OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 2)

RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
2.6530484479	-99	-1.0211801528930664	-56	1	1.5498593779

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	max

Last progressbar status

2026-08-10 21:46:40 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 2 done, █▁, 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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1786398366,1,9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3,1786398367,1786398379,12,./.tests/optimization_example  --int_param='-99' --float_param='-1.02118015289306640625' --choice_param='1' --int_param_two='-56' --nr_results=2,0,,runnervmliwqe,0_0,COMPLETED,SOBOL,1.549859377900000056982321439136,2.653048447899999828791806066874,-99,-1.02118015289306640625,-56,1
1,1786398383,1,9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3,1786398384,1786398396,12,./.tests/optimization_example  --int_param='-4' --float_param='-97.91792793759852031599' --choice_param='16' --int_param_two='-47' --nr_results=2,0,,runnervmliwqe,1_0,COMPLETED,BOTORCH_MODULAR,1.6007597187572200070349026646,2.667267522748685060207662900211,-4,-97.917927937598520315987116191536,-47,16

2026-08-10 21:46:06 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, Started OmniOpt2 run...
2026-08-10 21:46:06 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, getting new HP set (no sbatch)
2026-08-10 21:46:06 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 21:46:06 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, eval #1/1 start                    
2026-08-10 21:46:06 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, starting new job                   
2026-08-10 21:46:06 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, started new job                    
2026-08-10 21:46:21 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, new result: RESULT1: 1.549859 (SEM: 0.389771), RESULT2: 2.653048 (SEM: 0.023267)
2026-08-10 21:46:22 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-08-10 21:46:22 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-08-10 21:46:23 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.51 s/job                           
2026-08-10 21:46:23 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-08-10 21:46:23 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-08-10 21:46:23 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 1 done, started new job                                               
2026-08-10 21:46:38 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.600760 (SEM: 0.304697), RESULT2: 2.667268 (SEM: 0.194570)
2026-08-10 21:46:40 (9dc0cdbb-a8a5-4076-bd51-12c5dd507bf3): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.054 │    1 │        0.054 │
│       2 │   0.062 │    1 │        0.062 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.058 │      │              │
│  Median │   0.058 │      │              │
│   Total │   0.116 │      │              │
│     Max │   0.062 │      │              │
│     Min │   0.054 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.505 │    1 │        0.505 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.263 │      │              │
│    Median │   0.263 │      │              │
│     Total │   0.526 │      │              │
│       Max │   0.505 │      │              │
│       Min │   0.021 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	multiple_evals_per_arm
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'],
	['choice_param', 'choice', '1,2,4,8,16,hallo'], ['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
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	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	10
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	['RESULT1=min', 'RESULT2=max']
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	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	True
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	2
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	1
worker_timeout	5
slurm_use_srun	False
time	1200
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	True
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	True

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1786398364,768.875,29.7

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	12	12	12	0	2
RESULT1	1.5499	1.6008	1.5753	0.0255	2
RESULT2	2.653	2.6673	2.6602	0.0071	2
int_param	-99	-4	-51.5	47.5	2
float_param	-97.9179	-1.0212	-49.4696	48.4484	2
int_param_two	-56	-47	-51.5	4.5	2
choice_param	1	16	8.5	7.5	2

submitit INFO (2026-08-10 21:46:06,375) - Starting with JobEnvironment(job_id=72689, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:46:06,375) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/72689/72689_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.16008875084026, 'RESULT2': 2.62978105954559}
OO-Info: int_param: -99
OO-Info: int_param_two: -56
OO-Info: float_param: -1.02118015289306640625
OO-Info: choice_param: 1
RESULT1: 1.16008875084026
RESULT2: 2.62978105954559


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.93963000488384, 'RESULT2': 2.67631583623321}
OO-Info: int_param: -99
OO-Info: int_param_two: -56
OO-Info: float_param: -1.02118015289306640625
OO-Info: choice_param: 1
RESULT1: 1.93963000488384
RESULT2: 2.67631583623321

Aggregated result for trial 0: RESULT1: 1.549859 (SEM: 0.389771), RESULT2: 2.653048 (SEM: 0.023267)
submitit INFO (2026-08-10 21:46:19,919) - Job completed successfully
submitit INFO (2026-08-10 21:46:19,920) - Exiting after successful completion