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) x y z a RESULT -649.8113321260722 968.1604399746249 -880.7242333294247 971.1748131415875 -30766999.972088
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 1 BOTORCH_MODULAR 1 1
Experiment parameters Name Type Lower bound Upper bound Type Log Scale? x range -1000 1000 float No y range -1000 1000 float No z range -1000 1000 float No a range -1000 1000 float No
Number of evaluations
Failed
Succeeded
Running
Total
0
2
0
2
Result names and types
Last progressbar status
2026-07-26 06:50:35 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -30766999.972088, ▁█, 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,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1785048613,2,e4056c40-52f8-4af6-ae6c-9583c6871c52,1785048615,1785048621,6,.tests/optimization_example_all_float --x=381.49249553680419921875 --y=-21.26038074493408203125 --z=759.756565093994140625 --a=-712.32444047927856445312,0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,-12257979.14147759974002838134765625,381.49249553680419921875,-21.26038074493408203125,759.756565093994140625,-712.324440479278564453125
1,1785048624,2,e4056c40-52f8-4af6-ae6c-9583c6871c52,1785048626,1785048632,6,.tests/optimization_example_all_float --x=-649.81133212607221594226 --y=968.16043997462486458971 --z=-880.72423332942469187401 --a=971.17481314158749228227,0,,runnervmvrwv9,1_0,COMPLETED,BOTORCH_MODULAR,-30766999.972088001668453216552734375,-649.811332126072215942258480936289,968.160439974624864589713979512453,-880.724233329424691874010022729635,971.174813141587492282269522547722
========================================================================
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 07-26 06:50:10] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 0d5ddf51-e6c9-41da-86c7-44a863368c8d
/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.")
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| OmniOpt2 - Tuning like a pirate - arr, where be t |
| he optimal values? |
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omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=1 --gpus=0 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --generate_all_jobs_at_once --follow --show_generate_time_table --disable_notifications
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/ 0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=65 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_all_float --x=%(x) --y=%(y) --z=%(z) --a=%(a)
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x │ range │ -1000 │ 1000 │ float │ No │
│ y │ range │ -1000 │ 1000 │ float │ No │
│ z │ range │ -1000 │ 1000 │ float │ No │
│ a │ range │ -1000 │ 1000 │ float │ 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)
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ x ┃ y ┃ z ┃ a ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ -649.8113321260722 │ 968.1604399746249 │ -880.7242333294247 │ 971.1748131415875 │ -30766999.972088 │
└────────────────────┴───────────────────┴────────────────────┴───────────────────┴──────────────────┘
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 │ 0.040 │ 1 │ 0.040 │
│ 2 │ 0.440 │ 1 │ 0.440 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.240 │ │ │
│ Median │ 0.240 │ │ │
│ Total │ 0.480 │ │ │
│ Max │ 0.440 │ │ │
│ Min │ 0.040 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.262 │ 1 │ 0.262 │
│ 2 │ 0.093 │ 1 │ 0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.178 │ │ │
│ Median │ 0.178 │ │ │
│ Total │ 0.355 │ │ │
│ Max │ 0.262 │ │ │
│ Min │ 0.093 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 36s │
│ 🏆 Best RESULT: -30766999.972088 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv │
│ 🤖 Model: BOTORCH_MODULAR │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-26 06:50:13 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, Started OmniOpt2 run...
2026-07-26 06:50:13 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, getting new HP set (no sbatch)
2026-07-26 06:50:13 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-26 06:50:13 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, eval #1/1 start
2026-07-26 06:50:13 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, starting new job
2026-07-26 06:50:13 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, started new job
2026-07-26 06:50:22 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, new result: RESULT: -12257979.141478
2026-07-26 06:50:24 (e4056c40-52f8-4af6-ae6c-9583c6871c52): SOBOL, best RESULT: -12257979.1414776, finishing jobs, finished 1 job
2026-07-26 06:50:24 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -12257979.1414776, getting new HP set (no sbatch)
2026-07-26 06:50:24 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -12257979.1414776, requested 1 jobs, got 1, 0.44 s/job
2026-07-26 06:50:24 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -12257979.1414776, eval #1/1 start
2026-07-26 06:50:24 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -12257979.1414776, starting new job
2026-07-26 06:50:24 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -12257979.1414776, started new job
2026-07-26 06:50:33 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -12257979.1414776, new result: RESULT: -30766999.972088
2026-07-26 06:50:35 (e4056c40-52f8-4af6-ae6c-9583c6871c52): BOTORCH_MODULAR, best RESULT: -30766999.972088, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.262 │ 1 │ 0.262 │
│ 2 │ 0.093 │ 1 │ 0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.178 │ │ │
│ Median │ 0.178 │ │ │
│ Total │ 0.355 │ │ │
│ Max │ 0.262 │ │ │
│ Min │ 0.093 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.040 │ 1 │ 0.040 │
│ 2 │ 0.440 │ 1 │ 0.440 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.240 │ │ │
│ Median │ 0.240 │ │ │
│ Total │ 0.480 │ │ │
│ Max │ 0.440 │ │ │
│ Min │ 0.040 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 2 run_program [['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYS… experiment_name example_all_float mem_gb 4 parameter [['x', 'range', '-1000', '1000', 'float'], ['y', 'range', '-1000', '1000', 'float'], ['z', 'range', '-1000', '1000', 'float'], ['a', 'range', '-1000', '1000', 'float']] 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 ['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 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
1785048611,887.02734375,26.7
! 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 RESULT -30766999.9721 -12257979.1415 -21512489.5568 9254510.4153 2 x -649.8113 381.4925 -134.1594 515.6519 2 y -21.2604 968.1604 473.45 494.7104 2 z -880.7242 759.7566 -60.4838 820.2404 2 a -712.3244 971.1748 129.4252 841.7496 2
0 (7s, RESULT: -12257979.1414776)
1 (8s, RESULT: -30766999.972088)
submitit INFO (2026-07-26 06:50:14,052 ) - Starting with JobEnvironment(job_id=119080, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 06:50:14,052 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/119080/119080_submitted.pkl
Trial-Index: 0
Parameters: {"x": 381.4924955368042, "y": -21.260380744934082, "z": 759.7565650939941, "a": -712.3244404792786}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float --x=381.49249553680419921875 --y=-21.26038074493408203125 --z=759.756565093994140625 --a=-712.32444047927856445312
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1785045651.236434
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785048615.5540266
Last modification: 1785045651.236434
Hostname: runnervmvrwv9
========
DEBUG INFOS END
.tests/optimization_example_all_float --x=381.49249553680419921875 --y=-21.26038074493408203125 --z=759.756565093994140625 --a=-712.32444047927856445312
stdout:
x: 381.49249553680419921875
y: -21.26038074493408203125
z: 759.756565093994140625
a: -712.32444047927856445312
RESULT: -12257979.1414776
stderr was empty
Result: {'RESULT': -12257979.1414776}
Final-results: {'RESULT': -12257979.1414776}
EXIT_CODE: 0
submitit INFO (2026-07-26 06:50:21,572 ) - Job completed successfully
submitit INFO (2026-07-26 06:50:21,572 ) - Exiting after successful completion
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