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	2	2
BOTORCH_MODULAR	4	4

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	6	0	6

Result names and types

name	min/max
RESULT	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,RESULT,int_param,float_param,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-139701.547926106490194797515869140625,-7,-79.5346248149871826171875,4,-77
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-119774.594690975995035842061042785645,-100,1.945909448363547067373247045907,8,-25
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-48847.424693185799696948379278182983,-9,-63.056817948818206787109375,2,7
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-101418.052145276495139114558696746826,4,7.544251270540323517366232408676,4,-96
4,1786609531,2,2b9af693-abf8-4b37-9b93-88805c971801,1786609533,1786609539,6,./.tests/optimization_example.py --int_param='-49' --float_param='-100' --choice_param='4'  --int_param_two='-71' --nr_results=1,0,,runnervmvrwv9,-49,-71,-100,4,4_0,COMPLETED,BOTORCH_MODULAR,-196879.320000000006984919309616088867,-49,-100,4,-71
5,1786609544,1,2b9af693-abf8-4b37-9b93-88805c971801,1786609545,1786609551,6,./.tests/optimization_example.py --int_param='-63' --float_param='-100' --choice_param='4'  --int_param_two='-30' --nr_results=1,0,,runnervmvrwv9,-63,-30,-100,4,5_0,COMPLETED,BOTORCH_MODULAR,-168920.119999999995343387126922607422,-63,-100,4,-30

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUucHkgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT…
experiment_name	adding_old_jobs_to_new_jobs
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['/home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/0',
	'/home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/1']
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	False
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	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
1786609527,898.6875,29.1

`RESULT` (goal: minimize)

Best value: -196879.32
Achieved at:
- float_param = -100 (r=0.529, moderate positive correlation)
- int_param_two = -71 (r=0.439, moderate positive correlation)
- int_param = -49 (r=0.411, moderate positive correlation)
- choice_param = 4 (r=-0.24, 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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-63	-49	-56	7	2
OO_Info_int_param_two	-71	-30	-50.5	20.5	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-196879.32	-48847.4247	-129256.8432	47584.4034	6
int_param	-100	4	-37.3333	36.8631	6
float_param	-100	7.5443	-55.5169	44.4782	6
choice_param	2	8	4.3333	1.7951	6
int_param_two	-96	7	-48.6667	35.4714	6

submitit INFO (2026-08-13 08:25:31,677) - Starting with JobEnvironment(job_id=9470, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 08:25:31,677) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/9470/9470_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -49, "float_param": -100.0, "int_param_two": -71, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --int_param='-49' --float_param='-100' --choice_param='4'  --int_param_two='-71' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example.py
UID: 1001
GID: 1001
Status-Change-Time: 1786608557.6269422
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786608998.2081113
Last modification: 1786608557.6269422
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example.py --int_param='-49' --float_param='-100' --choice_param='4'  --int_param_two='-71' --nr_results=1
stdout:
 OO-Info: int_param: -49
OO-Info: int_param_two: -71
OO-Info: float_param: -100
OO-Info: choice_param: 4
RESULT: -196879.32

stderr was empty
Result: {'RESULT': -196879.32}
Final-results: {'RESULT': -196879.32}
EXIT_CODE: 0
submitit INFO (2026-08-13 08:25:39,251) - Job completed successfully
submitit INFO (2026-08-13 08:25:39,251) - Exiting after successful completion