OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	3

Best RESULT, min (total: 2)

OO_In…	OO_In…	OO_In…	OO_In…	int_p…	floa…	int_p…	choi…	RESULT
-53	-100	5.499…	1	-53	5.49…	-100	1	-1432…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

Experiment parameters

		Lower	Upper			Log
Name	Type	bound	bound	Values	Type	Scale?
int_param	range	-100	10		int	No
float_pa…	range	-100	10		float	No
choice_p…	choice			1, 2, 4,
				8, 16,
				hallo
int_para…	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-10-27 19:02:26 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, best RESULT: -143273.81905952716, █▁, finishing jobs, finished 2 jobs

Git-Version

Commit: 3e9b624b70bc2a7cede497751ea87dbf91eb070f (10053-2-g3e9b624b7)

Run-UUID: 57555322-1e29-4986-8658-865dc7ccdddd
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./omniopt --config_yaml /home/runner/work/OmniOpt/OmniOpt/.tests/example_config_cpu.yaml --partition=alpha --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__&run_nr=260 for live-results.


You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
Experiment parameters
┏━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━┓
┃           ┃        ┃ Lower      ┃ Upper     ┃            ┃       ┃ Log       ┃
┃ Name      ┃ Type   ┃ bound      ┃ bound     ┃ Values     ┃ Type  ┃ Scale?    ┃
┡━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━┩
│ int_param │ range  │ -100       │ 10        │            │ int   │ No        │
│ float_pa… │ range  │ -100       │ 10        │            │ float │ No        │
│ choice_p… │ choice │            │           │ 1, 2, 4,   │       │           │
│           │        │            │           │ 8, 16,     │       │           │
│           │        │            │           │ hallo      │       │           │
│ int_para… │ range  │ -100       │ 10        │            │ int   │ 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)
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓
┃ OO_In… ┃ OO_In… ┃ OO_In… ┃ OO_In… ┃ int_p… ┃ floa… ┃ int_p… ┃ choi… ┃ RESULT ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩
│ -53    │ -100   │ 5.499… │ 1      │ -53    │ 5.49… │ -100   │ 1     │ -1432… │
└────────┴────────┴────────┴────────┴────────┴───────┴────────┴───────┴────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────── OmniOpt2 Run Summary ────────────────────────────╮
│                                                                              │
│  ✅  Optimization complete!                                                  │
│                                                                              │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                  │
│    ⏱️  Duration: 20s                                                         │
│    🏆 Best RESULT: -143273.81905952716                                       │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1/res  │
│    🤖 Model: SOBOL                                                           │
│                                                                              │
╰──────────────────────────────────────────────────────────────────────────────╯

2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, Started OmniOpt2 run...
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, getting new HP set #1/2 (no sbatch)
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, getting new HP set #2/2 (no sbatch)
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, requested 2 jobs, got 2, 0.03 s/job
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, eval #1/2 start                    
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, eval #2/2 start                    
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, starting new job                   
2026-10-27 19:02:15 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, started new job                    
2026-10-27 19:02:24 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, new result: RESULT: -143273.819060 
2026-10-27 19:02:25 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, best RESULT: -143273.81905952716, new result: RESULT: -48145.201975
2026-10-27 19:02:26 (e17ebf03-9333-4de1-bd88-d3d01e4f6ab0): SOBOL, best RESULT: -143273.81905952716, █▁, finishing jobs, finished 2 jobs

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.422 │    2 │        0.211 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.422 │      │              │
│  Median │   0.422 │      │              │
│   Total │   0.422 │      │              │
│     Max │   0.422 │      │              │
│     Min │   0.422 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.057 │    2 │        0.028 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.057 │      │              │
│    Median │   0.057 │      │              │
│     Total │   0.057 │      │              │
│       Max │   0.057 │      │              │
│       Min │   0.057 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	/home/runner/work/OmniOpt/OmniOpt/.…
config_toml	None
config_json	None
num_random_steps	20
max_eval	2
run_program	./.tests/optimization_example
	--int_param='%(int_param)'
	--float_param='%(float_param)'
	--choice_param='%(choice_param)'
	--int_param_two='%(int_param_two)'
experiment_name	__main__tests__
mem_gb	4
parameter	[{'param': ['int_param', 'range',
	'-100', '10', 'int']}, {'param':
	['float_param', 'range', '-100',
	'10', 'float']}, {'param':
	['choice_param', 'choice',
	'1,2,4,8,16,hallo']}, {'param':
	['int_param_two', 'range', '-100',
	'10', 'int'], 'num_random_steps': 1,
	'model': 'BOTORCH_MODULAR',
	'auto_exclude_defective_hosts':
	True}]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
modules
venv
seed	None
verbose_tqdm	False
model	None
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
wait_until_ended	False
send_anonymized_usage_stats	False
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
local_cpu_monitor	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_exha…	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
username	None
max_failed_jobs	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	False
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
dump_config	None
formula	None
formula_mode	auto
formula_python_path	/home/runner/.omniax_venvs/Python_3…
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	3
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
1793127733,796.8671875,28.3

! 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	-53	-41	-47	6	2
OO_Info_int_param_two	-100	6	-47	53	2
OO_Info_float_param	-46.5095	5.4999	-20.5048	26.0047	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT	-143273.8191	-48145.202	-95709.5105	47564.3085	2
int_param	-53	-41	-47	6	2
float_param	-46.5095	5.4999	-20.5048	26.0047	2
int_param_two	-100	6	-47	53	2
choice_param	1	2	1.5	0.5	2