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
-26	-18	-70.0770872831…	4	-26	-70.0770872831…	-18	4	-71361.010349…

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

Last progressbar status

2026-08-10 21:50:05 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, █▁, 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,RESULT,int_param,float_param,int_param_two,choice_param
0,1786398584,1,2d534ebf-7893-4e7d-86c3-35edb9da7d60,1786398585,1786398591,6,./.tests/optimization_example --random_sem --int_param='-26' --float_param='-70.07708728313446044922' --choice_param='4' --int_param_two='-18' --nr_results=1,0,,runnervmvrwv9,-26,-18,-70.07708728313446044921875,4,0_0,COMPLETED,SOBOL,-71361.010349193893489427864551544189,-26,-70.07708728313446044921875,-18,4
1,1786398595,2,2d534ebf-7893-4e7d-86c3-35edb9da7d60,1786398597,1786398603,6,./.tests/optimization_example --random_sem --int_param='6' --float_param='2.9359471385906013019' --choice_param='hallo' --int_param_two='-74' --nr_results=1,0,,runnervmvrwv9,6,-74,2.935947138590601301899596364819,hallo,1_0,COMPLETED,BOTORCH_MODULAR,-62193.923142146901227533817291259766,6,2.935947138590601301899596364819,-74,hallo

2026-08-10 21:49:43 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, Started OmniOpt2 run...
2026-08-10 21:49:43 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, getting new HP set (no sbatch)
2026-08-10 21:49:43 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 21:49:44 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, eval #1/1 start                    
2026-08-10 21:49:44 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, starting new job                   
2026-08-10 21:49:44 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, started new job                    
2026-08-10 21:49:53 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, new result: RESULT: -71361.010349 (SEM: 0.336883)
2026-08-10 21:49:54 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): SOBOL, best RESULT: -71361.0103491939, finishing jobs, finished 1 job
2026-08-10 21:49:55 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, getting new HP set (no sbatch)
2026-08-10 21:49:55 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, requested 1 jobs, got 1, 0.40 s/job
2026-08-10 21:49:55 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, eval #1/1 start                    
2026-08-10 21:49:55 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, starting new job                   
2026-08-10 21:49:55 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, started new job                    
2026-08-10 21:50:04 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, new result: RESULT: -62193.923142 (SEM: 0.956066)
2026-08-10 21:50:05 (2d534ebf-7893-4e7d-86c3-35edb9da7d60): BOTORCH_MODULAR, best RESULT: -71361.0103491939, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.057 │    1 │        0.057 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.084 │      │              │
│  Median │   0.084 │      │              │
│   Total │   0.168 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.057 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.025 │    1 │        0.025 │
│         2 │   0.402 │    1 │        0.402 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.213 │      │              │
│    Median │   0.213 │      │              │
│     Total │   0.427 │      │              │
│       Max │   0.402 │      │              │
│       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	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZm…
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
1786398581,898.2265625,29.1

! 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	6	6	6	0	2
OO_Info_int_param	-26	6	-10	16	2
OO_Info_int_param_two	-74	-18	-46	28	2
OO_Info_float_param	-70.0771	2.9359	-33.5706	36.5065	2
OO_Info_choice_param	No numerical statistics available
RESULT	-71361.0103	-62193.9231	-66777.4667	4583.5436	2
int_param	-26	6	-10	16	2
float_param	-70.0771	2.9359	-33.5706	36.5065	2
int_param_two	-74	-18	-46	28	2
choice_param	No numerical statistics available

submitit INFO (2026-08-10 21:49:44,350) - Starting with JobEnvironment(job_id=78782, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:49:44,350) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/78782/78782_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -26, "float_param": -70.07708728313446, "int_param_two": -18, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-26' --float_param='-70.07708728313446044922' --choice_param='4' --int_param_two='-18' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786397396.334323
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786398048.8379989
Last modification: 1786397396.334323
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-26' --float_param='-70.07708728313446044922' --choice_param='4' --int_param_two='-18' --nr_results=1
stdout:
 OO-Info: int_param: -26
OO-Info: int_param_two: -18
OO-Info: float_param: -70.07708728313446044922
OO-Info: choice_param: 4
RESULT: -71361.0103491939
SEM-RESULT: 0.33688320226884

stderr was empty
Result: {'RESULT': -71361.0103491939}
Final-results: {'RESULT': (-71361.0103491939, 0.33688320226884)}
EXIT_CODE: 0
submitit INFO (2026-08-10 21:49:51,900) - Job completed successfully
submitit INFO (2026-08-10 21:49:51,900) - Exiting after successful completion