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	3	3

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	5	0	5

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: 7f26c2a84ef8ef7726c3f33afb390239443e7b3e (9486-316-g7f26c2a84)

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,-77051.877535520703531801700592041016,-76,9.5448601245880126953125,1,-28
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-112276.224729510795441456139087677002,7,-38.263500470385835683373443316668,2,-92
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-127449.572152738503064028918743133545,2,-90.61854012310504913330078125,16,-54
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-52331.959909299403079785406589508057,-66,-5.849147013933182925882192648714,2,8
4,1786609606,1,5ce1e971-6bba-444c-9013-e9c9040ea087,1786609607,1786609613,6,./.tests/optimization_example.py --int_param='10' --float_param='-52.28473393007019609513' --choice_param='16'  --int_param_two='-100' --nr_results=1,0,,runnervmliwqe,10,-100,-52.284733930070203200557443778962,16,4_0,COMPLETED,BOTORCH_MODULAR,-143923.127414389338809996843338012695,10,-52.28473393007019609513008617796,16,-100

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
1786609603,769.578125,30.4

`RESULT` (goal: minimize)

Best value: -143923.12741439
Achieved at:
- int_param = 10 (r=-0.908, strong negative correlation)
- int_param_two = -100 (r=0.9, strong positive correlation)
- choice_param = 16 (r=-0.809, strong negative correlation)
- float_param = -52.28473393007 (r=0.801, strong positive 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	1
OO_Info_int_param	10	10	10	0	1
OO_Info_int_param_two	-100	-100	-100	0	1
OO_Info_float_param	-52.2847	-52.2847	-52.2847	0	1
OO_Info_choice_param	16	16	16	0	1
RESULT	-143923.1274	-52331.9599	-102606.5523	33461.3617	5
int_param	-76	10	-24.6	38.103	5
float_param	-90.6185	9.5449	-35.4942	35.3147	5
choice_param	1	16	7.4	7.0314	5
int_param_two	-100	8	-53.2	40.1915	5

submitit INFO (2026-08-13 08:26:46,349) - Starting with JobEnvironment(job_id=11927, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 08:26:46,349) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/11927/11927_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": 10, "float_param": -52.284733930070196, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --int_param='10' --float_param='-52.28473393007019609513' --choice_param='16'  --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example.py
UID: 1001
GID: 1001
Status-Change-Time: 1786608834.683478
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786609194.6931016
Last modification: 1786608834.683478
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example.py --int_param='10' --float_param='-52.28473393007019609513' --choice_param='16'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -100
OO-Info: float_param: -52.28473393007019609513
OO-Info: choice_param: 16
RESULT: -143923.12741438934

stderr was empty
Result: {'RESULT': -143923.12741438934}
Final-results: {'RESULT': -143923.12741438934}
EXIT_CODE: 0
submitit INFO (2026-08-13 08:26:53,624) - Job completed successfully
submitit INFO (2026-08-13 08:26:53,624) - Exiting after successful completion