OmniOpt2

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)

OO_I…	OO_I…	OO_I…	OO_I…	RESU…	int_…	floa…	int_…	choi…	RES…
-2	-73	-99.…	16	2.59…	-2	-99.…	-73	16	1.1…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1791105453,4,a700e605-5ee6-456a-9392-2a5c004b13ce,1791105457,1791105463,6,./.tests/optimization_example  --int_param='-2' --float_param='-99.55392941832542419434' --choice_param='16' --int_param_two='-73' --nr_results=2,0,,runnervm8df0l,-2,-73,-99.5539294183254241943359375,16,0_0,COMPLETED,SOBOL,1.166932365300000107311007013777,2.593242426699999825245868123602,-2,-99.5539294183254241943359375,-73,16
1,1791105466,5,a700e605-5ee6-456a-9392-2a5c004b13ce,1791105471,1791105477,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='hallo' --int_param_two='10' --nr_results=2,0,,runnervm8df0l,-100,10,10,hallo,1_0,COMPLETED,BOTORCH_MODULAR,1.197400217268052013963597346446,2.276741672855809639486324158497,-100,10,10,hallo

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.292 │    1 │        0.292 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.205 │      │              │
│  Median │   0.205 │      │              │
│   Total │   0.410 │      │              │
│     Max │   0.292 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   1.121 │    1 │        1.121 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.585 │      │              │
│    Median │   0.585 │      │              │
│     Total │   1.170 │      │              │
│       Max │   1.121 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	TRANSFORMS_Cont_X_trans_Y_trans
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	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	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	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	['Cont_X_trans_Y_trans']
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
1791105450,904.2890625,26.9

! 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	-2	-51	49	2
OO_Info_int_param_two	-73	10	-31.5	41.5	2
OO_Info_float_param	-99.5539	10	-44.777	54.777	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1669	1.1974	1.1822	0.0152	2
RESULT2	2.2767	2.5932	2.435	0.1583	2
int_param	-100	-2	-51	49	2
float_param	-99.5539	10	-44.777	54.777	2
int_param_two	-73	10	-31.5	41.5	2
choice_param	No numerical statistics available

submitit INFO (2026-08-13 09:44:59,610) - Starting with JobEnvironment(job_id=14596, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 09:44:59,610) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/14596/14596_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -94, "float_param": -52.832860350608826, "int_param_two": -30, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py  --int_param='-94' --float_param='-52.83286035060882568359' --choice_param='4' --int_param_two='-30' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example.py
UID: 1001
GID: 1001
Status-Change-Time: 1786612605.6831605
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786612973.252161
Last modification: 1786612605.6831605
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example.py  --int_param='-94' --float_param='-52.83286035060882568359' --choice_param='4' --int_param_two='-30' --nr_results=2
stdout:
 OO-Info: int_param: -94
OO-Info: int_param_two: -30
OO-Info: float_param: -52.83286035060882568359
OO-Info: choice_param: 4
RESULT1: 1.2016238225792437
RESULT2: 2.392228145138235

stderr was empty
Result: {'RESULT1': 1.2016238225792437, 'RESULT2': 2.392228145138235}
Final-results: {'RESULT1': 1.2016238225792437, 'RESULT2': 2.392228145138235}
EXIT_CODE: 0
submitit INFO (2026-08-13 09:45:07,065) - Job completed successfully
submitit INFO (2026-08-13 09:45:07,066) - Exiting after successful completion