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: 641809af8e4af42f142e7f078b4e38fd9a5b2ace (9486-321-g641809af8)

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,-54458.292076179903233423829078674316,-44,-37.4237811565399169921875,2,-30
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-247512.655160564987454563379287719727,-94,-95.166728588171935143691371195018,hallo,-65
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-71935.329559239093214273452758789062,-7,-56.6152656078338623046875,16,-51
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-174766.898652728210436180233955383301,-87,-9.327521253616174234934987907764,8,-89
4,1786624879,2,2ecfa985-c723-4c35-9736-d291c5ed58ab,1786624881,1786624887,6,./.tests/optimization_example.py --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,runnervmvrwv9,-100,-100,-100,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-330552.919999999983701854944229125977,-100,-100,hallo,-100
5,1786624891,2,2ecfa985-c723-4c35-9736-d291c5ed58ab,1786624893,1786624899,6,./.tests/optimization_example.py --int_param='-100' --float_param='10' --choice_param='1'  --int_param_two='10' --nr_results=1,0,,runnervmvrwv9,-100,10,10,1,5_0,COMPLETED,BOTORCH_MODULAR,-111553.720000000001164153218269348145,-100,10,1,10

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
1786624875,899.3671875,28.7

`RESULT` (goal: minimize)

Best value: -330552.92
Achieved at:
- int_param_two = -100 (r=0.7, moderate positive correlation)
- int_param = -100 (r=0.693, moderate positive correlation)
- float_param = -100 (r=0.648, moderate 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	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	No numerical statistics available
RESULT	-330552.92	-54458.2921	-165129.9692	98360.2269	6
int_param	-100	-7	-72	34.8473	6
float_param	-100	10	-48.0889	40.7723	6
choice_param	No numerical statistics available
int_param_two	-100	10	-54.1667	36.8394	6

submitit INFO (2026-08-13 12:41:19,369) - Starting with JobEnvironment(job_id=8900, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 12:41:19,369) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/8900/8900_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example.py --int_param='-100' --float_param='-100' --choice_param='hallo'  --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: 1786624115.8948462
Size: 3641 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786624498.8592188
Last modification: 1786624115.8948462
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example.py --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: hallo
RESULT: -330552.92

stderr was empty
Result: {'RESULT': -330552.92}
Final-results: {'RESULT': -330552.92}
EXIT_CODE: 0
submitit INFO (2026-08-13 12:41:27,026) - Job completed successfully
submitit INFO (2026-08-13 12:41:27,026) - Exiting after successful completion