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: b8cfc139fd2a0bf7812194ab058ea72864028ccd (9486-320-gb8cfc139f)

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
0,1786615167,2,5bdaa1c6-08fd-4384-bac6-fd9106a49389,1786615169,1786615175,6,perl -e 'print "RESULT: " . (10.82515858113765716553 + 27.77480162680149078369)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,38.599960207899997044478368479759,10.82515858113765716552734375,27.77480162680149078369140625
1,1786615177,2,5bdaa1c6-08fd-4384-bac6-fd9106a49389,1786615179,1786615185,6,perl -e 'print "RESULT: " . (85.63643174245953559875 + 92.33635362237691879272)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,177.972785364799989338280283845961,85.6364317424595355987548828125,92.336353622376918792724609375
2,1786615188,2,5bdaa1c6-08fd-4384-bac6-fd9106a49389,1786615190,1786615196,6,perl -e 'print "RESULT: " . (29.59199708510328008515 + 5)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,34.591997085099997377710678847507,29.591997085103280085149890510365,5
3,1786615198,2,5bdaa1c6-08fd-4384-bac6-fd9106a49389,1786615200,1786615206,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.055 │    1 │        0.055 │
│       3 │   0.054 │    1 │        0.054 │
│       4 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.070 │      │              │
│  Median │   0.058 │      │              │
│   Total │   0.280 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.054 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.020 │    1 │        0.020 │
│         2 │   0.044 │    1 │        0.044 │
│         3 │   0.672 │    1 │        0.672 │
│         4 │   0.497 │    1 │        0.497 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.308 │      │              │
│    Median │   0.271 │      │              │
│     Total │   1.233 │      │              │
│       Max │   0.672 │      │              │
│       Min │   0.020 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786615165,899.015625,28.6

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- b = 5 (r=0.978, strong positive correlation)
- a = 5 (r=0.973, 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	177.9728	65.2912	65.9718	4
a	5	85.6364	32.7634	31.8501	4
b	5	92.3364	32.5278	35.7604	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