OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_int…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	OO_Info_SLUR…	int_param	float_param	int_param_two	choice_param	RESULT
-60	-18	-59.5504738…	hallo	1018	-60	-59.5504738…	-18	hallo	-89675.7567…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: f7a3ffd840bb7255de8533c94b789088bdd43694 (9994-4-gf7a3ffd84)

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,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1788848837,8,5affbc74-1741-4ef0-b8ae-54dfc362cacd,1788848845,1788848851,6,./.tests/optimization_example --int_param='10' --float_param='-34.60026562213897705078' --choice_param='2' --int_param_two='-74',0,,slurmnode2,10,-74,-34.60026562213897705078125,2,1017,0_0,COMPLETED,SOBOL,-77818.730373439611867070198059082031,10,-34.60026562213897705078125,-74,2
1,1788848837,8,5affbc74-1741-4ef0-b8ae-54dfc362cacd,1788848845,1788848851,6,./.tests/optimization_example --int_param='-60' --float_param='-59.55047386698424816132' --choice_param='hallo' --int_param_two='-18',0,,slurmnode3,-60,-18,-59.55047386698424816131591796875,hallo,1018,1_0,COMPLETED,SOBOL,-89675.756764522171579301357269287109,-60,-59.55047386698424816131591796875,-18,hallo

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.734 │    2 │        0.367 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.734 │      │              │
│  Median │   0.734 │      │              │
│   Total │   0.734 │      │              │
│     Max │   0.734 │      │              │
│     Min │   0.734 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.113 │    2 │        0.057 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.113 │      │              │
│    Median │   0.113 │      │              │
│     Total │   0.113 │      │              │
│       Max │   0.113 │      │              │
│       Min │   0.113 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	/oo_dir/.tests/example_config_cpu.json
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']},
	{'auto_exclude_defective_hosts': True, 'model': 'BOTORCH_MODULAR', 'num_random_steps': 1, 'param':
	['int_param_two', 'range', -100, 10, 'int']}]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
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/admin
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_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
formula	None
formula_mode	auto
formula_python_path	/home/admin/.omniax_venvs/Python_3.10.12/x86_64/bin/python3
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	20
worker_timeout	5
slurm_use_srun	False
time	60
partition	slurmpar
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

1788848835.2928,20,0,0
1788848837.3737,20,0,0
1788848837.7495,20,1,5
1788848841.8411,20,1,5
1788848842.3735,20,2,10
1788848855.7107,20,2,10
1788848857.8655,20,0,0

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1788848835,739.83984375,92.6

! 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	-60	10	-25	35	2
OO_Info_int_param_two	-74	-18	-46	28	2
OO_Info_float_param	-59.5505	-34.6003	-47.0754	12.4751	2
OO_Info_choice_param	No numerical statistics available
RESULT	-89675.7568	-77818.7304	-83747.2436	5928.5132	2
int_param	-60	10	-25	35	2
float_param	-59.5505	-34.6003	-47.0754	12.4751	2
int_param_two	-74	-18	-46	28	2
choice_param	No numerical statistics available

/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2026-09-08 06:25:16,938) - Starting with JobEnvironment(job_id=1011, hostname=slurmnode2, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-08 06:25:16,938) - Loading pickle: /oo_dir/runs/__main__tests__/15/single_runs/1011/1011_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -66, "float_param": -27.988922595977783, "int_param_two": -66, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-66' --float_param='-27.98892259597778320312' --choice_param='1' --int_param_two='-66'
pwd: /oo_dir
File: ./.tests/optimization_example
UID: 1000
GID: 1000
SLURM_JOB_ID: 1011
Status-Change-Time: 1788845502.844091
Size: 3740 Bytes
Permissions: -rwxrwxr-x
Owner: admin
Last access: 1788845502.9160912
Last modification: 1788845502.844091
Hostname: slurmnode2
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-66' --float_param='-27.98892259597778320312' --choice_param='1' --int_param_two='-66'
stdout:
 OO-Info: int_param: -66
OO-Info: int_param_two: -66
OO-Info: float_param: -27.98892259597778320312
OO-Info: choice_param: 1
RESULT: -111477.21014043414

stderr was empty
Result: {'RESULT': -111477.21014043414}
Final-results: {'RESULT': -111477.21014043414}
EXIT_CODE: 0
submitit INFO (2026-09-08 06:25:29,283) - Job completed successfully
submitit INFO (2026-09-08 06:25:29,284) - Exiting after successful completion