OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BO_MIXED
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 2)

OO_I…	OO_I…	OO_I…	OO_I…	RESU…	int_…	floa…	int_…	choi…	RES…
-100	10	-93.…	8	2.19…	-100	-93.…	10	8	1.2…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	1	1

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
RESULT1	min
RESULT2	min

Git-Version

Commit: 2a79e74e93dd2309c46718edef1cc81ebc965b7e (10008)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1791107091,5,e1081125-cd2a-4208-a938-16634f98393c,1791107096,1791107102,6,./.tests/optimization_example --int_param='-25' --float_param='-1.73428595066070556641' --choice_param='16' --int_param_two='-94' --nr_results=2,0,,runnervm8df0l,-25,-94,-1.73428595066070556640625,16,0_0,COMPLETED,SOBOL,2.97577740550000013897147255193,1.922783080399999899867680142052,-25,-1.73428595066070556640625,-94,16
1,1791107107,5,e1081125-cd2a-4208-a938-16634f98393c,1791107112,1791107118,6,./.tests/optimization_example --int_param='-100' --float_param='-93.84048965188162583217' --choice_param='8' --int_param_two='10' --nr_results=2,0,,runnervm8df0l,-100,10,-93.840489651881611621320189442486,8,1_0,COMPLETED,BO_MIXED,2.197752068132231784147734288126,1.21768042901079764916971726052,-100,-93.840489651881625832174904644489,10,8

config_objectives not found

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.300 │    1 │        0.300 │
│       2 │   0.121 │    1 │        0.121 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.210 │      │              │
│  Median │   0.210 │      │              │
│   Total │   0.421 │      │              │
│     Max │   0.300 │      │              │
│     Min │   0.121 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.054 │    1 │        0.054 │
│         2 │   2.554 │    1 │        2.554 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.304 │      │              │
│    Median │   1.304 │      │              │
│     Total │   2.608 │      │              │
│       Max │   2.554 │      │              │
│       Min │   0.054 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4…
experiment_name	multi_results_2_results_BO_MIXED
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	BO_MIXED
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	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
local_cpu_monitor	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT1=min', 'RESULT2=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	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
1791107089,903.63671875,26.9

! 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	-25	-62.5	37.5	2
OO_Info_int_param_two	-94	10	-42	52	2
OO_Info_float_param	-93.8405	-1.7343	-47.7874	46.0531	2
OO_Info_choice_param	8	16	12	4	2
RESULT2	2.1978	2.9758	2.5868	0.389	2
RESULT1	1.2177	1.9228	1.5702	0.3526	2
int_param	-100	-25	-62.5	37.5	2
float_param	-93.8405	-1.7343	-47.7874	46.0531	2
int_param_two	-94	10	-42	52	2
choice_param	8	16	12	4	2

submitit INFO (2026-08-13 13:21:15,106) - Starting with JobEnvironment(job_id=14041, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 13:21:15,106) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/14041/14041_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -48, "float_param": 5.259681940078735, "int_param_two": -47, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --int_param='-48' --float_param='5.25968194007873535156' --choice_param='1' --int_param_two='-47' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example.py
UID: 1001
GID: 1001
Status-Change-Time: 1786624115.8948462
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786624498.8592188
Last modification: 1786624115.8948462
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example.py --int_param='-48' --float_param='5.25968194007873535156' --choice_param='1' --int_param_two='-47' --nr_results=2
stdout:
 OO-Info: int_param: -48
OO-Info: int_param_two: -47
OO-Info: float_param: 5.25968194007873535156
OO-Info: choice_param: 1
RESULT1: 1.0862257810670761
RESULT2: 2.8050891577748316

stderr was empty
Result: {'RESULT1': 1.0862257810670761, 'RESULT2': 2.8050891577748316}
Final-results: {'RESULT1': 1.0862257810670761, 'RESULT2': 2.8050891577748316}
EXIT_CODE: 0
submitit INFO (2026-08-13 13:21:22,694) - Job completed successfully
submitit INFO (2026-08-13 13:21:22,695) - Exiting after successful completion