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

Best RESULT, min (total: 4)

a	b	RESULT
5.0	5.0	10.0

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: ad0f471c5d8a70c3229d4ecc7250fbc28a86eee0 (9808)

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
0,1786853532,4,4ce549d7-987e-4a50-972d-6c8e75cc9225,1786853536,1786853542,6,perl -e 'print "RESULT: " . (23.10402654111385345459 + 16.28202348947525024414)',0,,runnervmzvulz,0_0,COMPLETED,SOBOL,39.386050030600003424297028686851,23.10402654111385345458984375,16.282023489475250244140625
1,1786853544,4,4ce549d7-987e-4a50-972d-6c8e75cc9225,1786853548,1786853554,6,perl -e 'print "RESULT: " . (96.94105624686926603317 + 96.62122997455298900604)',0,,runnervmzvulz,1_0,COMPLETED,SOBOL,193.562286221400000840731081552804,96.941056246869266033172607421875,96.62122997455298900604248046875
2,1786853557,3,4ce549d7-987e-4a50-972d-6c8e75cc9225,1786853560,1786853566,6,perl -e 'print "RESULT: " . (5 + 39.90139852248404395141)',0,,runnervmzvulz,2_0,COMPLETED,BOTORCH_MODULAR,44.901398522500002741253410931677,5,39.901398522484043951408239081502
3,1786853569,3,4ce549d7-987e-4a50-972d-6c8e75cc9225,1786853572,1786853578,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmzvulz,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.227 │    1 │        0.227 │
│       2 │   0.077 │    1 │        0.077 │
│       3 │   0.079 │    1 │        0.079 │
│       4 │   0.076 │    1 │        0.076 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.115 │      │              │
│  Median │   0.078 │      │              │
│   Total │   0.458 │      │              │
│     Max │   0.227 │      │              │
│     Min │   0.076 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.029 │    1 │        0.029 │
│         2 │   0.073 │    1 │        0.073 │
│         3 │   0.731 │    1 │        0.731 │
│         4 │   0.599 │    1 │        0.599 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.358 │      │              │
│    Median │   0.336 │      │              │
│     Total │   1.431 │      │              │
│       Max │   0.731 │      │              │
│       Min │   0.029 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
1786853530,907.91796875,27.1

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- a = 5 (r=0.977, strong positive correlation)
- b = 5 (r=0.974, 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	193.5623	71.9624	71.4482	4
a	5	96.9411	32.5113	37.9257	4
b	5	96.6212	39.4512	35.3281	4

submitit INFO (2026-08-13 08:50:24,447) - Starting with JobEnvironment(job_id=15958, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 08:50:24,447) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/15958/15958_submitted.pkl
Trial-Index: 0

Parameters: {"a": 22.789603918790817, "b": 59.17870789766312}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (22.78960391879081726074 + 59.17870789766311645508)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786609390.2932596
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786609390.4452581
Last modification: 1786609390.2932596
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (22.78960391879081726074 + 59.17870789766311645508)'
stdout:
 RESULT: 81.9683118164539
stderr was empty
Result: {'RESULT': 81.9683118164539}
Final-results: {'RESULT': 81.9683118164539}
EXIT_CODE: 0
submitit INFO (2026-08-13 08:50:31,685) - Job completed successfully
submitit INFO (2026-08-13 08:50:31,685) - Exiting after successful completion