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
2.3889166505	-53	-37.10152208805084	-67	16	1.6881817076

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 21:44:24 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 932c996ed2680691955bfadb430de3e23bd25e57 (9475-1-g932c996ed)

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
0,1786398229,2,3ef5c5da-4d16-4eab-a84d-6d3742cc312e,1786398231,1786398243,12,./.tests/optimization_example  --int_param='-53' --float_param='-37.10152208805084228516' --choice_param='16' --int_param_two='-67' --nr_results=2,0,,runnervmliwqe,0_0,COMPLETED,SOBOL,1.688181707600000081015423347708,2.388916650500000127266275740112,-53,-37.10152208805084228515625,-67,16
1,1786398246,1,3ef5c5da-4d16-4eab-a84d-6d3742cc312e,1786398247,1786398259,12,./.tests/optimization_example  --int_param='-19' --float_param='-6.45306413061916828156' --choice_param='1' --int_param_two='8' --nr_results=2,0,,runnervmliwqe,1_0,COMPLETED,BOTORCH_MODULAR,1.755090637439025158528238534927,2.651391899769319770996389706852,-19,-6.45306413061916828155517578125,8,1

2026-08-10 21:43:49 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, Started OmniOpt2 run...
2026-08-10 21:43:49 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, getting new HP set (no sbatch)
2026-08-10 21:43:49 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 21:43:49 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, eval #1/1 start                    
2026-08-10 21:43:49 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, starting new job                   
2026-08-10 21:43:49 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, started new job                    
2026-08-10 21:44:04 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, new result: RESULT1: 1.688182 (SEM: 0.065597), RESULT2: 2.388917 (SEM: 0.255118)
2026-08-10 21:44:05 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-08-10 21:44:06 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-08-10 21:44:06 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.45 s/job                           
2026-08-10 21:44:06 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-08-10 21:44:06 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-08-10 21:44:06 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 1 done, started new job                                               
2026-08-10 21:44:21 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.755091 (SEM: 0.026071), RESULT2: 2.651392 (SEM: 0.026316)
2026-08-10 21:44:24 (3ef5c5da-4d16-4eab-a84d-6d3742cc312e): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.055 │    1 │        0.055 │
│       2 │   0.062 │    1 │        0.062 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.058 │      │              │
│  Median │   0.058 │      │              │
│   Total │   0.116 │      │              │
│     Max │   0.062 │      │              │
│     Min │   0.055 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.449 │    1 │        0.449 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.236 │      │              │
│    Median │   0.236 │      │              │
│     Total │   0.471 │      │              │
│       Max │   0.449 │      │              │
│       Min │   0.022 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786398226,768.6015625,29.5

! 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	1.6882	1.7551	1.7216	0.0335	2
RESULT2	2.3889	2.6514	2.5202	0.1312	2
int_param	-53	-19	-36	17	2
float_param	-37.1015	-6.4531	-21.7773	15.3242	2
int_param_two	-67	8	-29.5	37.5	2
choice_param	1	16	8.5	7.5	2

submitit INFO (2026-08-10 21:43:49,595) - Starting with JobEnvironment(job_id=73120, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:43:49,595) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/73120/73120_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.62258441800168, 'RESULT2': 2.133798178143}
OO-Info: int_param: -53
OO-Info: int_param_two: -67
OO-Info: float_param: -37.10152208805084228516
OO-Info: choice_param: 16
RESULT1: 1.62258441800168
RESULT2: 2.133798178143


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.75377899718388, 'RESULT2': 2.64403512291344}
OO-Info: int_param: -53
OO-Info: int_param_two: -67
OO-Info: float_param: -37.10152208805084228516
OO-Info: choice_param: 16
RESULT1: 1.75377899718388
RESULT2: 2.64403512291344

Aggregated result for trial 0: RESULT1: 1.688182 (SEM: 0.065597), RESULT2: 2.388917 (SEM: 0.255118)
submitit INFO (2026-08-10 21:44:03,144) - Job completed successfully
submitit INFO (2026-08-10 21:44:03,144) - Exiting after successful completion