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
BOTORCH_MODULAR	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	max

Git-Version

Commit: 641809af8e4af42f142e7f078b4e38fd9a5b2ace (9486-321-g641809af8)

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
0,1786624642,2,c86a2733-6a8f-4152-9735-f4ff80dc30af,1786624644,1786624656,12,./.tests/optimization_example.py  --int_param='-59' --float_param='-68.40147256851196289062' --choice_param='16' --int_param_two='-24' --nr_results=2,0,,runnervmliwqe,0_0,COMPLETED,SOBOL,1.685774395000000147604168887483,2.558337161499999901081991993124,-59,-68.401472568511962890625,-24,16
1,1786624659,1,c86a2733-6a8f-4152-9735-f4ff80dc30af,1786624660,1786624672,12,./.tests/optimization_example.py  --int_param='-100' --float_param='-13.4318828483104812932' --choice_param='4' --int_param_two='-91' --nr_results=2,0,,runnervmliwqe,1_0,COMPLETED,BOTORCH_MODULAR,1.781511586788555590032956388313,2.233809506650658693871491777827,-100,-13.43188284831048129319697181927,-91,4

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
1786624640,769.19921875,29.6

! 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	12	12	12	0	2
RESULT1	1.6858	1.7815	1.7336	0.0479	2
RESULT2	2.2338	2.5583	2.3961	0.1623	2
int_param	-100	-59	-79.5	20.5	2
float_param	-68.4015	-13.4319	-40.9167	27.4848	2
int_param_two	-91	-24	-57.5	33.5	2
choice_param	4	16	10	6	2

submitit INFO (2026-08-13 12:37:22,703) - Starting with JobEnvironment(job_id=11139, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 12:37:22,703) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/11139/11139_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.8618920013864493, 'RESULT2': 2.3145902069041613}
OO-Info: int_param: -59
OO-Info: int_param_two: -24
OO-Info: float_param: -68.40147256851196289062
OO-Info: choice_param: 16
RESULT1: 1.8618920013864493
RESULT2: 2.3145902069041613


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.5096567886717267, 'RESULT2': 2.8020841161061734}
OO-Info: int_param: -59
OO-Info: int_param_two: -24
OO-Info: float_param: -68.40147256851196289062
OO-Info: choice_param: 16
RESULT1: 1.5096567886717267
RESULT2: 2.8020841161061734

Aggregated result for trial 0: RESULT1: 1.685774 (SEM: 0.176118), RESULT2: 2.558337 (SEM: 0.243747)
submitit INFO (2026-08-13 12:37:36,284) - Job completed successfully
submitit INFO (2026-08-13 12:37:36,284) - Exiting after successful completion