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
57.385775538991886	5.0	62.3857755389919

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 19:55:14 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 62.3857755389919, ▅▁▂█, finishing jobs, finished 1 job

Git-Version

Commit: 88afaf36232a5a982cdef1255c6e132162d64dab (9430-48-g88afaf362)

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
0,1786391670,2,4b93254d-8b79-43ac-a2c7-786c78360dad,1786391672,1786391678,6,perl -e 'print "RESULT: " . (67.36305326223373413086 + 12.67628919333219528198)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,80.039342455600007042448851279914,67.363053262233734130859375,12.676289193332195281982421875
1,1786391681,2,4b93254d-8b79-43ac-a2c7-786c78360dad,1786391683,1786391689,6,perl -e 'print "RESULT: " . (44.69576891977339982986 + 62.69820454064756631851)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,107.393973460400005137671541888267,44.695768919773399829864501953125,62.698204540647566318511962890625
2,1786391692,2,4b93254d-8b79-43ac-a2c7-786c78360dad,1786391694,1786391700,6,perl -e 'print "RESULT: " . (93.70607313087985801303 + 5)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,98.706073130899994794162921607494,93.706073130879858013031480368227,5
3,1786391703,2,4b93254d-8b79-43ac-a2c7-786c78360dad,1786391705,1786391711,6,perl -e 'print "RESULT: " . (57.38577553899188643527 + 5)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,62.385775538991900646124122431502,57.385775538991886435269407229498,5

2026-08-10 19:54:30 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, Started OmniOpt2 run...
2026-08-10 19:54:30 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, getting new HP set (no sbatch)
2026-08-10 19:54:30 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 19:54:30 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, eval #1/1 start                    
2026-08-10 19:54:30 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, starting new job                   
2026-08-10 19:54:30 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, started new job                    
2026-08-10 19:54:39 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, new result: RESULT: 80.039342      
2026-08-10 19:54:41 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, finishing jobs, finished 1 job
2026-08-10 19:54:41 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, getting new HP set (no sbatch)
2026-08-10 19:54:41 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 19:54:41 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, eval #1/1 start                    
2026-08-10 19:54:41 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, starting new job                   
2026-08-10 19:54:41 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, started new job                    
2026-08-10 19:54:50 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424555659, new result: RESULT: 107.393973     
2026-08-10 19:54:51 (4b93254d-8b79-43ac-a2c7-786c78360dad): SOBOL, best RESULT: 80.0393424556, █▁, finishing jobs, finished 1 job    
2026-08-10 19:54:52 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁, getting new HP set (no sbatch)
2026-08-10 19:54:52 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁, requested 1 jobs, got 1, 0.31 s/job
2026-08-10 19:54:52 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁, eval #1/1 start                    
2026-08-10 19:54:52 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁, starting new job                   
2026-08-10 19:54:52 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁, started new job                    
2026-08-10 19:55:01 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁, new result: RESULT: 98.706073      
2026-08-10 19:55:03 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, finishing jobs, finished 1 job    
2026-08-10 19:55:03 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, getting new HP set (no sbatch)    
2026-08-10 19:55:03 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, requested 1 jobs, got 1, 0.33 s/job
2026-08-10 19:55:03 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, eval #1/1 start                    
2026-08-10 19:55:03 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, starting new job                   
2026-08-10 19:55:03 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, started new job                    
2026-08-10 19:55:12 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 80.0393424556, █▁▃, new result: RESULT: 62.385776      
2026-08-10 19:55:14 (4b93254d-8b79-43ac-a2c7-786c78360dad): BOTORCH_MODULAR, best RESULT: 62.3857755389919, ▅▁▂█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.057 │    1 │        0.057 │
│       2 │   0.048 │    1 │        0.048 │
│       3 │   0.048 │    1 │        0.048 │
│       4 │   0.048 │    1 │        0.048 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.050 │      │              │
│  Median │   0.048 │      │              │
│   Total │   0.201 │      │              │
│     Max │   0.057 │      │              │
│     Min │   0.048 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.017 │    1 │        0.017 │
│         2 │   0.033 │    1 │        0.033 │
│         3 │   0.314 │    1 │        0.314 │
│         4 │   0.326 │    1 │        0.326 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.172 │      │              │
│    Median │   0.174 │      │              │
│     Total │   0.689 │      │              │
│       Max │   0.326 │      │              │
│       Min │   0.017 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786391667,768.640625,29.7

`RESULT` (goal: minimize)

Best value: 62.385775538992
Achieved at:
- b = 5 (r=0.666, moderate positive correlation)
- a = 57.385775538992 (r=0.074, 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	62.3858	107.394	87.1313	17.3723	4
a	44.6958	93.7061	65.7877	18.0096	4
b	5	62.6982	21.3436	24.0809	4

submitit INFO (2026-08-10 19:54:30,660) - Starting with JobEnvironment(job_id=116409, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 19:54:30,660) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/116409/116409_submitted.pkl
Trial-Index: 0

Parameters: {"a": 67.36305326223373, "b": 12.676289193332195}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (67.36305326223373413086 + 12.67628919333219528198)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786389802.8523998
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786389802.8924
Last modification: 1786389802.8523998
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (67.36305326223373413086 + 12.67628919333219528198)'
stdout:
 RESULT: 80.0393424555659
stderr was empty
Result: {'RESULT': 80.0393424555659}
Final-results: {'RESULT': 80.0393424555659}
EXIT_CODE: 0
submitit INFO (2026-08-10 19:54:38,273) - Job completed successfully
submitit INFO (2026-08-10 19:54:38,273) - Exiting after successful completion