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	26.30401500612951	31.3040150061295

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: 7f26c2a84ef8ef7726c3f33afb390239443e7b3e (9486-316-g7f26c2a84)

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
0,1786611024,1,50ae087b-c48b-4639-8869-9b6127c6f138,1786611025,1786611031,6,perl -e 'print "RESULT: " . (22.78960391879081726074 + 59.17870789766311645508)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,81.968311816500005306806997396052,22.7896039187908172607421875,59.178707897663116455078125
1,1786611033,1,50ae087b-c48b-4639-8869-9b6127c6f138,1786611034,1786611040,6,perl -e 'print "RESULT: " . (72.69141552504152059555 + 46.84803258161991834641)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,119.539448106699992990797909442335,72.691415525041520595550537109375,46.848032581619918346405029296875
2,1786611042,2,50ae087b-c48b-4639-8869-9b6127c6f138,1786611044,1786611050,6,perl -e 'print "RESULT: " . (5 + 73.68619689834302732834)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,78.686196898299996860259852837771,5,73.686196898343027328337484505028
3,1786611051,2,50ae087b-c48b-4639-8869-9b6127c6f138,1786611053,1786611059,6,perl -e 'print "RESULT: " . (5 + 26.30401500612951082303)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,31.304015006129500164888668223284,5,26.304015006129510823029704624787

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.043 │    1 │        0.043 │
│       2 │   0.036 │    1 │        0.036 │
│       3 │   0.037 │    1 │        0.037 │
│       4 │   0.038 │    1 │        0.038 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.039 │      │              │
│  Median │   0.038 │      │              │
│   Total │   0.154 │      │              │
│     Max │   0.043 │      │              │
│     Min │   0.036 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.024 │    1 │        0.024 │
│         3 │   0.251 │    1 │        0.251 │
│         4 │   0.209 │    1 │        0.209 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.124 │      │              │
│    Median │   0.116 │      │              │
│     Total │   0.496 │      │              │
│       Max │   0.251 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786611022,769.4609375,30.7

`RESULT` (goal: minimize)

Best value: 31.30401500613
Achieved at:
- a = 5 (r=0.834, strong positive correlation)
- b = 26.30401500613 (r=0.473, moderate 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	31.304	119.5394	77.8745	31.3137	4
a	5	72.6914	26.3703	27.7121	4
b	26.304	73.6862	51.5042	17.3758	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