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

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	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	1	0	1

Result names and types

name	min/max
RESULT1	min
RESULT2	max

Git-Version

Commit: 342bff4932d73c05e174cf3b3f5750a19948e1c0 (9486-314-g342bff493)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1786609246,1,ddcbad22-2e94-460b-b05e-f09d428d0756,1786609247,1786609259,12,./.tests/optimization_example.py  --int_param='-79' --float_param='-81.72829732298851013184' --choice_param='16' --int_param_two='-19' --nr_results=2,0,,runnervmliwqe,0_0,COMPLETED,SOBOL,1.551842095138434629575385770295,2.330770779269926151755498722196,-79,-81.7282973229885101318359375,-19,16

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUucHkgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW…
experiment_name	multiple_evals_per_arm
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	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
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT1=min', 'RESULT2=max']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	True
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	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	2
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	1200
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	True

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

timestamp,ram_usage_mb,cpu_usage_percent
1786609243,769.27734375,29.6

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	Count
run_time	12	12	12	1
RESULT1	1.5518	1.5518	1.5518	1
RESULT2	2.3308	2.3308	2.3308	1
int_param	-79	-79	-79	1
float_param	-81.7283	-81.7283	-81.7283	1
int_param_two	-19	-19	-19	1
choice_param	16	16	16	1

submitit INFO (2026-08-13 08:20:46,302) - Starting with JobEnvironment(job_id=11792, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 08:20:46,302) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/11792/11792_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.469447546965004, 'RESULT2': 2.420609766347245}
OO-Info: int_param: -79
OO-Info: int_param_two: -19
OO-Info: float_param: -81.72829732298851013184
OO-Info: choice_param: 16
RESULT1: 1.469447546965004
RESULT2: 2.420609766347245


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.6342366433118651, 'RESULT2': 2.2409317921926077}
OO-Info: int_param: -79
OO-Info: int_param_two: -19
OO-Info: float_param: -81.72829732298851013184
OO-Info: choice_param: 16
RESULT1: 1.6342366433118651
RESULT2: 2.2409317921926077

Aggregated result for trial 0: RESULT1: 1.551842 (SEM: 0.082395), RESULT2: 2.330771 (SEM: 0.089839)
submitit INFO (2026-08-13 08:20:59,922) - Job completed successfully
submitit INFO (2026-08-13 08:20:59,922) - Exiting after successful completion