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
15.243499747817975	37.83278816591028	53.0762879137283

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

Last progressbar status

2026-08-10 22:15:09 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 53.0762879137283, ▁▃▂█, finishing jobs, finished 1 job

Git-Version

Commit: 5b9c0cbb39108f116abe18e291a0a77bc6953443 (9475-5-g5b9c0cbb3)

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
0,1786400069,2,56c0bfa9-4bb8-48c0-8834-04061df71cb1,1786400071,1786400077,6,perl -e 'print "RESULT: " . (77.31842339038848876953 + 18.70593622326850891113)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,96.024359613699999727032263763249,77.31842339038848876953125,18.7059362232685089111328125
1,1786400079,2,56c0bfa9-4bb8-48c0-8834-04061df71cb1,1786400081,1786400087,6,perl -e 'print "RESULT: " . (20.08318004664033651352 + 58.67915096227079629898)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,78.762331008900005713257996831089,20.083180046640336513519287109375,58.679150962270796298980712890625
2,1786400089,2,56c0bfa9-4bb8-48c0-8834-04061df71cb1,1786400091,1786400097,6,perl -e 'print "RESULT: " . (5 + 81.27522623107653032548)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,86.275226231100006657470657955855,5,81.275226231076530325481144245714
3,1786400100,1,56c0bfa9-4bb8-48c0-8834-04061df71cb1,1786400101,1786400107,6,perl -e 'print "RESULT: " . (15.24349974781797456558 + 37.83278816591028004268)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,53.076287913728300793536618584767,15.243499747817974565577969769947,37.832788165910280042680824408308

2026-08-10 22:14:29 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, Started OmniOpt2 run...
2026-08-10 22:14:29 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:14:29 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:14:29 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, eval #1/1 start                    
2026-08-10 22:14:29 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, starting new job                   
2026-08-10 22:14:29 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, started new job                    
2026-08-10 22:14:37 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, new result: RESULT: 96.024360      
2026-08-10 22:14:39 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, finishing jobs, finished 1 job
2026-08-10 22:14:39 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, getting new HP set (no sbatch)
2026-08-10 22:14:39 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, requested 1 jobs, got 1, 0.04 s/job
2026-08-10 22:14:39 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, eval #1/1 start                    
2026-08-10 22:14:39 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, starting new job                   
2026-08-10 22:14:39 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, started new job                    
2026-08-10 22:14:47 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 96.024359613657, new result: RESULT: 78.762331      
2026-08-10 22:14:49 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): SOBOL, best RESULT: 78.7623310089111, ▁█, finishing jobs, finished 1 job
2026-08-10 22:14:49 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089111, ▁█, getting new HP set (no sbatch)
2026-08-10 22:14:49 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089111, ▁█, requested 1 jobs, got 1, 0.69 s/job
2026-08-10 22:14:49 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089111, ▁█, eval #1/1 start                    
2026-08-10 22:14:49 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089111, ▁█, starting new job                   
2026-08-10 22:14:49 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089111, ▁█, started new job                    
2026-08-10 22:14:57 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089111, ▁█, new result: RESULT: 86.275226      
2026-08-10 22:14:59 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, finishing jobs, finished 1 job       
2026-08-10 22:15:00 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, getting new HP set (no sbatch)       
2026-08-10 22:15:00 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, requested 1 jobs, got 1, 0.50 s/job  
2026-08-10 22:15:00 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, eval #1/1 start                      
2026-08-10 22:15:00 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, starting new job                     
2026-08-10 22:15:00 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, started new job                      
2026-08-10 22:15:08 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 78.7623310089, ▁█▄, new result: RESULT: 53.076288        
2026-08-10 22:15:09 (56c0bfa9-4bb8-48c0-8834-04061df71cb1): BOTORCH_MODULAR, best RESULT: 53.0762879137283, ▁▃▂█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.084 │    1 │        0.084 │
│       2 │   0.046 │    1 │        0.046 │
│       3 │   0.042 │    1 │        0.042 │
│       4 │   0.045 │    1 │        0.045 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.054 │      │              │
│  Median │   0.046 │      │              │
│   Total │   0.217 │      │              │
│     Max │   0.084 │      │              │
│     Min │   0.042 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.019 │    1 │        0.019 │
│         2 │   0.042 │    1 │        0.042 │
│         3 │   0.691 │    1 │        0.691 │
│         4 │   0.497 │    1 │        0.497 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.312 │      │              │
│    Median │   0.269 │      │              │
│     Total │   1.249 │      │              │
│       Max │   0.691 │      │              │
│       Min │   0.019 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
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
1786400067,898.98828125,29.7

`RESULT` (goal: minimize)

Best value: 53.076287913728
Achieved at:
- a = 15.243499747818 (r=0.561, moderate positive correlation)
- b = 37.83278816591 (r=0.004, weak 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	53.0763	96.0244	78.5346	15.9216	4
a	5	77.3184	29.4113	28.1902	4
b	18.7059	81.2752	49.1233	23.3332	4

submitit INFO (2026-08-10 22:14:30,175) - Starting with JobEnvironment(job_id=113856, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:14:30,175) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/113856/113856_submitted.pkl
Trial-Index: 0

Parameters: {"a": 77.31842339038849, "b": 18.70593622326851}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (77.31842339038848876953 + 18.70593622326850891113)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786398262.1986446
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786398262.236644
Last modification: 1786398262.1986446
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (77.31842339038848876953 + 18.70593622326850891113)'
stdout:
 RESULT: 96.024359613657
stderr was empty
Result: {'RESULT': 96.024359613657}
Final-results: {'RESULT': 96.024359613657}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:14:37,473) - Job completed successfully
submitit INFO (2026-08-10 22:14:37,473) - Exiting after successful completion