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	2	2

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	4	0	4

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
0,1786626308,2,214e6307-6bb0-4dfe-8d70-ed5b4d26807b,1786626310,1786626316,6,perl -e 'print "RESULT: " . (95.86684256792068481445 + 99.89912927150726318359)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,195.765971839400009457676787860692,95.866842567920684814453125,99.89912927150726318359375
1,1786626318,2,214e6307-6bb0-4dfe-8d70-ed5b4d26807b,1786626320,1786626326,6,perl -e 'print "RESULT: " . (23.59972691163420677185 + 41.61220858804881572723)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,65.211935499700004470469139050692,23.5997269116342067718505859375,41.61220858804881572723388671875
2,1786626329,2,214e6307-6bb0-4dfe-8d70-ed5b4d26807b,1786626331,1786626337,6,perl -e 'print "RESULT: " . (5 + 19.0277389946892334649)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,24.027738994700001740056904964149,5,19.027738994689233464896460645832
3,1786626339,2,214e6307-6bb0-4dfe-8d70-ed5b4d26807b,1786626341,1786626347,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5

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
1786626307,768.98828125,29.6

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- a = 5 (r=0.995, strong positive correlation)
- b = 5 (r=0.995, 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	4
RESULT	10	195.766	73.7514	73.3096	4
a	5	95.8668	32.3666	37.44	4
b	5	99.8991	41.3848	36.2204	4

submitit INFO (2026-08-13 13:05:09,007) - Starting with JobEnvironment(job_id=15488, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 13:05:09,007) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/15488/15488_submitted.pkl
Trial-Index: 0

Parameters: {"a": 95.86684256792068, "b": 99.89912927150726}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (95.86684256792068481445 + 99.89912927150726318359)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786624431.6160693
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786624431.6510692
Last modification: 1786624431.6160693
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (95.86684256792068481445 + 99.89912927150726318359)'
stdout:
 RESULT: 195.765971839428
stderr was empty
Result: {'RESULT': 195.765971839428}
Final-results: {'RESULT': 195.765971839428}
EXIT_CODE: 0
submitit INFO (2026-08-13 13:05:16,667) - Job completed successfully
submitit INFO (2026-08-13 13:05:16,667) - Exiting after successful completion