OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_int…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	OO_Info_SLUR…	int_param	float_param	int_param_two	choice_param	RESULT
-79	-91	-97.9958049…	hallo	27	-79	-97.9958049…	-91	hallo	-268519.078…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

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 10:25:42 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, best RESULT: -268519.07831282, █▁, waiting for 2 jobs, finished 2 jobs

Git-Version

Commit: 7e7c1e9b8dc6b3ae9c1d84a675d949b9fcd0b534 (9430-11-g7e7c1e9b8)

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,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1786357523,9,c9bf8b30-d60b-4f87-bd18-d09b15c26bfa,1786357532,1786357538,6,./.tests/optimization_example  --int_param='-79' --float_param='-97.99580492079257965088' --choice_param='hallo' --int_param_two='-91' --nr_results=1,0,,slurmnode3,-79,-91,-97.99580492079257965087890625,hallo,27,0_0,COMPLETED,SOBOL,-268519.07831281999824568629264831543,-79,-97.99580492079257965087890625,-91,hallo
1,1786357523,9,c9bf8b30-d60b-4f87-bd18-d09b15c26bfa,1786357532,1786357538,6,./.tests/optimization_example  --int_param='-29' --float_param='-14.81330010108649730682' --choice_param='16' --int_param_two='-7' --nr_results=1,0,,slurmnode2,-29,-7,-14.8133001010864955304668910685,16,26,1_0,COMPLETED,SOBOL,-18475.388608957098767859861254692078,-29,-14.81330010108649730682373046875,-7,16

2026-08-10 10:25:22 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, Started OmniOpt2 run...
2026-08-10 10:25:22 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, getting new HP set #1/2
2026-08-10 10:25:22 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, getting new HP set #2/2
2026-08-10 10:25:22 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, requested 2 jobs, got 2, 0.09 s/job
2026-08-10 10:25:22 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, eval #1/2 start                    
2026-08-10 10:25:22 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, eval #2/2 start                    
2026-08-10 10:25:23 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, starting new job                   
2026-08-10 10:25:23 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, pending 1 = ∑1/20, started new job 
2026-08-10 10:25:23 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, pending 2 = ∑2/20, started new job 
2026-08-10 10:25:24 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, pending 2 = ∑2/20, waiting for 2 jobs
2026-08-10 10:25:26 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, running 2 = ∑2/20, waiting for 2 jobs
2026-08-10 10:25:39 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, running 2 = ∑2/20, new result: RESULT: -18475.388609
2026-08-10 10:25:39 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, running 2 = ∑2/20, new result: RESULT: -268519.078313
2026-08-10 10:25:42 (c9bf8b30-d60b-4f87-bd18-d09b15c26bfa): SOBOL, best RESULT: -268519.07831282, █▁, waiting for 2 jobs, finished 2 jobs

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.767 │    2 │        0.384 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.767 │      │              │
│  Median │   0.767 │      │              │
│   Total │   0.767 │      │              │
│     Max │   0.767 │      │              │
│     Min │   0.767 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.175 │    2 │        0.088 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.175 │      │              │
│    Median │   0.175 │      │              │
│     Total │   0.175 │      │              │
│       Max │   0.175 │      │              │
│       Min │   0.175 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	__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/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
disable_previous_job_constraint	False
disable_notifications	True
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	20
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

1786357519.7902,20,0,0
1786357523.0465,20,0,0
1786357523.4818,20,1,5
1786357527.5979,20,1,5
1786357528.1288,20,2,10
1786357542.6222,20,2,10
1786357544.7988,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1786357519,744.3828125,88.7

! 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	-79	-29	-54	25	2
OO_Info_int_param_two	-91	-7	-49	42	2
OO_Info_float_param	-97.9958	-14.8133	-56.4046	41.5913	2
OO_Info_choice_param	No numerical statistics available
RESULT	-268519.0783	-18475.3886	-143497.2335	125021.8449	2
int_param	-79	-29	-54	25	2
float_param	-97.9958	-14.8133	-56.4046	41.5913	2
int_param_two	-91	-7	-49	42	2
choice_param	No numerical statistics available

submitit INFO (2026-08-10 10:25:24,948) - Starting with JobEnvironment(job_id=26, hostname=slurmnode2, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 10:25:24,948) - Loading pickle: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/26/26_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": -29, "float_param": -14.813300101086497, "int_param_two": -7, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-29' --float_param='-14.81330010108649730682' --choice_param='16' --int_param_two='-7' --nr_results=1
pwd: /oo_dir
File: ./.tests/optimization_example
UID: 1000
GID: 1000
SLURM_JOB_ID: 26
Status-Change-Time: 1751708223.4603384
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: admin
Last access: 1786285506.3031468
Last modification: 1751708223.4603384
Hostname: slurmnode2
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-29' --float_param='-14.81330010108649730682' --choice_param='16' --int_param_two='-7' --nr_results=1
stdout:
 OO-Info: int_param: -29
OO-Info: int_param_two: -7
OO-Info: float_param: -14.81330010108649730682
OO-Info: choice_param: 16
RESULT: -18475.3886089571

stderr was empty
Result: {'RESULT': -18475.3886089571}
Final-results: {'RESULT': -18475.3886089571}
EXIT_CODE: 0
submitit INFO (2026-08-10 10:25:38,999) - Job completed successfully
submitit INFO (2026-08-10 10:25:39,000) - Exiting after successful completion