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
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT1, min (total: 2)

OO_Info_in…	OO_Info_in…	OO_Info_fl…	OO_Info_ch…	OO_Info_S…	RESULT2	int_param	float_par…	int_param_…	choice_pa…	RESULT1
-100	10	-9.7830727…	hallo	2341011	2.20505018…	-100	-9.783072…	10	hallo	1.32878841…

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: 7e24c348c30a33433c6f5ff07d45fe412ceaa4dc (10002)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1788960507,6,7b5c2202-06f1-4b49-b5c2-5244dd957252,1788960513,1788960520,7,./.tests/optimization_example  --int_param='-21' --float_param='-62.06361144781112670898' --choice_param='1' --int_param_two='-88' --nr_results=2,0,,i8032,-21,-88,-62.063611447811126708984375,1,2341010,0_0,COMPLETED,SOBOL,1.522538096199999912983003014233,2.389740138400000102336662166636,-21,-62.063611447811126708984375,-88,1
1,1788960522,5,7b5c2202-06f1-4b49-b5c2-5244dd957252,1788960528,1788960534,6,./.tests/optimization_example  --int_param='-100' --float_param='-9.78307279876497659643' --choice_param='hallo' --int_param_two='10' --nr_results=2,0,,i8032,-100,10,-9.783072798764976596430642530322,hallo,2341011,1_0,COMPLETED,BOTORCH_MODULAR,1.328788410391568586277344365953,2.205050183841244404447934357449,-100,-9.783072798764976596430642530322,10,hallo

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.538 │    1 │        1.538 │
│       2 │   0.357 │    1 │        0.357 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.947 │      │              │
│  Median │   0.947 │      │              │
│   Total │   1.895 │      │              │
│     Max │   1.538 │      │              │
│     Min │   0.357 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.106 │    1 │        0.106 │
│         2 │   0.699 │    1 │        0.699 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.402 │      │              │
│    Median │   0.402 │      │              │
│     Total │   0.805 │      │              │
│       Max │   0.699 │      │              │
│       Min │   0.106 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_Y_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/s3811141
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	['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
formula	None
formula_mode	auto
formula_python_path	/home/s3811141/.omniax_venvs/Python_3.10.4/x86_64/bin/python
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_Y_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	1
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

1788960502.214,1,0,0
1788960507.0096,1,0,0
1788960508.403,1,1,100
1788960535.8513,1,1,100
1788960540.6595,1,0,0
1788960541.1311,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1788960502,785.6015625,12.4

! 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	7	6.5	0.5	2
OO_Info_int_param	-100	-21	-60.5	39.5	2
OO_Info_int_param_two	-88	10	-39	49	2
OO_Info_float_param	-62.0636	-9.7831	-35.9233	26.1403	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.3288	1.5225	1.4257	0.0969	2
RESULT2	2.2051	2.3897	2.2974	0.0923	2
int_param	-100	-21	-60.5	39.5	2
float_param	-62.0636	-9.7831	-35.9233	26.1403	2
int_param_two	-88	10	-39	49	2
choice_param	No numerical statistics available

submitit INFO (2026-09-09 15:28:29,070) - Starting with JobEnvironment(job_id=2341010, hostname=i8032, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-09 15:28:29,070) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/2341010/2341010_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -21, "float_param": -62.06361144781113, "int_param_two": -88, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-21' --float_param='-62.06361144781112670898' --choice_param='1' --int_param_two='-88' --nr_results=2
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2341010
Status-Change-Time: 1788936923.3948035
Size: 3740 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1788959737.2317274
Last modification: 1788936923.3948035
Hostname: i8032
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-21' --float_param='-62.06361144781112670898' --choice_param='1' --int_param_two='-88' --nr_results=2
stdout:
 OO-Info: int_param: -21
OO-Info: int_param_two: -88
OO-Info: float_param: -62.06361144781112670898
OO-Info: choice_param: 1
RESULT1: 1.522538096175408
RESULT2: 2.389740138377772

stderr was empty
Result: {'RESULT1': 1.522538096175408, 'RESULT2': 2.389740138377772}
Final-results: {'RESULT1': 1.522538096175408, 'RESULT2': 2.389740138377772}
EXIT_CODE: 0
submitit INFO (2026-09-09 15:28:40,166) - Job completed successfully
submitit INFO (2026-09-09 15:28:40,168) - Exiting after successful completion