OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	1

Best RESULT, min (total: 4)

a	b	RESULT
22.10966710986703	74.8655059110932	96.975173021

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: 2a79e74e93dd2309c46718edef1cc81ebc965b7e (10008)

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
0,1791106507,5,f11cefa3-ef4d-409b-a4c9-6358512a40ef,1791106512,1791106518,6,perl -e 'print "RESULT: " . (56.90349370241165161133 + 49.80501487851142883301)',0,,runnervm8df0l,0_0,COMPLETED,SOBOL,106.708508580900002016278449445963,56.903493702411651611328125,49.8050148785114288330078125
1,1791106521,4,f11cefa3-ef4d-409b-a4c9-6358512a40ef,1791106525,1791106531,6,perl -e 'print "RESULT: " . (33.77557339146733283997 + 66.4628168521448969841)',0,,runnervm8df0l,1_0,COMPLETED,SOBOL,100.238390243599994278156373184174,33.7755733914673328399658203125,66.462816852144896984100341796875
2,1791106535,5,f11cefa3-ef4d-409b-a4c9-6358512a40ef,1791106540,1791106546,6,perl -e 'print "RESULT: " . (22.10966710986702921105 + 74.8655059110931944133)',0,,runnervm8df0l,2_0,COMPLETED,BOTORCH_MODULAR,96.975173021000003359404217917472,22.109667109867029211045519332401,74.865505911093194413297169376165
3,1791106549,4,f11cefa3-ef4d-409b-a4c9-6358512a40ef,1791106553,1791106559,6,perl -e 'print "RESULT: " . (7.21517090591370990893 + 90.01135321266515632033)',0,,runnervm8df0l,3_0,COMPLETED,BOTORCH_MODULAR,97.226524118578893762787629384547,7.215170905913709908929831726709,90.011353212665156320326786953956

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.289 │    1 │        0.289 │
│       2 │   0.096 │    1 │        0.096 │
│       3 │   0.096 │    1 │        0.096 │
│       4 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.144 │      │              │
│  Median │   0.096 │      │              │
│   Total │   0.577 │      │              │
│     Max │   0.289 │      │              │
│     Min │   0.096 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.095 │    1 │        0.095 │
│         3 │   1.353 │    1 │        1.353 │
│         4 │   0.990 │    1 │        0.990 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.619 │      │              │
│    Median │   0.543 │      │              │
│     Total │   2.477 │      │              │
│       Max │   1.353 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDog…
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
wait_until_ended	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	50
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
local_cpu_monitor	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_exha…	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
formula	None
formula_mode	auto
formula_python_path	/home/runner/.omniax_venvs/Python_3…
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	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
1791106506,904.40234375,26.9

`RESULT` (goal: minimize)

Best value: 96.975173021
Achieved at:
- a = 22.109667109867 (r=0.942, strong positive correlation)
- b = 74.865505911093 (r=-0.907, strong negative 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	96.9752	106.7085	100.2871	3.9234	4
a	7.2152	56.9035	30.001	18.1622	4
b	49.805	90.0114	70.2862	14.5271	4

submitit INFO (2026-08-13 09:59:27,501) - Starting with JobEnvironment(job_id=12899, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 09:59:27,501) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/12899/12899_submitted.pkl
Trial-Index: 0

Parameters: {"a": 10.825158581137657, "b": 27.77480162680149}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (10.82515858113765716553 + 27.77480162680149078369)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786613030.3116539
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786613030.3486547
Last modification: 1786613030.3116539
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (10.82515858113765716553 + 27.77480162680149078369)'
stdout:
 RESULT: 38.5999602079391
stderr was empty
Result: {'RESULT': 38.5999602079391}
Final-results: {'RESULT': 38.5999602079391}
EXIT_CODE: 0
submitit INFO (2026-08-13 09:59:35,145) - Job completed successfully
submitit INFO (2026-08-13 09:59:35,145) - Exiting after successful completion