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 RESULT, min (total: 2)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-56	-88	-47.8470697999…	8	-56	-47.8470697999…	-88	8	-151291.04786…

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
RESULT	min

Git-Version

Commit: 186cf0091d7a52c3dbc179feb5896b88032e6afc (9486-319-g186cf0091)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1786613577,2,51a268a7-cb8d-488e-8bf3-e38900ca15b5,1786613579,1786613585,6,./.tests/optimization_example.py --random_sem --int_param='-56' --float_param='-47.84706979990005493164' --choice_param='8' --int_param_two='-88' --nr_results=1,0,,runnervmvrwv9,-56,-88,-47.847069799900047826213267398998,8,0_0,COMPLETED,SOBOL,-151291.047864355088677257299423217773,-56,-47.847069799900054931640625,-88,8
1,1786613588,2,51a268a7-cb8d-488e-8bf3-e38900ca15b5,1786613590,1786613596,6,./.tests/optimization_example.py --random_sem --int_param='4' --float_param='-6.62065701933561889803' --choice_param='4' --int_param_two='-8' --nr_results=1,0,,runnervmvrwv9,4,-8,-6.620657019335618009847621578956,4,1_0,COMPLETED,BOTORCH_MODULAR,-3334.116695610342048894381150603294,4,-6.620657019335618898026041279081,-8,4

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.058 │    1 │        0.058 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.084 │      │              │
│  Median │   0.084 │      │              │
│   Total │   0.169 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.058 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.025 │    1 │        0.025 │
│         2 │   0.386 │    1 │        0.386 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.206 │      │              │
│    Median │   0.206 │      │              │
│     Total │   0.411 │      │              │
│       Max │   0.386 │      │              │
│       Min │   0.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUucHkgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
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	True
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
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	1
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	60
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	False

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

timestamp,ram_usage_mb,cpu_usage_percent
1786613575,899.26953125,28.8

! 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	6	6	6	0	2
OO_Info_int_param	-56	4	-26	30	2
OO_Info_int_param_two	-88	-8	-48	40	2
OO_Info_float_param	-47.8471	-6.6207	-27.2339	20.6132	2
OO_Info_choice_param	4	8	6	2	2
RESULT	-151291.0479	-3334.1167	-77312.5823	73978.4656	2
int_param	-56	4	-26	30	2
float_param	-47.8471	-6.6207	-27.2339	20.6132	2
int_param_two	-88	-8	-48	40	2
choice_param	4	8	6	2	2

submitit INFO (2026-08-13 09:32:58,164) - Starting with JobEnvironment(job_id=10083, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 09:32:58,164) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/10083/10083_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -56, "float_param": -47.847069799900055, "int_param_two": -88, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --random_sem --int_param='-56' --float_param='-47.84706979990005493164' --choice_param='8' --int_param_two='-88' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example.py
UID: 1001
GID: 1001
Status-Change-Time: 1786612516.7867377
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786612885.603503
Last modification: 1786612516.7867377
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example.py --random_sem --int_param='-56' --float_param='-47.84706979990005493164' --choice_param='8' --int_param_two='-88' --nr_results=1
stdout:
 OO-Info: int_param: -56
OO-Info: int_param_two: -88
OO-Info: float_param: -47.84706979990005493164
OO-Info: choice_param: 8
RESULT: -151291.0478643551
SEM-RESULT: 0.2409011161585204

stderr was empty
Result: {'RESULT': -151291.0478643551}
Final-results: {'RESULT': (-151291.0478643551, 0.2409011161585204)}
EXIT_CODE: 0
submitit INFO (2026-08-13 09:33:05,725) - Job completed successfully
submitit INFO (2026-08-13 09:33:05,726) - Exiting after successful completion