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_par…	int_param_…	choice_pa…	RESULT1
2.1538592…	-41	-20.53045…	-2	1	1.54291394…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

		Lower	Upper			Log
Name	Type	bound	bound	Values	Type	Scale?
int_param	range	-100	10		int	No
float_pa…	range	-100	10		float	No
choice_p…	choice			1, 2, 4,
				8, 16,
				hallo
int_para…	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

Git-Version

Commit: 2a79e74e93dd2309c46718edef1cc81ebc965b7e (10008)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1791103604,5,8578a0db-4979-4de7-b737-1848e95d3c23,1791103609,1791103621,12,./.tests/optimization_example  --int_param='-27' --float_param='-91.05715513229370117188' --choice_param='8' --int_param_two='-96' --nr_results=2,0,,runnervm8df0l,0_0,COMPLETED,SOBOL,2.224128368700000191182652997668,1.921357873400000082497740550025,-27,-91.057155132293701171875,-96,8
1,1791103647,5,8578a0db-4979-4de7-b737-1848e95d3c23,1791103652,1791103664,12,./.tests/optimization_example  --int_param='-41' --float_param='-20.53045968634965845467' --choice_param='1' --int_param_two='-2' --nr_results=2,0,,runnervm8df0l,1_0,COMPLETED,BOTORCH_MODULAR,2.153859226570274287837492011022,1.542913940384111892711871405481,-41,-20.530459686349658454673772212118,-2,1

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.286 │    1 │        0.286 │
│       2 │   0.123 │    1 │        0.123 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.204 │      │              │
│  Median │   0.204 │      │              │
│   Total │   0.409 │      │              │
│     Max │   0.286 │      │              │
│     Min │   0.123 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │  22.933 │    1 │       22.933 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  11.491 │      │              │
│    Median │  11.491 │      │              │
│     Total │  22.982 │      │              │
│       Max │  22.933 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4…
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
wait_until_ended	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
local_cpu_monitor	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_exha…	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
formula	None
formula_mode	auto
formula_python_path	/home/runner/.omniax_venvs/Python_3…
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	True
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
1791103602,904.0859375,26.9

! 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
RESULT2	2.1539	2.2241	2.189	0.0351	2
RESULT1	1.5429	1.9214	1.7321	0.1892	2
int_param	-41	-27	-34	7	2
float_param	-91.0572	-20.5305	-55.7938	35.2633	2
int_param_two	-96	-2	-49	47	2
choice_param	1	8	4.5	3.5	2

submitit INFO (2026-09-01 15:43:34,158) - Starting with JobEnvironment(job_id=10014, hostname=runnervmgx7h7, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-01 15:43:34,158) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/10014/10014_submitted.pkl
Trial-Index: 1
Running 2 sub-evaluations for trial 1...

  Sub-eval 1/2 for trial 1: {'RESULT1': 1.4103165434419873, 'RESULT2': 2.0563288069297547}
OO-Info: int_param: 10
OO-Info: int_param_two: -81
OO-Info: float_param: -49.89508865193479891786
OO-Info: choice_param: hallo
RESULT1: 1.4103165434419873
RESULT2: 2.0563288069297547


  Sub-eval 2/2 for trial 1: {'RESULT1': 1.4515476738244515, 'RESULT2': 2.1361329262668227}
OO-Info: int_param: 10
OO-Info: int_param_two: -81
OO-Info: float_param: -49.89508865193479891786
OO-Info: choice_param: hallo
RESULT1: 1.4515476738244515
RESULT2: 2.1361329262668227

Aggregated result for trial 1: RESULT1: 1.430932 (SEM: 0.020616), RESULT2: 2.096231 (SEM: 0.039902)
submitit INFO (2026-09-01 15:43:49,947) - Job completed successfully
submitit INFO (2026-09-01 15:43:49,948) - Exiting after successful completion