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

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: 342bff4932d73c05e174cf3b3f5750a19948e1c0 (9486-314-g342bff493)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1786610360,2,982552db-6289-4aef-b68a-75577111d162,1786610362,1786610368,6,./.tests/optimization_example.py  --int_param='-92' --float_param='-21.06434881687164306641' --choice_param='1' --int_param_two='-41' --nr_results=2,0,,runnervmliwqe,-92,-41,-21.06434881687164306640625,1,0_0,COMPLETED,SOBOL,1.37004838129999995111063526565,2.638948283099999958523085297202,-92,-21.06434881687164306640625,-41,1
1,1786610371,2,982552db-6289-4aef-b68a-75577111d162,1786610373,1786610379,6,./.tests/optimization_example.py  --int_param='10' --float_param='-97.10357944299977361879' --choice_param='4' --int_param_two='-100' --nr_results=2,0,,runnervmliwqe,10,-100,-97.103579442999759407939563971013,4,1_0,COMPLETED,BOTORCH_MODULAR,1.506122763829996991091775271343,2.315450853754196458567093941383,10,-97.103579442999773618794279173017,-100,4

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUucHkgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW…
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
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
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
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
1786610359,769.6015625,29.9

! 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	-92	10	-41	51	2
OO_Info_int_param_two	-100	-41	-70.5	29.5	2
OO_Info_float_param	-97.1036	-21.0643	-59.084	38.0196	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.37	1.5061	1.4381	0.068	2
RESULT2	2.3155	2.6389	2.4772	0.1617	2
int_param	-92	10	-41	51	2
float_param	-97.1036	-21.0643	-59.084	38.0196	2
int_param_two	-100	-41	-70.5	29.5	2
choice_param	1	4	2.5	1.5	2

submitit INFO (2026-08-13 08:39:20,982) - Starting with JobEnvironment(job_id=14994, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 08:39:20,983) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/14994/14994_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -92, "float_param": -21.064348816871643, "int_param_two": -41, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py  --int_param='-92' --float_param='-21.06434881687164306641' --choice_param='1' --int_param_two='-41' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example.py
UID: 1001
GID: 1001
Status-Change-Time: 1786608549.1705341
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786608895.5749702
Last modification: 1786608549.1705341
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example.py  --int_param='-92' --float_param='-21.06434881687164306641' --choice_param='1' --int_param_two='-41' --nr_results=2
stdout:
 OO-Info: int_param: -92
OO-Info: int_param_two: -41
OO-Info: float_param: -21.06434881687164306641
OO-Info: choice_param: 1
RESULT1: 1.3700483813252173
RESULT2: 2.6389482831178848

stderr was empty
Result: {'RESULT1': 1.3700483813252173, 'RESULT2': 2.6389482831178848}
Final-results: {'RESULT1': 1.3700483813252173, 'RESULT2': 2.6389482831178848}
EXIT_CODE: 0
submitit INFO (2026-08-13 08:39:28,528) - Job completed successfully
submitit INFO (2026-08-13 08:39:28,528) - Exiting after successful completion