OmniOpt2

Experiment overview

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

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	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: b8cfc139fd2a0bf7812194ab058ea72864028ccd (9486-320-gb8cfc139f)

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
0,1786615565,2,4b7f81ea-c6ff-4ac9-879c-7ca5a67a09a2,1786615567,1786615573,6,./.tests/optimization_example.py --int_param='-43' --float_param='-48.21004807949066162109' --choice_param='4' --int_param_two='4' --nr_results=2,0,,runnervmliwqe,-43,4,-48.210048079490654515666392398998,4,0_0,COMPLETED,SOBOL,1.002338224400000088465390035708,2.475824832099999817103253008099,-43,-48.21004807949066162109375,4,4
1,1786615575,2,4b7f81ea-c6ff-4ac9-879c-7ca5a67a09a2,1786615577,1786615583,6,./.tests/optimization_example.py --int_param='5' --float_param='8.40251865012373855279' --choice_param='1' --int_param_two='-16' --nr_results=2,0,,runnervmliwqe,5,-16,8.402518650123736776436089712661,1,1_0,COMPLETED,EXTERNAL_GENERATOR,1.22841821497970382637276998139,2.987703604689263325866477316595,5,8.402518650123738552792929112911,-16,1

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUucHkgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT…
experiment_name	multi_results_2_results_PSEUDORANDOM
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	PSEUDORANDOM
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
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
1786615560,770.0234375,30.2

! 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	-43	5	-19	24	2
OO_Info_int_param_two	-16	4	-6	10	2
OO_Info_float_param	-48.21	8.4025	-19.9038	28.3063	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.0023	1.2284	1.1154	0.113	2
RESULT2	2.4758	2.9877	2.7318	0.2559	2
int_param	-43	5	-19	24	2
float_param	-48.21	8.4025	-19.9038	28.3063	2
int_param_two	-16	4	-6	10	2
choice_param	1	4	2.5	1.5	2

submitit INFO (2026-08-13 10:06:05,893) - Starting with JobEnvironment(job_id=17048, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 10:06:05,893) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_PSEUDORANDOM/0/single_runs/17048/17048_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -43, "float_param": -48.21004807949066, "int_param_two": 4, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --int_param='-43' --float_param='-48.21004807949066162109' --choice_param='4' --int_param_two='4' --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='-43' --float_param='-48.21004807949066162109' --choice_param='4' --int_param_two='4' --nr_results=2
stdout:
 OO-Info: int_param: -43
OO-Info: int_param_two: 4
OO-Info: float_param: -48.21004807949066162109
OO-Info: choice_param: 4
RESULT1: 1.0023382243892698
RESULT2: 2.475824832116689

stderr was empty
Result: {'RESULT1': 1.0023382243892698, 'RESULT2': 2.475824832116689}
Final-results: {'RESULT1': 1.0023382243892698, 'RESULT2': 2.475824832116689}
EXIT_CODE: 0
submitit INFO (2026-08-13 10:06:13,391) - Job completed successfully
submitit INFO (2026-08-13 10:06:13,392) - Exiting after successful completion