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
19.796793390035763	57.440442771124154	77.2372361611599

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 (9800-9-gad0f471c5)

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
0,1786737574,5,04457afc-9dc9-46c9-9c58-059776cdd45e,1786737579,1786737585,6,perl -e 'print "RESULT: " . (15.86725603789091110229 + 67.52798885107040405273)',0,,runnervmzvulz,0_0,COMPLETED,SOBOL,83.395244888999997101564076729119,15.867256037890911102294921875,67.527988851070404052734375
1,1786737588,4,04457afc-9dc9-46c9-9c58-059776cdd45e,1786737592,1786737598,6,perl -e 'print "RESULT: " . (93.72602278832346200943 + 9.25641276407986879349)',0,,runnervmzvulz,1_0,COMPLETED,SOBOL,102.98243555240000546291412319988,93.726022788323462009429931640625,9.256412764079868793487548828125
2,1786737602,4,04457afc-9dc9-46c9-9c58-059776cdd45e,1786737606,1786737612,6,perl -e 'print "RESULT: " . (5 + 95.02902350472218984123)',0,,runnervmzvulz,2_0,COMPLETED,BOTORCH_MODULAR,100.029023504700006697021308355033,5,95.029023504722189841231738682836
3,1786737617,4,04457afc-9dc9-46c9-9c58-059776cdd45e,1786737621,1786737627,6,perl -e 'print "RESULT: " . (19.79679339003576288292 + 57.44044277112415386455)',0,,runnervmzvulz,3_0,COMPLETED,BOTORCH_MODULAR,77.23723616115989898389670997858,19.796793390035762882916969829239,57.440442771124153864548134151846

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.298 │    1 │        0.298 │
│       2 │   0.101 │    1 │        0.101 │
│       3 │   0.103 │    1 │        0.103 │
│       4 │   0.101 │    1 │        0.101 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.151 │      │              │
│  Median │   0.102 │      │              │
│   Total │   0.603 │      │              │
│     Max │   0.298 │      │              │
│     Min │   0.101 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.038 │    1 │        0.038 │
│         2 │   0.107 │    1 │        0.107 │
│         3 │   1.205 │    1 │        1.205 │
│         4 │   1.634 │    1 │        1.634 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.746 │      │              │
│    Median │   0.656 │      │              │
│     Total │   2.984 │      │              │
│       Max │   1.634 │      │              │
│       Min │   0.038 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786737572,906.671875,26.8
1786737632,937.9375,13.4

`RESULT` (goal: minimize)

Best value: 77.23723616116
Achieved at:
- a = 19.796793390036 (r=0.515, moderate positive correlation)
- b = 57.440442771124 (r=-0.234, weak 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	77.2372	102.9824	90.911	10.8664	4
a	5	93.726	33.5975	35.1357	4
b	9.2564	95.029	57.3135	30.9689	4

submitit INFO (2026-08-13 09:54:28,893) - Starting with JobEnvironment(job_id=16061, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 09:54:28,894) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/16061/16061_submitted.pkl
Trial-Index: 0

Parameters: {"a": 64.61629927158356, "b": 28.32838736474514}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (64.61629927158355712891 + 28.32838736474514007568)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786613084.0164716
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786613084.1974738
Last modification: 1786613084.0164716
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (64.61629927158355712891 + 28.32838736474514007568)'
stdout:
 RESULT: 92.9446866363287
stderr was empty
Result: {'RESULT': 92.9446866363287}
Final-results: {'RESULT': 92.9446866363287}
EXIT_CODE: 0
submitit INFO (2026-08-13 09:54:36,457) - Job completed successfully
submitit INFO (2026-08-13 09:54:36,457) - Exiting after successful completion