OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	3	0	3

Result names and types

name	min/max
RESULT	min

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,RESULT,a,b
0,1786626789,2,5830c7ee-430f-4e99-a88b-cbecc11d88bc,1786626791,1786626797,6,perl -e 'print "RESULT: " . (85.73974192142486572266 + 52.64970928430557250977)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,138.389451205699998581621912308037,85.73974192142486572265625,52.649709284305572509765625
1,1786626799,2,5830c7ee-430f-4e99-a88b-cbecc11d88bc,1786626801,1786626807,6,perl -e 'print "RESULT: " . (44.70473645720630884171 + 16.5637396741658449173)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,61.268476131399999928817123873159,44.704736457206308841705322265625,16.56373967416584491729736328125
2,1786626811,2,5830c7ee-430f-4e99-a88b-cbecc11d88bc,1786626813,1786626819,6,perl -e 'print "RESULT: " . (25.09196852048128434376 + 5)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,30.09196852048129855461411352735,25.091968520481284343759398325346,5

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a range 5 100 float false'], ['b range 5 100 float false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
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
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	50
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	['RESULT=min']
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	0
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	4
worker_timeout	60
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	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

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

timestamp,ram_usage_mb,cpu_usage_percent
1786626786,899.30859375,28.8

`RESULT` (goal: minimize)

Best value: 30.091968520481
Achieved at:
- a = 25.091968520481 (r=0.999, strong positive correlation)
- b = 5 (r=0.999, strong positive correlation)
- run_time = 6 (r=0, weak negative correlation)

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	3
RESULT	30.092	138.3895	76.5833	45.5192	3
a	25.092	85.7397	51.8455	25.269	3
b	5	52.6497	24.7378	20.2934	3

submitit INFO (2026-08-13 13:13:09,651) - Starting with JobEnvironment(job_id=13056, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 13:13:09,651) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/13056/13056_submitted.pkl
Trial-Index: 0

Parameters: {"a": 85.73974192142487, "b": 52.64970928430557}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (85.73974192142486572266 + 52.64970928430557250977)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786624495.137161
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786624495.1761615
Last modification: 1786624495.137161
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (85.73974192142486572266 + 52.64970928430557250977)'
stdout:
 RESULT: 138.38945120573
stderr was empty
Result: {'RESULT': 138.38945120573}
Final-results: {'RESULT': 138.38945120573}
EXIT_CODE: 0
submitit INFO (2026-08-13 13:13:17,233) - Job completed successfully
submitit INFO (2026-08-13 13:13:17,233) - Exiting after successful completion