OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	500
Number random steps	20
Nr. of workers (parameter)	20

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	20	20
BOTORCH_MODULAR	9	9

Formula

\[\underbrace{y}_{{\text{y}}} + \sum_{y=1}^{10} 2 \underbrace{x}_{{\text{x}}}\]

Source

f(x) = \sum{y = 1}^10 2x + y

ASCII rendering

10      
     __      
     \ `     
y +   )   2*x
     /_,     
    y = 1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
x	range	-1	1		float	No
y	fixed			1

Number of evaluations

Failed	Succeeded	Running	Total
0	29	0	29

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: c5d3bb5075f1bdc98e7fa065159272a141b37226 (9944)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,x,y
0,1788728300,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728305,1788728312,7,OMNIOPT_PARAM_x=0.90635156631469726562 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,0_0,COMPLETED,SOBOL,19.127031326299999136608676053584,0.906351566314697265625,1
1,1788728315,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728320,1788728326,6,OMNIOPT_PARAM_x=-0.54855868592858314514 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,1_0,COMPLETED,SOBOL,-9.971173718599999347134144045413,-0.5485586859285831451416015625,1
2,1788728330,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728335,1788728341,6,OMNIOPT_PARAM_x=-0.06365543417632579803 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,2_0,COMPLETED,SOBOL,-0.273108683500000004595875680025,-0.06365543417632579803466796875,1
3,1788728344,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728349,1788728355,6,OMNIOPT_PARAM_x=0.45366336964070796967 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,3_0,COMPLETED,SOBOL,10.073267392800000052943687478546,0.45366336964070796966552734375,1
4,1788728360,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728365,1788728371,6,OMNIOPT_PARAM_x=0.11956573650240898132 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,4_0,COMPLETED,SOBOL,3.391314729999999943999000606709,0.1195657365024089813232421875,1
5,1788728375,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728381,1788728387,6,OMNIOPT_PARAM_x=-0.48027304559946060181 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,5_0,COMPLETED,SOBOL,-8.605460911999999851218490221072,-0.480273045599460601806640625,1
6,1788728392,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728398,1788728404,6,OMNIOPT_PARAM_x=-0.90171455778181552887 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,6_0,COMPLETED,SOBOL,-17.034291155599998290881558205001,-0.90171455778181552886962890625,1
7,1788728409,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728414,1788728420,6,OMNIOPT_PARAM_x=0.510714726522564888 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,7_0,COMPLETED,SOBOL,11.21429453050000013547560229199,0.51071472652256488800048828125,1
8,1788728426,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728431,1788728437,6,OMNIOPT_PARAM_x=0.74796524830162525177 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,8_0,COMPLETED,SOBOL,15.959304965999999481596205441747,0.74796524830162525177001953125,1
9,1788728443,4,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728447,1788728454,7,OMNIOPT_PARAM_x=-0.85574854351580142975 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,9_0,COMPLETED,SOBOL,-16.114970870299998750851955264807,-0.85574854351580142974853515625,1
10,1788728459,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728465,1788728471,6,OMNIOPT_PARAM_x=-0.27819403260946273804 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,10_0,COMPLETED,SOBOL,-4.563880652199999943263719615061,-0.278194032609462738037109375,1
11,1788728477,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728483,1788728489,6,OMNIOPT_PARAM_x=0.13817274197936058044 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,11_0,COMPLETED,SOBOL,3.763454839600000045862771003158,0.1381727419793605804443359375,1
12,1788728496,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728501,1788728507,6,OMNIOPT_PARAM_x=0.28869423829019069672 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,12_0,COMPLETED,SOBOL,6.773884765800000096191979537252,0.28869423829019069671630859375,1
13,1788728513,4,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728517,1788728523,6,OMNIOPT_PARAM_x=-0.17796595208346843719 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,13_0,COMPLETED,SOBOL,-2.559319041700000241235102294013,-0.17796595208346843719482421875,1
14,1788728531,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728536,1788728542,6,OMNIOPT_PARAM_x=-0.69401182606816291809 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,14_0,COMPLETED,SOBOL,-12.880236521400000526682561030611,-0.6940118260681629180908203125,1
15,1788728551,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728556,1788728562,6,OMNIOPT_PARAM_x=0.834994487464427948 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,15_0,COMPLETED,SOBOL,17.699889749299998698006675112993,0.834994487464427947998046875,1
16,1788728571,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728577,1788728583,6,OMNIOPT_PARAM_x=0.79877957701683044434 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,16_0,COMPLETED,SOBOL,16.975591540300001724972389638424,0.7987795770168304443359375,1
17,1788728592,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728598,1788728604,6,OMNIOPT_PARAM_x=-0.65655715391039848328 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,17_0,COMPLETED,SOBOL,-12.131143078199999152388954826165,-0.6565571539103984832763671875,1
18,1788728613,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728619,1788728625,6,OMNIOPT_PARAM_x=-0.20388497970998287201 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,18_0,COMPLETED,SOBOL,-3.077699594199999832966341273277,-0.20388497970998287200927734375,1
19,1788728635,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728641,1788728647,6,OMNIOPT_PARAM_x=0.31386178545653820038 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,19_0,COMPLETED,SOBOL,7.277235709100000171645206137327,0.31386178545653820037841796875,1
20,1788728658,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728663,1788728669,6,OMNIOPT_PARAM_x=-1 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,20_0,COMPLETED,BOTORCH_MODULAR,-19,-1,1
21,1788728683,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728689,1788728696,7,OMNIOPT_PARAM_x=0.59993898868560791016 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,21_0,COMPLETED,BOTORCH_MODULAR,12.99877977370000081691614468582,0.59993898868560791015625,1
22,1788728711,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728717,1788728723,6,OMNIOPT_PARAM_x=-0.00688567012548446655 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,22_0,COMPLETED,BOTORCH_MODULAR,0.862286597500000029370426091191,-0.006885670125484466552734375,1
23,1788728739,6,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728745,1788728751,6,OMNIOPT_PARAM_x=-0.51729736663401126862 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,23_0,COMPLETED,BOTORCH_MODULAR,-9.345947332699999776650656713173,-0.51729736663401126861572265625,1
24,1788728767,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728772,1788728779,7,OMNIOPT_PARAM_x=0.11027915403246879578 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,24_0,COMPLETED,BOTORCH_MODULAR,3.205583080599999856730164538021,0.1102791540324687957763671875,1
25,1788728798,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728803,1788728809,6,OMNIOPT_PARAM_x=0.25241028331220149994 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,25_0,COMPLETED,BOTORCH_MODULAR,6.048205666200000329979502566857,0.25241028331220149993896484375,1
26,1788728826,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728831,1788728837,6,OMNIOPT_PARAM_x=-0.84685023501515388489 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,26_0,COMPLETED,BOTORCH_MODULAR,-15.937004700299999271351225615945,-0.8468502350151538848876953125,1
27,1788728853,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728858,1788728864,6,OMNIOPT_PARAM_x=-0.36483709327876567841 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,27_0,COMPLETED,BOTORCH_MODULAR,-6.296741865599999599112379655708,-0.36483709327876567840576171875,1
28,1788728882,5,7808360b-88a3-4d3a-a32a-be93f1e78586,1788728887,1788728893,6,OMNIOPT_PARAM_x=0.77031219750642776489 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py,0,,norman-20fms48v00,28_0,COMPLETED,BOTORCH_MODULAR,16.4062439501285552978515625,0.770312197506427764892578125,1

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	500
run_program	[['OMNIOPT_PARAM_x=%x', 'OMNIOPT_PARAM_y=%y', '/home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python',
	'/home/norman/repos/OmniOpt/runs/asd/12/run_with_formula.py']]
experiment_name	asd
mem_gb	10
parameter	[['x', 'range', '-1', '1', 'float', 'false'], ['y', 'fixed', '1']]
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/norman
exclude	None
main_process_gb	8
max_nr_of_zero_results	50
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	True
revert_to_random_when_seemingly_exhausted	True
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	0
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
formula	f(x) = \sum{y = 1}^10 2x + y
formula_mode	latex
formula_python_path	/home/norman/.omniax_venvs/Python_3.13.5/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	[]
number_of_generators	1
num_parallel_jobs	20
worker_timeout	60
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	False
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
1788728299,897.10546875,89.9
1788728359,907.296875,87.2
1788728422,908.49609375,95.1
1788728491,909.84765625,90.9
1788728587,910.20703125,94
1788728652,911.5078125,93.7
1788728720,933.61328125,98.4
1788728784,935.52734375,98.2
1788728849,936.88671875,98.2

`RESULT` (goal: minimize)

Best value: -19
Achieved at:
- x = -1 (r=1, strong positive correlation)
- run_time = 6 (r=0.15, weak positive correlation)
- y = 1 (r=0, 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	7	6.1379	0.3448	29
RESULT	-19	19.127	0.4823	11.5491	29
x	-1	0.9064	-0.0259	0.5775	29
y	1	1	1	0	29

submitit INFO (2026-09-06 22:26:07,761) - Starting with JobEnvironment(job_id=20144, hostname=norman-20fms48v00, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-06 22:26:07,761) - Loading pickle: /home/norman/repos/OmniOpt/runs/asd/11/single_runs/20144/20144_submitted.pkl
Trial-Index: 0

Parameters: {"x": -0.39963531494140625, "y": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: OMNIOPT_PARAM_x=-0.39963531494140625 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/11/run_with_formula.py
pwd: /home/norman/repos/OmniOpt
File: /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python
UID: 0
GID: 0
Status-Change-Time: 1784569703.2129738
Size: 6812336 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1788642449.9208527
Last modification: 1784147140.0
Hostname: norman-20fms48v00
pwd: /home/norman/repos/OmniOpt
File: /home/norman/repos/OmniOpt/runs/asd/11/run_with_formula.py
UID: 1000
GID: 1000
Status-Change-Time: 1788726364.0495498
Size: 1716 Bytes
Permissions: -rwxr-xr-x
Owner: norman
Last access: 1788726373.1294563
Last modification: 1788726364.0495498
Hostname: norman-20fms48v00
========
DEBUG INFOS END

OMNIOPT_PARAM_x=-0.39963531494140625 OMNIOPT_PARAM_y=1 /home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python /home/norman/repos/OmniOpt/runs/asd/11/run_with_formula.py
stdout:
 RESULT: -6.992706298828125

stderr was empty
Result: {'RESULT': -6.992706298828125}
Final-results: {'RESULT': -6.992706298828125}
EXIT_CODE: 0
submitit INFO (2026-09-06 22:26:19,202) - Job completed successfully
submitit INFO (2026-09-06 22:26:19,202) - Exiting after successful completion