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_In…	OO_In…	OO_In…	OO_In…	int_p…	floa…	int_p…	choi…	RESULT
-81	-96	4.032…	2	-81	4.03…	-96	2	-1754…

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
RESULT	min

Last progressbar status

2026-08-10 15:17:37 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -175400.673709396, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: fa413b113d427e63e22f05b822d9d55a08d67193 (9430-44-gfa413b113)

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
0,1786375035,2,4ea2620c-7501-49f5-b108-384e09762537,1786375037,1786375043,6,./.tests/optimization_example  --int_param='-54' --float_param='-68.69476497173309326172' --choice_param='16' --int_param_two='-8' --nr_results=1,0,,3d4bf5b133e5,-54,-8,-68.69476497173309326171875,16,0_0,COMPLETED,SOBOL,-92398.103842389798955991864204406738,-54,-68.69476497173309326171875,-8,16
1,1786375046,2,4ea2620c-7501-49f5-b108-384e09762537,1786375048,1786375054,6,./.tests/optimization_example  --int_param='-81' --float_param='4.03285423043329860349' --choice_param='2' --int_param_two='-96' --nr_results=1,0,,3d4bf5b133e5,-81,-96,4.032854230433298603486491629155,2,1_0,COMPLETED,BOTORCH_MODULAR,-175400.67370939601096324622631072998,-81,4.032854230433298603486491629155,-96,2

2026-08-10 15:17:15 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, Started OmniOpt2 run...
2026-08-10 15:17:15 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, getting new HP set (no sbatch)
2026-08-10 15:17:15 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 15:17:15 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, eval #1/1 start                    
2026-08-10 15:17:15 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, starting new job                   
2026-08-10 15:17:16 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, started new job                    
2026-08-10 15:17:25 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, new result: RESULT: -92398.103842  
2026-08-10 15:17:26 (4ea2620c-7501-49f5-b108-384e09762537): SOBOL, best RESULT: -92398.1038423898, finishing jobs, finished 1 job
2026-08-10 15:17:26 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -92398.1038423898, getting new HP set (no sbatch)
2026-08-10 15:17:26 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -92398.1038423898, requested 1 jobs, got 1, 0.31 s/job
2026-08-10 15:17:26 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -92398.1038423898, eval #1/1 start                    
2026-08-10 15:17:26 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -92398.1038423898, starting new job                   
2026-08-10 15:17:26 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -92398.1038423898, started new job                    
2026-08-10 15:17:35 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -92398.1038423898, new result: RESULT: -175400.673709 
2026-08-10 15:17:37 (4ea2620c-7501-49f5-b108-384e09762537): BOTORCH_MODULAR, best RESULT: -175400.673709396, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.088 │    1 │        0.088 │
│       2 │   0.052 │    1 │        0.052 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.070 │      │              │
│  Median │   0.070 │      │              │
│   Total │   0.140 │      │              │
│     Max │   0.088 │      │              │
│     Min │   0.052 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.314 │    1 │        0.314 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.169 │      │              │
│    Median │   0.169 │      │              │
│     Total │   0.337 │      │              │
│       Max │   0.314 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4…
experiment_name	__main__tests__BOTORCH_MODULAR___no…
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	/root
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_exha…	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
1786375033,795.34375,29.8

! 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	-81	-54	-67.5	13.5	2
OO_Info_int_param_two	-96	-8	-52	44	2
OO_Info_float_param	-68.6948	4.0329	-32.331	36.3638	2
OO_Info_choice_param	2	16	9	7	2
RESULT	-175400.6737	-92398.1038	-133899.3888	41501.2849	2
int_param	-81	-54	-67.5	13.5	2
float_param	-68.6948	4.0329	-32.331	36.3638	2
int_param_two	-96	-8	-52	44	2
choice_param	2	16	9	7	2

submitit INFO (2026-08-10 15:17:16,235) - Starting with JobEnvironment(job_id=663, hostname=3d4bf5b133e5, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 15:17:16,236) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/663/663_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -54, "float_param": -68.6947649717331, "int_param_two": -8, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-54' --float_param='-68.69476497173309326172' --choice_param='16' --int_param_two='-8' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1786374977.2646291
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1786374663.1640732
Last modification: 1786374663.1640732
Hostname: 3d4bf5b133e5
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-54' --float_param='-68.69476497173309326172' --choice_param='16' --int_param_two='-8' --nr_results=1
stdout:
 OO-Info: int_param: -54
OO-Info: int_param_two: -8
OO-Info: float_param: -68.69476497173309326172
OO-Info: choice_param: 16
RESULT: -92398.1038423898

stderr was empty
Result: {'RESULT': -92398.1038423898}
Final-results: {'RESULT': -92398.1038423898}
EXIT_CODE: 0
submitit INFO (2026-08-10 15:17:23,787) - Job completed successfully
submitit INFO (2026-08-10 15:17:23,788) - Exiting after successful completion