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
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT1, min (total: 2)

RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
2.72169372510544	-85	-97.36371847122533	-99	2	1.340051501183737

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

Git-Version

Commit: f7a3ffd840bb7255de8533c94b789088bdd43694 (9994-4-gf7a3ffd84)

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
0,1788847688,7,eb7bd512-8d76-4822-aaaa-6efddf48865c,1788847695,1788847708,13,./.tests/optimization_example  --int_param='-18' --float_param='4.73800003528594970703' --choice_param='hallo' --int_param_two='-74' --nr_results=2,0,,slurmfrontend,0_0,COMPLETED,SOBOL,1.636929921100000129285945149604,2.717113760600000205158721655607,-18,4.73800003528594970703125,-74,hallo
1,1788847715,7,eb7bd512-8d76-4822-aaaa-6efddf48865c,1788847722,1788847734,12,./.tests/optimization_example  --int_param='-85' --float_param='-97.36371847122532585672' --choice_param='2' --int_param_two='-99' --nr_results=2,0,,slurmfrontend,1_0,COMPLETED,BOTORCH_MODULAR,1.340051501183737059363920707256,2.721693725105439831679632334271,-85,-97.363718471225325856721610762179,-99,2

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.292 │    1 │        0.292 │
│       2 │   0.454 │    1 │        0.454 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.373 │      │              │
│  Median │   0.373 │      │              │
│   Total │   0.746 │      │              │
│     Max │   0.454 │      │              │
│     Min │   0.292 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.050 │    1 │        0.050 │
│         2 │   2.959 │    1 │        2.959 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.505 │      │              │
│    Median │   1.505 │      │              │
│     Total │   3.009 │      │              │
│       Max │   2.959 │      │              │
│       Min │   0.050 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
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
wait_until_ended	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/admin
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_exhausted	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/admin/.omniax_venvs/Python_3.10.12/x86_64/bin/python3
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	slurmpar
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
1788847686,740.65625,97.3

! 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	13	12.5	0.5	2
RESULT1	1.3401	1.6369	1.4885	0.1484	2
RESULT2	2.7171	2.7217	2.7194	0.0023	2
int_param	-85	-18	-51.5	33.5	2
float_param	-97.3637	4.738	-46.3129	51.0509	2
int_param_two	-99	-74	-86.5	12.5	2
choice_param	No numerical statistics available

/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2026-09-08 06:08:36,401) - Starting with JobEnvironment(job_id=10012, hostname=slurmfrontend, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-08 06:08:36,401) - Loading pickle: /oo_dir/runs/multiple_evals_per_arm/0/single_runs/10012/10012_submitted.pkl
Trial-Index: 1
Running 2 sub-evaluations for trial 1...

  Sub-eval 1/2 for trial 1: {'RESULT1': 1.4425167330848256, 'RESULT2': 2.8588547827501127}
OO-Info: int_param: -85
OO-Info: int_param_two: -99
OO-Info: float_param: -97.36371847122532585672
OO-Info: choice_param: 2
RESULT1: 1.4425167330848256
RESULT2: 2.8588547827501127


  Sub-eval 2/2 for trial 1: {'RESULT1': 1.2375862692826485, 'RESULT2': 2.5845326674607674}
OO-Info: int_param: -85
OO-Info: int_param_two: -99
OO-Info: float_param: -97.36371847122532585672
OO-Info: choice_param: 2
RESULT1: 1.2375862692826485
RESULT2: 2.5845326674607674

Aggregated result for trial 1: RESULT1: 1.340052 (SEM: 0.102465), RESULT2: 2.721694 (SEM: 0.137161)
submitit INFO (2026-09-08 06:08:54,833) - Job completed successfully
submitit INFO (2026-09-08 06:08:54,837) - Exiting after successful completion