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 RESULT1, min (total: 2) RESULT2 int_param float_param int_param_two choice_param RESULT1 2.5440864259 -30 -11.968743801116943 -65 16 1.2529593278
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
name min/max
RESULT1
min
RESULT2
max
Last progressbar status
2026-07-17 09:52:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job Git-Version
Commit: 40e86984857e047bcfb600b452b0692331ba16d4 (9392-4-g40e869848)
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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1784281902,2,bca1b963-99b7-40a3-b5e5-6a373ede3e23,1784281904,1784281916,12,./.tests/optimization_example --int_param='-30' --float_param='-11.96874380111694335938' --choice_param='16' --int_param_two='-65' --nr_results=2,0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,1.2529593277999999667571273676,2.54408642589999978156356519321,-30,-11.968743801116943359375,-65,16
1,1784281943,2,bca1b963-99b7-40a3-b5e5-6a373ede3e23,1784281945,1784281957,12,./.tests/optimization_example --int_param='-71' --float_param='-84.65764965119736018551' --choice_param='4' --int_param_two='7' --nr_results=2,0,,runnervm3jd5f,1_0,COMPLETED,BOTORCH_MODULAR,1.655367838641724986814551812131,2.643100120334084923712225645431,-71,-84.657649651197360185506113339216,7,4
config_objectives not found
========================================================================
Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (last fully tested stable version 4 commits ago [fa24dfbf750366b8c83f9ef04857a770020b8dad, 9392])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-17 09:51:38] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 1dcf67f6-7751-456e-90df-61c655a5360d
/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 - Optimizing parameters with the flair o |
| f a magician pulling rabbits out of hats. |
\ /
=================================================
\
\
\
|\_/|,,_____,~~`
(.".)~~ )`~}}
\o/\ /---~\\ ~}}
_// _// ~}
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multiple_evals_per_arm --mem_gb=4 --time=1200 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --nr_evals_per_arm=2 --beartype --show_generate_time_table --disable_notifications
Run-folder : /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/ 0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiple_evals_per_arm&run_nr=101 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=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 │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 0 │ -30 │ -11.968743801116943 │ -65 │ 16 │ 1.2529593278 │ 2.5440864259 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 2 │ 12.00 sec │ 12.00 sec │ 12.00 sec │ 12.00 sec │
└───────────────────────┴────────────┴────────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.050 │ 1 │ 0.050 │
│ 2 │ 23.987 │ 1 │ 23.987 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 12.019 │ │ │
│ Median │ 12.019 │ │ │
│ Total │ 24.038 │ │ │
│ Max │ 23.987 │ │ │
│ Min │ 0.050 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.269 │ 1 │ 0.269 │
│ 2 │ 0.119 │ 1 │ 0.119 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.194 │ │ │
│ Median │ 0.194 │ │ │
│ Total │ 0.388 │ │ │
│ Max │ 0.269 │ │ │
│ Min │ 0.119 │ │ │
└─────────┴─────────┴──────┴──────────────┘
╭─ ─────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ─────────────────────────────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 77s (1m17s) │
│ 🏆 Best RESULT1: 1.2529593278 │
│ 🏆 Best RESULT2: 2.643100120334085 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/results.csv │
│ 🤖 Model: BOTORCH_MODULAR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-17 09:51:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, Started OmniOpt2 run...
2026-07-17 09:51:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, getting new HP set (no sbatch)
2026-07-17 09:51:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-07-17 09:51:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, eval #1/1 start
2026-07-17 09:51:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, starting new job
2026-07-17 09:51:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, started new job
2026-07-17 09:51:57 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, new result: RESULT1: 1.252959 (SEM: 0.164371), RESULT2: 2.544086 (SEM: 0.426122)
2026-07-17 09:51:59 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): SOBOL, 1 done, finishing jobs, finished 1 job
2026-07-17 09:52:23 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-07-17 09:52:23 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 23.99 s/job
2026-07-17 09:52:23 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 1 done, eval #1/1 start
2026-07-17 09:52:23 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 1 done, starting new job
2026-07-17 09:52:23 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 1 done, started new job
2026-07-17 09:52:38 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.655368 (SEM: 0.013248), RESULT2: 2.643100 (SEM: 0.326089)
2026-07-17 09:52:42 (bca1b963-99b7-40a3-b5e5-6a373ede3e23): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.269 │ 1 │ 0.269 │
│ 2 │ 0.119 │ 1 │ 0.119 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.194 │ │ │
│ Median │ 0.194 │ │ │
│ Total │ 0.388 │ │ │
│ Max │ 0.269 │ │ │
│ Min │ 0.119 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.050 │ 1 │ 0.050 │
│ 2 │ 23.987 │ 1 │ 23.987 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 12.019 │ │ │
│ Median │ 12.019 │ │ │
│ Total │ 24.038 │ │ │
│ Max │ 23.987 │ │ │
│ Min │ 0.050 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 multiple_evals_per_arm 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 False 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'] minkowski_p 2 signed_weighted_euclidean_weights generation_strategy None generate_all_jobs_at_once True revert_to_random_when_seemingly_exhausted True 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 2 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 1200 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 True
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1784281900,887.2109375,26.7
! 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 12 12 12 0 2 RESULT1 1.253 1.6554 1.4542 0.2012 2 RESULT2 2.5441 2.6431 2.5936 0.0495 2 int_param -71 -30 -50.5 20.5 2 float_param -84.6576 -11.9687 -48.3132 36.3445 2 int_param_two -65 7 -29 36 2 choice_param 4 16 10 6 2
0 (13s, RESULT1: 1.41733061925425, RESULT2: 2.11796435396852)
1 (14s, RESULT1: 1.66861622671513, RESULT2: 2.96918923137443)
submitit INFO (2026-07-17 09:51:43,209 ) - Starting with JobEnvironment(job_id=75290, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-17 09:51:43,210 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75290/75290_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...
Sub-eval 1/2 for trial 0: {'RESULT1': 1.08858803643762, 'RESULT2': 2.97020849780844}
OO-Info: int_param: -30
OO-Info: int_param_two: -65
OO-Info: float_param: -11.96874380111694335938
OO-Info: choice_param: 16
RESULT1: 1.08858803643762
RESULT2: 2.97020849780844
Sub-eval 2/2 for trial 0: {'RESULT1': 1.41733061925425, 'RESULT2': 2.11796435396852}
OO-Info: int_param: -30
OO-Info: int_param_two: -65
OO-Info: float_param: -11.96874380111694335938
OO-Info: choice_param: 16
RESULT1: 1.41733061925425
RESULT2: 2.11796435396852
Aggregated result for trial 0: RESULT1: 1.252959 (SEM: 0.164371), RESULT2: 2.544086 (SEM: 0.426122)
submitit INFO (2026-07-17 09:51:56,817 ) - Job completed successfully
submitit INFO (2026-07-17 09:51:56,817 ) - Exiting after successful completion
Click here to enable the export (reloads the site)
