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
2.4287784503	-37	-6.853570342063904	-31	16	1.143636061

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 21:45:45 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): 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
0,1786398287,2,b35deffd-efe1-4bf9-98b3-8a1d9d4534ea,1786398289,1786398301,12,./.tests/optimization_example  --int_param='-37' --float_param='-6.85357034206390380859' --choice_param='16' --int_param_two='-31' --nr_results=2,0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,1.143636061000000037068957681186,2.42877845029999983594848345092,-37,-6.85357034206390380859375,-31,16
1,1786398327,2,b35deffd-efe1-4bf9-98b3-8a1d9d4534ea,1786398329,1786398341,12,./.tests/optimization_example  --int_param='-80' --float_param='-98.61857025501025475478' --choice_param='1' --int_param_two='9' --nr_results=2,0,,runnervmvrwv9,1_0,COMPLETED,BOTORCH_MODULAR,1.378310020970280103114191661007,2.603834319600959901208625524305,-80,-98.618570255010254754779452923685,9,1

config_objectives not found

2026-08-10 21:44:47 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, Started OmniOpt2 run...
2026-08-10 21:44:47 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, getting new HP set (no sbatch)
2026-08-10 21:44:47 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 21:44:47 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, eval #1/1 start                    
2026-08-10 21:44:47 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, starting new job                   
2026-08-10 21:44:47 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, started new job                    
2026-08-10 21:45:02 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, new result: RESULT1: 1.143636 (SEM: 0.113267), RESULT2: 2.428778 (SEM: 0.253978)
2026-08-10 21:45:04 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-08-10 21:45:27 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-08-10 21:45:27 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 23.25 s/job                          
2026-08-10 21:45:27 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-08-10 21:45:27 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-08-10 21:45:27 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 1 done, started new job                                               
2026-08-10 21:45:42 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.378310 (SEM: 0.237815), RESULT2: 2.603834 (SEM: 0.047566)
2026-08-10 21:45:45 (b35deffd-efe1-4bf9-98b3-8a1d9d4534ea): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.110 │    1 │        0.110 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.089 │      │              │
│  Median │   0.089 │      │              │
│   Total │   0.177 │      │              │
│     Max │   0.110 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.025 │    1 │        0.025 │
│         2 │  23.255 │    1 │       23.255 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  11.640 │      │              │
│    Median │  11.640 │      │              │
│     Total │  23.280 │      │              │
│       Max │  23.255 │      │              │
│       Min │   0.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786398285,898.0859375,29.1

! 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	1.1436	1.3783	1.261	0.1173	2
RESULT2	2.4288	2.6038	2.5163	0.0875	2
int_param	-80	-37	-58.5	21.5	2
float_param	-98.6186	-6.8536	-52.7361	45.8825	2
int_param_two	-31	9	-11	20	2
choice_param	1	16	8.5	7.5	2

submitit INFO (2026-08-10 21:44:47,948) - Starting with JobEnvironment(job_id=70358, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:44:47,949) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/70358/70358_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.25690347080036, 'RESULT2': 2.17480069175096}
OO-Info: int_param: -37
OO-Info: int_param_two: -31
OO-Info: float_param: -6.85357034206390380859
OO-Info: choice_param: 16
RESULT1: 1.25690347080036
RESULT2: 2.17480069175096


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.03036865110426, 'RESULT2': 2.68275620890515}
OO-Info: int_param: -37
OO-Info: int_param_two: -31
OO-Info: float_param: -6.85357034206390380859
OO-Info: choice_param: 16
RESULT1: 1.03036865110426
RESULT2: 2.68275620890515

Aggregated result for trial 0: RESULT1: 1.143636 (SEM: 0.113267), RESULT2: 2.428778 (SEM: 0.253978)
submitit INFO (2026-08-10 21:45:01,514) - Job completed successfully
submitit INFO (2026-08-10 21:45:01,515) - Exiting after successful completion