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	-100	-100.0	2	-100	-100.0	-100	2	-330166.12

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 12:55:25 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -176712.297213141, ▁▃█, finishing jobs, finished 1 job

Git-Version

Commit: f7a3ffd840bb7255de8533c94b789088bdd43694 (9994-4-gf7a3ffd84)

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
0,1788847404,7,2d6d40fd-4795-4a94-ab7a-11fd510b277f,1788847411,1788847417,6,./.tests/optimization_example  --int_param='-66' --float_param='-66.66044026613235473633' --choice_param='2' --int_param_two='-52' --nr_results=1,0,,slurmfrontend,-66,-52,-66.660440266132354736328125,2,0_0,COMPLETED,SOBOL,-134118.706991359213134273886680603027,-66,-66.660440266132354736328125,-52,2
1,1788847421,6,2d6d40fd-4795-4a94-ab7a-11fd510b277f,1788847427,1788847433,6,./.tests/optimization_example  --int_param='-36' --float_param='-21.53984737582504749298' --choice_param='hallo' --int_param_two='-29' --nr_results=1,0,,slurmfrontend,-36,-29,-21.53984737582504749298095703125,hallo,1_0,COMPLETED,SOBOL,-35714.954987320903455838561058044434,-36,-21.53984737582504749298095703125,-29,hallo
2,1788847442,6,2d6d40fd-4795-4a94-ab7a-11fd510b277f,1788847448,1788847454,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,slurmfrontend,-100,-100,-100,2,2_0,COMPLETED,BOTORCH_MODULAR,-330166.119999999995343387126922607422,-100,-100,-100,2


⚠ Job 2274 (task: 0) with path /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/12/single_runs/2274/2274_0_result.pkl
has not produced any output (state: FINISHED)
No error stream produced. Look at stdout: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/12/single_runs/2274/2274_0_log.out
----------------------------------------
Traceback (most recent call last):
  File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/usr/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/_submit.py", line 11, in 
    submitit_main()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 76, in submitit_main
    process_job(args.folder)
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 37, in process_job
    env = job_environment.JobEnvironment()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/job_environment.py", line 44, in __new__
    return plugins.get_job_environment()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 71, in get_job_environment
    envs = get_job_environments()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 88, in get_job_environments
    return {env.name(): env for env in _get_plugins()[1]}
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 24, in _get_plugins
    import pkg_resources
ModuleNotFoundError: No module named 'pkg_resources'



⚠ Job 2300 (task: 0) with path /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/12/single_runs/2300/2300_0_result.pkl
has not produced any output (state: FINISHED)
No error stream produced. Look at stdout: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/12/single_runs/2300/2300_0_log.out
----------------------------------------
Traceback (most recent call last):
  File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/usr/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/_submit.py", line 11, in 
    submitit_main()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 76, in submitit_main
    process_job(args.folder)
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 37, in process_job
    env = job_environment.JobEnvironment()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/job_environment.py", line 44, in __new__
    return plugins.get_job_environment()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 71, in get_job_environment
    envs = get_job_environments()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 88, in get_job_environments
    return {env.name(): env for env in _get_plugins()[1]}
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 24, in _get_plugins
    import pkg_resources
ModuleNotFoundError: No module named 'pkg_resources'



⚠ Job 2326 (task: 0) with path /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/12/single_runs/2326/2326_0_result.pkl
has not produced any output (state: FINISHED)
No error stream produced. Look at stdout: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/12/single_runs/2326/2326_0_log.out
----------------------------------------
Traceback (most recent call last):
  File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/usr/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/_submit.py", line 11, in 
    submitit_main()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 76, in submitit_main
    process_job(args.folder)
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 37, in process_job
    env = job_environment.JobEnvironment()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/job_environment.py", line 44, in __new__
    return plugins.get_job_environment()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 71, in get_job_environment
    envs = get_job_environments()
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 88, in get_job_environments
    return {env.name(): env for env in _get_plugins()[1]}
  File "/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py", line 24, in _get_plugins
    import pkg_resources
ModuleNotFoundError: No module named 'pkg_resources'


Best RESULT could not be determined

2026-08-10 12:54:51 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, Started OmniOpt2 run...
2026-08-10 12:54:51 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, getting new HP set (no sbatch)
2026-08-10 12:54:51 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 12:54:51 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, eval #1/1 start                    
2026-08-10 12:54:51 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, starting new job                   
2026-08-10 12:54:51 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, started new job                    
2026-08-10 12:55:01 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, new result: RESULT: -77423.368938  
2026-08-10 12:55:02 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, finishing jobs, finished 1 job
2026-08-10 12:55:02 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, getting new HP set (no sbatch)
2026-08-10 12:55:02 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 12:55:02 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, eval #1/1 start                    
2026-08-10 12:55:02 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, starting new job                   
2026-08-10 12:55:02 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, started new job                    
2026-08-10 12:55:11 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -77423.3689380838, new result: RESULT: -118368.985514 
2026-08-10 12:55:12 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): SOBOL, best RESULT: -118368.985513894, ▁█, finishing jobs, finished 1 job 
2026-08-10 12:55:14 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -118368.985513894, ▁█, getting new HP set (no sbatch)
2026-08-10 12:55:14 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -118368.985513894, ▁█, requested 1 jobs, got 1, 1.46 s/job
2026-08-10 12:55:14 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -118368.985513894, ▁█, eval #1/1 start                    
2026-08-10 12:55:14 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -118368.985513894, ▁█, starting new job                   
2026-08-10 12:55:14 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -118368.985513894, ▁█, started new job                    
2026-08-10 12:55:24 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -118368.985513894, ▁█, new result: RESULT: -176712.297213 
2026-08-10 12:55:25 (f04a2483-e6d6-4dfb-83d4-cbaa222b7aa8): BOTORCH_MODULAR, best RESULT: -176712.297213141, ▁▃█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.477 │    1 │        0.477 │
│       2 │   0.317 │    1 │        0.317 │
│       3 │   0.288 │    1 │        0.288 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.361 │      │              │
│  Median │   0.317 │      │              │
│   Total │   1.082 │      │              │
│     Max │   0.477 │      │              │
│     Min │   0.288 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.048 │    1 │        0.048 │
│         2 │   0.127 │    1 │        0.127 │
│         3 │   5.458 │    1 │        5.458 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.878 │      │              │
│    Median │   0.127 │      │              │
│     Total │   5.633 │      │              │
│       Max │   5.458 │      │              │
│       Min │   0.048 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
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
wait_until_ended	False
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
local_cpu_monitor	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
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
formula	None
formula_mode	auto
formula_python_path	/home/admin/.omniax_venvs/Python_3.10.12/x86_64/bin/python3
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	slurmpar
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
1788847403,737.83984375,98.2

`RESULT` (goal: minimize)

Best value: -330166.12
Achieved at:
- OO_Info_int_param_two = -100 (r=1, strong positive correlation)
- int_param_two = -100 (r=1, strong positive correlation)
- OO_Info_int_param = -100 (r=0.988, strong positive correlation)
- int_param = -100 (r=0.988, strong positive correlation)
- OO_Info_float_param = -100 (r=0.962, strong positive correlation)
- float_param = -100 (r=0.962, strong 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	-36	-67.3333	26.1449	3
OO_Info_int_param_two	-100	-29	-60.3333	29.5785	3
OO_Info_float_param	-100	-21.5398	-62.7334	32.1514	3
OO_Info_choice_param	No numerical statistics available
RESULT	-330166.12	-35714.955	-166666.594	122392.5266	3
int_param	-100	-36	-67.3333	26.1449	3
float_param	-100	-21.5398	-62.7334	32.1514	3
int_param_two	-100	-29	-60.3333	29.5785	3
choice_param	No numerical statistics available

submitit INFO (2026-08-10 12:54:52,206) - Starting with JobEnvironment(job_id=12899, hostname=slurmfrontend, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 12:54:52,207) - Loading pickle: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___local_nogridsearch/7/single_runs/12899/12899_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -65, "float_param": -47.33512103557587, "int_param_two": -3, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-65' --float_param='-47.33512103557586669922' --choice_param='2' --int_param_two='-3' --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='-65' --float_param='-47.33512103557586669922' --choice_param='2' --int_param_two='-3' --nr_results=1
stdout:
 OO-Info: int_param: -65
OO-Info: int_param_two: -3
OO-Info: float_param: -47.33512103557586669922
OO-Info: choice_param: 2
RESULT: -77423.3689380838

stderr was empty
Result: {'RESULT': -77423.3689380838}
Final-results: {'RESULT': -77423.3689380838}
EXIT_CODE: 0
submitit INFO (2026-08-10 12:55:00,498) - Job completed successfully
submitit INFO (2026-08-10 12:55:00,499) - Exiting after successful completion