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)

OO_Info_int…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100	-95	-62.4058771…	16	2.4121880257…	-100	-62.4058771…	-95	16	1.007514322…

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	min

Last progressbar status

2026-08-10 22:07:35 (d8dc4c4d-701e-492a-af6b-bf4b10643829): 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,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1786399633,2,d8dc4c4d-701e-492a-af6b-bf4b10643829,1786399635,1786399641,6,./.tests/optimization_example  --int_param='-11' --float_param='-43.70032250881195068359' --choice_param='2' --int_param_two='-10' --nr_results=2,0,,runnervmliwqe,-11,-10,-43.70032250881195068359375,2,0_0,COMPLETED,SOBOL,1.599519973900000113786745714606,2.898600130000000163477125170175,-11,-43.70032250881195068359375,-10,2
1,1786399644,2,d8dc4c4d-701e-492a-af6b-bf4b10643829,1786399646,1786399652,6,./.tests/optimization_example  --int_param='-100' --float_param='-62.40587719522495291358' --choice_param='16' --int_param_two='-95' --nr_results=2,0,,runnervmliwqe,-100,-95,-62.405877195224952913576998980716,16,1_0,COMPLETED,BOTORCH_MODULAR,1.007514322483080038139746648085,2.412188025747549868782471094164,-100,-62.405877195224952913576998980716,-95,16

2026-08-10 22:07:13 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, Started OmniOpt2 run...
2026-08-10 22:07:13 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:07:13 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:07:13 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, eval #1/1 start                    
2026-08-10 22:07:13 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, starting new job                   
2026-08-10 22:07:13 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, started new job                    
2026-08-10 22:07:22 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, new result: RESULT1: 1.599520, RESULT2: 2.898600
2026-08-10 22:07:23 (d8dc4c4d-701e-492a-af6b-bf4b10643829): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-08-10 22:07:24 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-08-10 22:07:24 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.49 s/job
2026-08-10 22:07:24 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-08-10 22:07:24 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 1 done, starting new job                   
2026-08-10 22:07:24 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 1 done, started new job                    
2026-08-10 22:07:33 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.007514, RESULT2: 2.412188
2026-08-10 22:07:35 (d8dc4c4d-701e-492a-af6b-bf4b10643829): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.056 │    1 │        0.056 │
│       2 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.061 │      │              │
│  Median │   0.061 │      │              │
│   Total │   0.122 │      │              │
│     Max │   0.065 │      │              │
│     Min │   0.056 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.495 │    1 │        0.495 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.258 │      │              │
│    Median │   0.258 │      │              │
│     Total │   0.516 │      │              │
│       Max │   0.495 │      │              │
│       Min │   0.021 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	TRANSFORMS_Cont_X_trans
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	['RESULT1=min', 'RESULT2=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	['Cont_X_trans']
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
1786399631,768.67578125,29.7

! 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	-100	-11	-55.5	44.5	2
OO_Info_int_param_two	-95	-10	-52.5	42.5	2
OO_Info_float_param	-62.4059	-43.7003	-53.0531	9.3528	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.0075	1.5995	1.3035	0.296	2
RESULT2	2.4122	2.8986	2.6554	0.2432	2
int_param	-100	-11	-55.5	44.5	2
float_param	-62.4059	-43.7003	-53.0531	9.3528	2
int_param_two	-95	-10	-52.5	42.5	2
choice_param	2	16	9	7	2

submitit INFO (2026-08-10 22:07:13,726) - Starting with JobEnvironment(job_id=111936, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:07:13,726) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/111936/111936_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -11, "float_param": -43.70032250881195, "int_param_two": -10, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-11' --float_param='-43.70032250881195068359' --choice_param='2' --int_param_two='-10' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786397395.2961512
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786398020.4084473
Last modification: 1786397395.2961512
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-11' --float_param='-43.70032250881195068359' --choice_param='2' --int_param_two='-10' --nr_results=2
stdout:
 OO-Info: int_param: -11
OO-Info: int_param_two: -10
OO-Info: float_param: -43.70032250881195068359
OO-Info: choice_param: 2
RESULT1: 1.59951997392728
RESULT2: 2.89860012996675

stderr was empty
Result: {'RESULT1': 1.59951997392728, 'RESULT2': 2.89860012996675}
Final-results: {'RESULT1': 1.59951997392728, 'RESULT2': 2.89860012996675}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:07:21,281) - Job completed successfully
submitit INFO (2026-08-10 22:07:21,281) - Exiting after successful completion