OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	3
Number random steps	2
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 3)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-37	-93	-86.0140045359…	hallo	-37	-86.0140045359…	-93	hallo	-196127.61021…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
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	3	0	3

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-08-10 12:10:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█▁, finishing jobs, finished 1 job

Git-Version

Commit: 1a58df45e161fcc5f4a94887fcb50b9a1509e0ac (9430-31-g1a58df45e)

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
0,1786363743,10,7a4f5935-9e76-425a-a500-87b99b5db6b5,1786363753,1786363759,6,./.tests/optimization_example  --int_param='-93' --float_param='-37.84598112106323242188' --choice_param='4' --int_param_two='-19' --nr_results=1,0,,slurmfrontend,-93,-19,-37.845981121063232421875,4,0_0,COMPLETED,SOBOL,-120376.300982265005586668848991394043,-93,-37.845981121063232421875,-19,4
1,1786363765,9,7a4f5935-9e76-425a-a500-87b99b5db6b5,1786363774,1786363780,6,./.tests/optimization_example  --int_param='-37' --float_param='-86.014004535973072052' --choice_param='hallo' --int_param_two='-93' --nr_results=1,0,,slurmfrontend,-37,-93,-86.014004535973072052001953125,hallo,1_0,COMPLETED,SOBOL,-196127.610216741013573482632637023926,-37,-86.014004535973072052001953125,-93,hallo
2,1786363787,6,7a4f5935-9e76-425a-a500-87b99b5db6b5,1786363793,1786363799,6,./.tests/optimization_example  --int_param='10' --float_param='-31.98752137649112370354' --choice_param='hallo' --int_param_two='-100' --nr_results=1,0,,slurmfrontend,10,-100,-31.987521376491123703544872114435,hallo,2_0,COMPLETED,BOTORCH_MODULAR,-123623.287375764004536904394626617432,10,-31.987521376491123703544872114435,-100,hallo

2026-08-10 12:09:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, Started OmniOpt2 run...
2026-08-10 12:09:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, getting new HP set (no sbatch)
2026-08-10 12:09:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 12:09:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, eval #1/1 start                    
2026-08-10 12:09:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, starting new job                   
2026-08-10 12:09:04 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, started new job                    
2026-08-10 12:09:23 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, new result: RESULT: -120376.300982 
2026-08-10 12:09:24 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, finishing jobs, finished 1 job
2026-08-10 12:09:25 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, getting new HP set (no sbatch)
2026-08-10 12:09:25 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, requested 1 jobs, got 1, 0.24 s/job
2026-08-10 12:09:25 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, eval #1/1 start                    
2026-08-10 12:09:25 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, starting new job                   
2026-08-10 12:09:25 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, started new job                    
2026-08-10 12:09:41 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -120376.300982265, new result: RESULT: -196127.610217 
2026-08-10 12:09:42 (7a4f5935-9e76-425a-a500-87b99b5db6b5): SOBOL, best RESULT: -196127.610216741, ▁█, finishing jobs, finished 1 job 
2026-08-10 12:09:47 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█, getting new HP set (no sbatch)
2026-08-10 12:09:47 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█, requested 1 jobs, got 1, 4.20 s/job
2026-08-10 12:09:47 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█, eval #1/1 start                    
2026-08-10 12:09:47 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█, starting new job                   
2026-08-10 12:09:47 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█, started new job                    
2026-08-10 12:10:00 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█, new result: RESULT: -123623.287376 
2026-08-10 12:10:03 (7a4f5935-9e76-425a-a500-87b99b5db6b5): BOTORCH_MODULAR, best RESULT: -196127.610216741, ▁█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.488 │    1 │        0.488 │
│       2 │   0.263 │    1 │        0.263 │
│       3 │   0.248 │    1 │        0.248 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.333 │      │              │
│  Median │   0.263 │      │              │
│   Total │   0.999 │      │              │
│     Max │   0.488 │      │              │
│     Min │   0.248 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   0.244 │    1 │        0.244 │
│         3 │   4.204 │    1 │        4.204 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.499 │      │              │
│    Median │   0.244 │      │              │
│     Total │   4.497 │      │              │
│       Max │   4.204 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	3
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	__main__tests__BOTORCH_MODULAR___local_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
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	True
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
1786363737,752.0625,94.4

`RESULT` (goal: minimize)

Best value: -196127.61021674
Achieved at:
- OO_Info_float_param = -86.014004535973 (r=0.991, strong positive correlation)
- float_param = -86.014004535973 (r=0.991, strong positive correlation)
- OO_Info_int_param_two = -93 (r=0.465, moderate positive correlation)
- int_param_two = -93 (r=0.465, moderate positive correlation)
- OO_Info_int_param = -37 (r=-0.088, weak negative correlation)
- int_param = -37 (r=-0.088, weak negative correlation)
- run_time = 6 (r=0, weak negative correlation)

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	3
OO_Info_int_param	-93	10	-40	42.103	3
OO_Info_int_param_two	-100	-19	-70.6667	36.6454	3
OO_Info_float_param	-86.014	-31.9875	-51.9492	24.2059	3
OO_Info_choice_param	No numerical statistics available
RESULT	-196127.6102	-120376.301	-146709.0662	34969.3208	3
int_param	-93	10	-40	42.103	3
float_param	-86.014	-31.9875	-51.9492	24.2059	3
int_param_two	-100	-19	-70.6667	36.6454	3
choice_param	No numerical statistics available

submitit INFO (2026-08-10 12:09:05,110) - Starting with JobEnvironment(job_id=10474, hostname=slurmfrontend, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 12:09:05,111) - Loading pickle: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/6/single_runs/10474/10474_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -93, "float_param": -37.84598112106323, "int_param_two": -19, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-93' --float_param='-37.84598112106323242188' --choice_param='4' --int_param_two='-19' --nr_results=1
pwd: /oo_dir
File: ./.tests/optimization_example
UID: 1000
GID: 1000
Status-Change-Time: 1751708223.4603384
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: admin
Last access: 1786285506.3031468
Last modification: 1751708223.4603384
Hostname: slurmfrontend
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-93' --float_param='-37.84598112106323242188' --choice_param='4' --int_param_two='-19' --nr_results=1
stdout:
 OO-Info: int_param: -93
OO-Info: int_param_two: -19
OO-Info: float_param: -37.84598112106323242188
OO-Info: choice_param: 4
RESULT: -120376.300982265

stderr was empty
Result: {'RESULT': -120376.300982265}
Final-results: {'RESULT': -120376.300982265}
EXIT_CODE: 0
submitit INFO (2026-08-10 12:09:19,777) - Job completed successfully
submitit INFO (2026-08-10 12:09:19,778) - Exiting after successful completion