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_para… OO_Info_float_pa… OO_Info_choice_… int_param float_param int_param_two choice_param RESULT 10 -100 -100 16 10 -100 -100 16 -221217.32
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 1 BOTORCH_MODULAR 1 1
Experiment parameters Name Type Values int_param choice -100, 10 float_param choice -100, 10 choice_param choice 1, 2, 4, 8, 16, hallo int_param_two choice -100, 10
Number of evaluations
Failed
Succeeded
Running
Total
0
2
0
2
Result names and types
Last progressbar status
2026-08-09 04:39:08 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -221217.32, ▁█, finishing jobs, finished 1 job Git-Version
Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)
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
0,1786250326,2,01813408-bc3f-48a3-bbc2-ce66124a4753,1786250328,1786250334,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='10' --nr_results=1,0,,runnervmvrwv9,-100,10,10,2,0_0,COMPLETED,SOBOL,-111354.119999999995343387126922607422,-100,10,10,2
1,1786250338,2,01813408-bc3f-48a3-bbc2-ce66124a4753,1786250340,1786250346,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,runnervmvrwv9,10,-100,-100,16,1_0,COMPLETED,BOTORCH_MODULAR,-221217.320000000006984919309616088867,10,-100,-100,16
========================================================================
Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-09 04:38:43] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 1ef6c2a9-c189-469f-89c7-334a59166103
/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 - A small tweak, a big effect – the butt |
| erfly principle of tuning. |
\ /
=================================================
\
\
\
|\_/|,,_____,~~`
(.".)~~ )`~}}
\o/\ /---~\\ ~}}
_// _// ~}
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___gridsearch --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 --gridsearch --generate_all_jobs_at_once --follow --show_generate_time_table --disable_notifications
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___gridsearch/ 0
Gridsearch only really works when you chose the FACTORIAL model.
Gridsearch only really works when you chose the FACTORIAL model.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___gridsearch&run_nr=1 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 ┃ Values ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━┩
│ int_param │ choice │ -100, 10 │
│ float_param │ choice │ -100, 10 │
│ choice_param │ choice │ 1, 2, 4, 8, 16, hallo │
│ int_param_two │ choice │ -100, 10 │
└───────────────┴────────┴───────────────────────┘
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_para… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ 10 │ -100 │ -100 │ 16 │ 10 │ -100 │ -100 │ 16 │ -221217.32 │
└───────────────────┴───────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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 │ 0.049 │ 1 │ 0.049 │
│ 2 │ 1.752 │ 1 │ 1.752 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.901 │ │ │
│ Median │ 0.901 │ │ │
│ Total │ 1.802 │ │ │
│ Max │ 1.752 │ │ │
│ Min │ 0.049 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.259 │ 1 │ 0.259 │
│ 2 │ 0.092 │ 1 │ 0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.175 │ │ │
│ Median │ 0.175 │ │ │
│ Total │ 0.350 │ │ │
│ Max │ 0.259 │ │ │
│ Min │ 0.092 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 37s │
│ 🏆 Best RESULT: -221217.32 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___gridsearch/0/results.csv │
│ 🤖 Model: BOTORCH_MODULAR │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-08-09 04:38:46 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, Started OmniOpt2 run...
2026-08-09 04:38:46 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, getting new HP set (no sbatch)
2026-08-09 04:38:46 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-08-09 04:38:46 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, eval #1/1 start
2026-08-09 04:38:46 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, starting new job
2026-08-09 04:38:46 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, started new job
2026-08-09 04:38:55 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, new result: RESULT: -111354.120000
2026-08-09 04:38:56 (01813408-bc3f-48a3-bbc2-ce66124a4753): SOBOL, best RESULT: -111354.12, finishing jobs, finished 1 job
2026-08-09 04:38:58 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -111354.12, getting new HP set (no sbatch)
2026-08-09 04:38:58 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -111354.12, requested 1 jobs, got 1, 1.75 s/job
2026-08-09 04:38:58 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -111354.12, eval #1/1 start
2026-08-09 04:38:58 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -111354.12, starting new job
2026-08-09 04:38:58 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -111354.12, started new job
2026-08-09 04:39:07 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -111354.12, new result: RESULT: -221217.320000
2026-08-09 04:39:08 (01813408-bc3f-48a3-bbc2-ce66124a4753): BOTORCH_MODULAR, best RESULT: -221217.32, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.259 │ 1 │ 0.259 │
│ 2 │ 0.092 │ 1 │ 0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.175 │ │ │
│ Median │ 0.175 │ │ │
│ Total │ 0.350 │ │ │
│ Max │ 0.259 │ │ │
│ Min │ 0.092 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.049 │ 1 │ 0.049 │
│ 2 │ 1.752 │ 1 │ 1.752 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.901 │ │ │
│ Median │ 0.901 │ │ │
│ Total │ 1.802 │ │ │
│ Max │ 1.752 │ │ │
│ Min │ 0.049 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 2 run_program [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy… experiment_name __main__tests__BOTORCH_MODULAR___gridsearch 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 True 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 ['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
1786250324,882.01953125,26.8
! 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 -100 10 -45 55 2 OO_Info_int_param_two -100 10 -45 55 2 OO_Info_float_param -100 10 -45 55 2 OO_Info_choice_param 2 16 9 7 2 RESULT -221217.32 -111354.12 -166285.72 54931.6 2 int_param -100 10 -45 55 2 float_param -100 10 -45 55 2 int_param_two -100 10 -45 55 2 choice_param 2 16 9 7 2
0 (8s, RESULT: -111354.12)
1 (8s, RESULT: -221217.32)
submitit INFO (2026-08-09 04:38:46,571 ) - Starting with JobEnvironment(job_id=94869, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-09 04:38:46,571 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___gridsearch/0/single_runs/94869/94869_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": "-100", "float_param": 10, "int_param_two": 10, "choice_param": 2}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='10' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786248614.0651302
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786249261.5758119
Last modification: 1786248614.0651302
Hostname: runnervmvrwv9
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='10' --nr_results=1
stdout:
OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT: -111354.12
stderr was empty
Result: {'RESULT': -111354.12}
Final-results: {'RESULT': -111354.12}
EXIT_CODE: 0
submitit INFO (2026-08-09 04:38:54,156 ) - Job completed successfully
submitit INFO (2026-08-09 04:38:54,156 ) - Exiting after successful completion
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