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

Last progressbar status

2026-08-10 22:12:51 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█▁, finishing jobs, finished 1 job

Git-Version

Commit: d03cb299e7a3d28464b1874ecc1c67d527025248 (9475-4-gd03cb299e)

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
0,1786399930,2,f9bf3570-3054-4e4d-8fd9-5971acf6b761,1786399932,1786399938,6,perl -e 'print "RESULT: " . (16.0588992387056350708 + 26.98030449450016021729)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,43.039203733199997259362135082483,16.05889923870563507080078125,26.98030449450016021728515625
1,1786399940,1,f9bf3570-3054-4e4d-8fd9-5971acf6b761,1786399941,1786399947,6,perl -e 'print "RESULT: " . (59.77638228796422481537 + 57.87562427110970020294)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,117.652006559100001936712942551821,59.77638228796422481536865234375,57.87562427110970020294189453125
2,1786399951,1,f9bf3570-3054-4e4d-8fd9-5971acf6b761,1786399952,1786399958,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,10,5,5
3,1786399961,2,f9bf3570-3054-4e4d-8fd9-5971acf6b761,1786399963,1786399969,6,perl -e 'print "RESULT: " . (5 + 100)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,105,5,100

2026-08-10 22:12:10 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, Started OmniOpt2 run...
2026-08-10 22:12:10 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:12:10 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:12:10 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, eval #1/1 start                    
2026-08-10 22:12:10 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, starting new job                   
2026-08-10 22:12:10 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, started new job                    
2026-08-10 22:12:18 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, new result: RESULT: 43.039204      
2026-08-10 22:12:20 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, finishing jobs, finished 1 job
2026-08-10 22:12:20 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, getting new HP set (no sbatch)
2026-08-10 22:12:20 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 22:12:20 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, eval #1/1 start                    
2026-08-10 22:12:20 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, starting new job                   
2026-08-10 22:12:20 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, started new job                    
2026-08-10 22:12:29 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332058, new result: RESULT: 117.652007     
2026-08-10 22:12:30 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): SOBOL, best RESULT: 43.0392037332, █▁, finishing jobs, finished 1 job    
2026-08-10 22:12:30 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 43.0392037332, █▁, getting new HP set (no sbatch)
2026-08-10 22:12:30 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 43.0392037332, █▁, requested 1 jobs, got 1, 0.48 s/job
2026-08-10 22:12:30 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 43.0392037332, █▁, eval #1/1 start                    
2026-08-10 22:12:31 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 43.0392037332, █▁, starting new job                   
2026-08-10 22:12:31 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 43.0392037332, █▁, started new job                    
2026-08-10 22:12:40 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 43.0392037332, █▁, new result: RESULT: 10.000000      
2026-08-10 22:12:41 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, finishing jobs, finished 1 job               
2026-08-10 22:12:41 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, getting new HP set (no sbatch)               
2026-08-10 22:12:41 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, requested 1 jobs, got 1, 0.35 s/job          
2026-08-10 22:12:41 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, eval #1/1 start                              
2026-08-10 22:12:41 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, starting new job                             
2026-08-10 22:12:42 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, started new job                              
2026-08-10 22:12:50 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█, new result: RESULT: 105.000000               
2026-08-10 22:12:51 (f9bf3570-3054-4e4d-8fd9-5971acf6b761): BOTORCH_MODULAR, best RESULT: 10, ▅▁█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.085 │    1 │        0.085 │
│       2 │   0.044 │    1 │        0.044 │
│       3 │   0.043 │    1 │        0.043 │
│       4 │   0.044 │    1 │        0.044 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.054 │      │              │
│  Median │   0.044 │      │              │
│   Total │   0.217 │      │              │
│     Max │   0.085 │      │              │
│     Min │   0.043 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.016 │    1 │        0.016 │
│         2 │   0.033 │    1 │        0.033 │
│         3 │   0.475 │    1 │        0.475 │
│         4 │   0.351 │    1 │        0.351 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.219 │      │              │
│    Median │   0.192 │      │              │
│     Total │   0.875 │      │              │
│       Max │   0.475 │      │              │
│       Min │   0.016 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786399928,899.31640625,29

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- b = 5 (r=0.861, strong positive correlation)
- a = 5 (r=0.597, 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	10	117.652	68.9228	44.2096	4
a	5	59.7764	21.4588	22.5786	4
b	5	100	47.464	35.6763	4

submitit INFO (2026-08-10 22:12:10,959) - Starting with JobEnvironment(job_id=113188, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:12:10,959) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/113188/113188_submitted.pkl
Trial-Index: 0

Parameters: {"a": 16.058899238705635, "b": 26.98030449450016}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (16.0588992387056350708 + 26.98030449450016021729)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786398159.811214
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786398159.8532147
Last modification: 1786398159.811214
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (16.0588992387056350708 + 26.98030449450016021729)'
stdout:
 RESULT: 43.0392037332058
stderr was empty
Result: {'RESULT': 43.0392037332058}
Final-results: {'RESULT': 43.0392037332058}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:12:18,246) - Job completed successfully
submitit INFO (2026-08-10 22:12:18,246) - Exiting after successful completion