464844' --choice_param='hallo' --int_param_two='-14' --nr_results=1,0,,9d566e897da6,-48,-14,9.20473456382751287208066059975,hallo,0_0,COMPLETED,SOBOL,-32364.117927522500394843518733978271,-48,9.2047345638275146484375,-14,hallo
1,1780141235,2,0df16fe1-672a-4902-8d03-a9ffeca528db,1780141237,1780141243,6,./.tests/optimization_example --int_param='-95' --float_param='-80.34548452122282924392' --choice_param='2' --int_param_two='-98' --nr_results=1,0,,9d566e897da6,-95,-98,-80.345484521222829243924934417009,2,1_0,COMPLETED,BOTORCH_MODULAR,-278356.237281623005401343107223510742,-95,-80.345484521222829243924934417009,-98,2
========================================================================
Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (last fully tested stable version 2 commits ago [5c399eb6c53d4165f4e4c5d4191a2115cad88c0b, 9342])
Using coverage run -p because $RUN_WITH_COVERAGE is set
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[WARNING 05-30 11:40:20] ax.storage.sqa_store.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]`.
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Run-UUID: 31018ec9-1d91-4217-9f0f-59a676362774
//.omniax_venvs/Python_3.11.2/x86_64/lib/python3.11/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)
//.omniax_venvs/Python_3.11.2/x86_64/lib/python3.11/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
warnings.warn("notify-send not found.")
_______________________________________________
| OmniOpt2 - In pursuit of the ultimate accuracy! |
===============================================
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\
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|\_/|,,_____,~~`
(.".)~~ )`~}}
\o/\ /---~\\ ~}}
_// _// ~}
⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --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 --show_generate_time_table --disable_notifications
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
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Run-folder : /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/ 0
⠋ Writing live_share file if it is present...
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⠋ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=108 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -278356.237281623, ▁█, finishing jobs, finished 1 job : 100%|██████████| 2/2 [00:22<00:00, 11.10s/it]
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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -95 │ -98 │ -80.34548452122283 │ 2 │ -95 │ -80.34548452122283 │ -98 │ 2 │ -278356.237281623 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │ 0.036 │ 1 │ 0.036 │
│ 2 │ 0.366 │ 1 │ 0.366 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.201 │ │ │
│ Median │ 0.201 │ │ │
│ Total │ 0.402 │ │ │
│ Max │ 0.366 │ │ │
│ Min │ 0.036 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.183 │ 1 │ 0.183 │
│ 2 │ 0.076 │ 1 │ 0.076 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.130 │ │ │
│ Median │ 0.130 │ │ │
│ Total │ 0.259 │ │ │
│ Max │ 0.183 │ │ │
│ Min │ 0.076 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ─────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ─────────────────────────────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 33s │
│ 🏆 Best RESULT: -278356.237281623 │
│ 📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/results.csv │
│ 🧠 Model: BOTORCH_MODULAR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-05-30 11:40:24 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, Started OmniOpt2 run...
2026-05-30 11:40:24 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, getting new HP set (no sbatch)
2026-05-30 11:40:24 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-30 11:40:24 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, eval #1/1 start
2026-05-30 11:40:24 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, starting new job
2026-05-30 11:40:24 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, started new job
2026-05-30 11:40:33 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, new result: RESULT: -32364.117928
2026-05-30 11:40:35 (0df16fe1-672a-4902-8d03-a9ffeca528db): SOBOL, best RESULT: -32364.1179275225, finishing jobs, finished 1 job
2026-05-30 11:40:35 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -32364.1179275225, getting new HP set (no sbatch)
2026-05-30 11:40:35 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -32364.1179275225, requested 1 jobs, got 1, 0.37 s/job
2026-05-30 11:40:35 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -32364.1179275225, eval #1/1 start
2026-05-30 11:40:35 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -32364.1179275225, starting new job
2026-05-30 11:40:35 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -32364.1179275225, started new job
2026-05-30 11:40:44 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -32364.1179275225, new result: RESULT: -278356.237282
2026-05-30 11:40:46 (0df16fe1-672a-4902-8d03-a9ffeca528db): BOTORCH_MODULAR, best RESULT: -278356.237281623, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.183 │ 1 │ 0.183 │
│ 2 │ 0.076 │ 1 │ 0.076 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.130 │ │ │
│ Median │ 0.130 │ │ │
│ Total │ 0.259 │ │ │
│ Max │ 0.183 │ │ │
│ Min │ 0.076 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.036 │ 1 │ 0.036 │
│ 2 │ 0.366 │ 1 │ 0.366 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.201 │ │ │
│ Median │ 0.201 │ │ │
│ Total │ 0.402 │ │ │
│ Max │ 0.366 │ │ │
│ Min │ 0.036 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 2 run_program [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p… experiment_name __main__tests__BOTORCH_MODULAR___nogridsearch 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 /root 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 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
1780141221,790.49609375,28.1
! 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 -95 -48 -71.5 23.5 2 OO_Info_int_param_two -98 -14 -56 42 2 OO_Info_float_param -80.3455 9.2047 -35.5704 44.7751 2 OO_Info_choice_param No numerical statistics available RESULT -278356.2373 -32364.1179 -155360.1776 122996.0597 2 int_param -95 -48 -71.5 23.5 2 float_param -80.3455 9.2047 -35.5704 44.7751 2 int_param_two -98 -14 -56 42 2 choice_param No numerical statistics available
1 (7s, RESULT: -278356.237281623)
0 (8s, RESULT: -32364.1179275225)
submitit INFO (2026-05-30 11:40:36,147 ) - Starting with JobEnvironment(job_id=1258, hostname=9d566e897da6, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-30 11:40:36,147 ) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/1258/1258_submitted.pkl
Trial-Index: 1
Parameters: {"int_param": -95, "float_param": -80.34548452122283, "int_param_two": -98, "choice_param": 2}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-95' --float_param='-80.34548452122282924392' --choice_param='2' --int_param_two='-98' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1780141168.0509472
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1780140866.5728924
Last modification: 1780140866.5728924
Hostname: 9d566e897da6
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-95' --float_param='-80.34548452122282924392' --choice_param='2' --int_param_two='-98' --nr_results=1
stdout:
OO-Info: int_param: -95
OO-Info: int_param_two: -98
OO-Info: float_param: -80.34548452122282924392
OO-Info: choice_param: 2
RESULT: -278356.237281623
stderr was empty
Result: {'RESULT': -278356.237281623}
Final-results: {'RESULT': -278356.237281623}
EXIT_CODE: 0
submitit INFO (2026-05-30 11:40:43,665 ) - Job completed successfully
submitit INFO (2026-05-30 11:40:43,665 ) - Exiting after successful completion
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