OmniOpt2

Experiment overview

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

Best RESULT1, min (total: 2)

OO_Info_int…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-52	-94	-47.9241855…	hallo	2.4315410334…	-52	-47.9241855…	-94	hallo	1.374930450…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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	min

Git-Version

Commit: ad0f471c5d8a70c3229d4ecc7250fbc28a86eee0 (9808)

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
0,1786853980,3,7781b638-c2f8-404b-b108-4c87758a08b0,1786853983,1786853989,6,./.tests/optimization_example --int_param='-80' --float_param='-31.98432266712188720703' --choice_param='hallo' --int_param_two='-4' --nr_results=2,0,,runnervmzvulz,-80,-4,-31.98432266712188720703125,hallo,0_0,COMPLETED,SOBOL,2.264191242099999890058370510815,1.496848207800000052358768698468,-80,-31.98432266712188720703125,-4,hallo
1,1786853992,4,7781b638-c2f8-404b-b108-4c87758a08b0,1786853996,1786854002,6,./.tests/optimization_example --int_param='-52' --float_param='-47.92418550825099288204' --choice_param='hallo' --int_param_two='-94' --nr_results=2,0,,runnervmzvulz,-52,-94,-47.92418550825099288204000913538,hallo,1_0,COMPLETED,UNIFORM,2.431541033477693680708853207761,1.374930450915171853409901814302,-52,-47.92418550825099288204000913538,-94,hallo

config_objectives not found

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.246 │    1 │        0.246 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.172 │      │              │
│  Median │   0.172 │      │              │
│   Total │   0.343 │      │              │
│     Max │   0.246 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.099 │    1 │        0.099 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.069 │      │              │
│    Median │   0.069 │      │              │
│     Total │   0.138 │      │              │
│       Max │   0.099 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
experiment_name	multi_results_2_results_UNIFORM
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	UNIFORM
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	['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_exhausted	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
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
1786853978,907.609375,27.1

! 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	-80	-52	-66	14	2
OO_Info_int_param_two	-94	-4	-49	45	2
OO_Info_float_param	-47.9242	-31.9843	-39.9543	7.9699	2
OO_Info_choice_param	No numerical statistics available
RESULT2	2.2642	2.4315	2.3479	0.0837	2
RESULT1	1.3749	1.4968	1.4359	0.061	2
int_param	-80	-52	-66	14	2
float_param	-47.9242	-31.9843	-39.9543	7.9699	2
int_param_two	-94	-4	-49	45	2
choice_param	No numerical statistics available

submitit INFO (2026-08-13 13:20:08,902) - Starting with JobEnvironment(job_id=13890, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 13:20:08,902) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/0/single_runs/13890/13890_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -63, "float_param": -38.29065024852753, "int_param_two": 10, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --int_param='-63' --float_param='-38.29065024852752685547' --choice_param='16' --int_param_two='10' --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='-63' --float_param='-38.29065024852752685547' --choice_param='16' --int_param_two='10' --nr_results=2
stdout:
 OO-Info: int_param: -63
OO-Info: int_param_two: 10
OO-Info: float_param: -38.29065024852752685547
OO-Info: choice_param: 16
RESULT1: 1.983593444017048
RESULT2: 2.1459158971129404

stderr was empty
Result: {'RESULT1': 1.983593444017048, 'RESULT2': 2.1459158971129404}
Final-results: {'RESULT1': 1.983593444017048, 'RESULT2': 2.1459158971129404}
EXIT_CODE: 0
submitit INFO (2026-08-13 13:20:16,490) - Job completed successfully
submitit INFO (2026-08-13 13:20:16,491) - Exiting after successful completion