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_param	OO_Info_int_para…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	int_param_two	choice_param	RESULT
-100	-43	-100.0	16	-100	-100.0	-43	16	-244842.92

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 11:12:21 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -244842.92, ▂▁█, finishing jobs, finished 1 job

Git-Version

Commit: 07904b8c9d23eae611788b226fbb7d5c87542dfa (9430-15-g07904b8c9)

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
0,1786360301,5,28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000,1786360306,1786360312,6,./.tests/optimization_example  --int_param='-49' --float_param='-77.47321844100952148438' --choice_param='16' --int_param_two='2' --nr_results=1,0,,slurmfrontend,-49,2,-77.473218441009521484375,16,0_0,COMPLETED,SOBOL,-98955.237600184700568206608295440674,-49,-77.473218441009521484375,2,16
1,1786360315,3,28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000,1786360318,1786360324,6,./.tests/optimization_example  --int_param='-27' --float_param='-18.45290721394121646881' --choice_param='2' --int_param_two='-52' --nr_results=1,0,,slurmfrontend,-27,-52,-18.45290721394121646881103515625,2,1_0,COMPLETED,SOBOL,-48018.908567857397429179400205612183,-27,-18.45290721394121646881103515625,-52,2
2,1786360329,4,28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000,1786360333,1786360339,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='16' --int_param_two='-43' --nr_results=1,0,,slurmfrontend,-100,-43,-100,16,2_0,COMPLETED,BOTORCH_MODULAR,-244842.92000000001280568540096282959,-100,-100,-43,16

2026-08-10 11:11:41 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, Started OmniOpt2 run...
2026-08-10 11:11:41 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, getting new HP set (no sbatch)
2026-08-10 11:11:41 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 11:11:41 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, eval #1/1 start                    
2026-08-10 11:11:41 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, starting new job                   
2026-08-10 11:11:41 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, started new job                    
2026-08-10 11:11:53 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, new result: RESULT: -98955.237600  
2026-08-10 11:11:54 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, finishing jobs, finished 1 job
2026-08-10 11:11:54 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, getting new HP set (no sbatch)
2026-08-10 11:11:54 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, requested 1 jobs, got 1, 0.06 s/job
2026-08-10 11:11:55 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, eval #1/1 start                    
2026-08-10 11:11:55 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, starting new job                   
2026-08-10 11:11:55 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, started new job                    
2026-08-10 11:12:06 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, new result: RESULT: -48018.908568  
2026-08-10 11:12:07 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): SOBOL, best RESULT: -98955.2376001847, █▁, finishing jobs, finished 1 job 
2026-08-10 11:12:09 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -98955.2376001847, █▁, getting new HP set (no sbatch)
2026-08-10 11:12:09 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -98955.2376001847, █▁, requested 1 jobs, got 1, 2.26 s/job
2026-08-10 11:12:09 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -98955.2376001847, █▁, eval #1/1 start                    
2026-08-10 11:12:09 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -98955.2376001847, █▁, starting new job                   
2026-08-10 11:12:09 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -98955.2376001847, █▁, started new job                    
2026-08-10 11:12:20 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -98955.2376001847, █▁, new result: RESULT: -244842.920000 
2026-08-10 11:12:21 (28b6fc4d-2f74-4cd4-93a1-a7caf4e4d000): BOTORCH_MODULAR, best RESULT: -244842.92, ▂▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.273 │    1 │        0.273 │
│       2 │   0.130 │    1 │        0.130 │
│       3 │   0.158 │    1 │        0.158 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.187 │      │              │
│  Median │   0.158 │      │              │
│   Total │   0.561 │      │              │
│     Max │   0.273 │      │              │
│     Min │   0.130 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.029 │    1 │        0.029 │
│         2 │   0.064 │    1 │        0.064 │
│         3 │   2.258 │    1 │        2.258 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.784 │      │              │
│    Median │   0.064 │      │              │
│     Total │   2.351 │      │              │
│       Max │   2.258 │      │              │
│       Min │   0.029 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786360298,752.75390625,89.1

`RESULT` (goal: minimize)

Best value: -244842.92
Achieved at:
- OO_Info_int_param = -100 (r=0.999, strong positive correlation)
- int_param = -100 (r=0.999, strong positive correlation)
- OO_Info_float_param = -100 (r=0.866, strong positive correlation)
- float_param = -100 (r=0.866, strong positive correlation)
- OO_Info_choice_param = 16 (r=-0.7, strong negative correlation)
- choice_param = 16 (r=-0.7, strong negative correlation)
- OO_Info_int_param_two = -43 (r=0.115, weak positive correlation)
- int_param_two = -43 (r=0.115, weak positive 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	-100	-27	-58.6667	30.576	3
OO_Info_int_param_two	-52	2	-31	23.622	3
OO_Info_float_param	-100	-18.4529	-65.3087	34.3847	3
OO_Info_choice_param	2	16	11.3333	6.5997	3
RESULT	-244842.92	-48018.9086	-130605.6887	83411.5746	3
int_param	-100	-27	-58.6667	30.576	3
float_param	-100	-18.4529	-65.3087	34.3847	3
int_param_two	-52	2	-31	23.622	3
choice_param	2	16	11.3333	6.5997	3

submitit INFO (2026-08-10 11:11:42,649) - Starting with JobEnvironment(job_id=3579, hostname=slurmfrontend, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 11:11:42,649) - Loading pickle: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/3/single_runs/3579/3579_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -49, "float_param": -77.47321844100952, "int_param_two": 2, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-49' --float_param='-77.47321844100952148438' --choice_param='16' --int_param_two='2' --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='-49' --float_param='-77.47321844100952148438' --choice_param='16' --int_param_two='2' --nr_results=1
stdout:
 OO-Info: int_param: -49
OO-Info: int_param_two: 2
OO-Info: float_param: -77.47321844100952148438
OO-Info: choice_param: 16
RESULT: -98955.2376001847

stderr was empty
Result: {'RESULT': -98955.2376001847}
Final-results: {'RESULT': -98955.2376001847}
EXIT_CODE: 0
submitit INFO (2026-08-10 11:11:52,866) - Job completed successfully
submitit INFO (2026-08-10 11:11:52,866) - Exiting after successful completion