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
7.951860229714398	96.78564420566923	104.7375044354

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 22:12:46 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.7375044354, ▁▆█▇, finishing jobs, finished 1 job

Git-Version

Commit: 2e73a8e625535e5576cc11aa1a15dbed55b8c259 (9475-3-g2e73a8e62)

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
0,1786399923,2,103f142b-e0f5-43a4-9194-8db9e0a2c8db,1786399925,1786399931,6,perl -e 'print "RESULT: " . (80.17784863710403442383 + 40.67409902811050415039)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,120.851947665200000869845098350197,80.177848637104034423828125,40.674099028110504150390625
1,1786399934,2,103f142b-e0f5-43a4-9194-8db9e0a2c8db,1786399936,1786399942,6,perl -e 'print "RESULT: " . (28.02465631626546382904 + 81.07034148182719945908)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,109.094997798099996089149499312043,28.02465631626546382904052734375,81.070341481827199459075927734375
2,1786399945,1,103f142b-e0f5-43a4-9194-8db9e0a2c8db,1786399946,1786399952,6,perl -e 'print "RESULT: " . (7.95186022971439765428 + 96.78564420566922876787)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,104.737504435399998214961669873446,7.951860229714397654277036053827,96.785644205669228767874301411211
3,1786399955,2,103f142b-e0f5-43a4-9194-8db9e0a2c8db,1786399957,1786399963,6,perl -e 'print "RESULT: " . (5 + 100)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,105,5,100

2026-08-10 22:12:03 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, Started OmniOpt2 run...
2026-08-10 22:12:03 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:12:03 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:12:03 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, eval #1/1 start                    
2026-08-10 22:12:03 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, starting new job                   
2026-08-10 22:12:03 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, started new job                    
2026-08-10 22:12:12 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, new result: RESULT: 120.851948     
2026-08-10 22:12:14 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, finishing jobs, finished 1 job
2026-08-10 22:12:14 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, getting new HP set (no sbatch)
2026-08-10 22:12:14 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 22:12:14 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, eval #1/1 start                    
2026-08-10 22:12:14 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, starting new job                   
2026-08-10 22:12:14 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, started new job                    
2026-08-10 22:12:23 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 120.851947665215, new result: RESULT: 109.094998     
2026-08-10 22:12:24 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): SOBOL, best RESULT: 109.094997798093, ▁█, finishing jobs, finished 1 job 
2026-08-10 22:12:25 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 109.094997798093, ▁█, getting new HP set (no sbatch)
2026-08-10 22:12:25 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 109.094997798093, ▁█, requested 1 jobs, got 1, 0.32 s/job
2026-08-10 22:12:25 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 109.094997798093, ▁█, eval #1/1 start                    
2026-08-10 22:12:25 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 109.094997798093, ▁█, starting new job                   
2026-08-10 22:12:25 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 109.094997798093, ▁█, started new job                    
2026-08-10 22:12:34 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 109.094997798093, ▁█, new result: RESULT: 104.737504     
2026-08-10 22:12:35 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, finishing jobs, finished 1 job    
2026-08-10 22:12:35 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, getting new HP set (no sbatch)    
2026-08-10 22:12:35 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, requested 1 jobs, got 1, 0.29 s/job
2026-08-10 22:12:35 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, eval #1/1 start                    
2026-08-10 22:12:35 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, starting new job                   
2026-08-10 22:12:35 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, started new job                    
2026-08-10 22:12:44 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.737504435384, ▁▆█, new result: RESULT: 105.000000     
2026-08-10 22:12:46 (103f142b-e0f5-43a4-9194-8db9e0a2c8db): BOTORCH_MODULAR, best RESULT: 104.7375044354, ▁▆█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.055 │    1 │        0.055 │
│       2 │   0.046 │    1 │        0.046 │
│       3 │   0.045 │    1 │        0.045 │
│       4 │   0.046 │    1 │        0.046 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.048 │      │              │
│  Median │   0.046 │      │              │
│   Total │   0.192 │      │              │
│     Max │   0.055 │      │              │
│     Min │   0.045 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.016 │    1 │        0.016 │
│         2 │   0.032 │    1 │        0.032 │
│         3 │   0.321 │    1 │        0.321 │
│         4 │   0.287 │    1 │        0.287 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.164 │      │              │
│    Median │   0.160 │      │              │
│     Total │   0.657 │      │              │
│       Max │   0.321 │      │              │
│       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
1786399921,768.453125,29.7

`RESULT` (goal: minimize)

Best value: 104.7375044354
Achieved at:
- a = 7.9518602297144 (r=0.998, strong positive correlation)
- b = 96.785644205669 (r=-0.997, strong 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	104.7375	120.8519	109.9211	6.5432	4
a	5	80.1778	30.2886	30.1351	4
b	40.6741	100	79.6325	23.6056	4

submitit INFO (2026-08-10 22:12:04,163) - Starting with JobEnvironment(job_id=116307, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:12:04,163) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/116307/116307_submitted.pkl
Trial-Index: 0

Parameters: {"a": 80.17784863710403, "b": 40.674099028110504}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (80.17784863710403442383 + 40.67409902811050415039)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786398158.9825633
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786398159.0225623
Last modification: 1786398158.9825633
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (80.17784863710403442383 + 40.67409902811050415039)'
stdout:
 RESULT: 120.851947665215
stderr was empty
Result: {'RESULT': 120.851947665215}
Final-results: {'RESULT': 120.851947665215}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:12:11,684) - Job completed successfully
submitit INFO (2026-08-10 22:12:11,685) - Exiting after successful completion