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 RESULT1, min (total: 2)

OO_Info_int…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100	-100	0.642957589…	16	2.8426246994…	-100	0.642957589…	-100	16	1.072756679…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
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	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Git-Version

Commit: 7c9529f03bd96807cf7d7122f48a4f29e029e3a9 (9875-63-g7c9529f03)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1788275963,6,67f8d130-b757-4f2c-b9a2-50dfc1c945e8,1788275969,1788275975,6,./.tests/optimization_example  --int_param='4' --float_param='-56.73795759677886962891' --choice_param='2' --int_param_two='-29' --nr_results=2,0,,norman-20fms48v00,4,-29,-56.73795759677886962890625,2,0_0,COMPLETED,SOBOL,2.745134802499999970848421071423,1.360504463999999913426108832937,4,-56.73795759677886962890625,-29,2
1,1788275982,5,67f8d130-b757-4f2c-b9a2-50dfc1c945e8,1788275987,1788275993,6,./.tests/optimization_example  --int_param='-100' --float_param='0.64295758973453587259' --choice_param='16' --int_param_two='-100' --nr_results=2,0,,norman-20fms48v00,-100,-100,0.642957589734535761571976308915,16,1_0,COMPLETED,BOTORCH_MODULAR,2.842624699406587573946580960182,1.072756679874022012199930031784,-100,0.64295758973453587259427877143,-100,16

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.417 │    1 │        0.417 │
│       2 │   0.200 │    1 │        0.200 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.309 │      │              │
│  Median │   0.309 │      │              │
│   Total │   0.617 │      │              │
│     Max │   0.417 │      │              │
│     Min │   0.200 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.078 │    1 │        0.078 │
│         2 │   3.661 │    1 │        3.661 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.870 │      │              │
│    Median │   1.870 │      │              │
│     Total │   3.740 │      │              │
│       Max │   3.661 │      │              │
│       Min │   0.078 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	TRANSFORMS_Cont_X_trans
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/norman
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	['RESULT1=min', 'RESULT2=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
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	['Cont_X_trans']
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
1788275962,870.89453125,95.4

! 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	-100	4	-48	52	2
OO_Info_int_param_two	-100	-29	-64.5	35.5	2
OO_Info_float_param	-56.738	0.643	-28.0475	28.6905	2
OO_Info_choice_param	2	16	9	7	2
RESULT2	2.7451	2.8426	2.7939	0.0487	2
RESULT1	1.0728	1.3605	1.2166	0.1439	2
int_param	-100	4	-48	52	2
float_param	-56.738	0.643	-28.0475	28.6905	2
int_param_two	-100	-29	-64.5	35.5	2
choice_param	2	16	9	7	2

submitit INFO (2026-09-01 15:34:25,088) - Starting with JobEnvironment(job_id=634708, hostname=norman-20fms48v00, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-01 15:34:25,088) - Loading pickle: /home/norman/repos/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/634708/634708_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -64, "float_param": 1.4135080575942993, "int_param_two": -62, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-64' --float_param='1.41350805759429931641' --choice_param='8' --int_param_two='-62' --nr_results=2
pwd: /home/norman/repos/OmniOpt
File: ./.tests/optimization_example
UID: 1000
GID: 1000
Status-Change-Time: 1786639884.369316
Size: 3677 Bytes
Permissions: -rwxrwxr-x
Owner: norman
Last access: 1788194181.8370993
Last modification: 1786631786.5199668
Hostname: norman-20fms48v00
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-64' --float_param='1.41350805759429931641' --choice_param='8' --int_param_two='-62' --nr_results=2
stdout:
 OO-Info: int_param: -64
OO-Info: int_param_two: -62
OO-Info: float_param: 1.41350805759429931641
OO-Info: choice_param: 8
RESULT1: 1.6461226013486563
RESULT2: 2.1983578555982373

stderr was empty
Result: {'RESULT1': 1.6461226013486563, 'RESULT2': 2.1983578555982373}
Final-results: {'RESULT1': 1.6461226013486563, 'RESULT2': 2.1983578555982373}
EXIT_CODE: 0
submitit INFO (2026-09-01 15:34:33,895) - Job completed successfully
submitit INFO (2026-09-01 15:34:33,895) - Exiting after successful completion