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
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2 + inserted jobs: 4)

OO_Info_int_…	OO_Info_int_…	OO_Info_floa…	OO_Info_choi…	OO_Info_SLUR…	int_param	float_param	choice_param	int_param_t…	RESULT
-100.0	-81.0	-100.0	8.0	2341261.0	-100	-100.0	8	-81	-294146.12

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: 039f4a115526b1a48652338cdd8e0f3ee734c17c (10002-1-g039f4a115)

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,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param,choice_param,int_param_two
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-57777.113521313600358553230762481689,-63,-8.1399905681610107421875,1,-26
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-129085.616516178793972358107566833496,-2,-49.799175647247480469559377525002,16,-94
2,,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-97448.647105100302724167704582214355,-3,-13.305537700653076171875,1,-92
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-206285.47421727160690352320671081543,-97,-95.804639881937802670108794700354,8,6
4,1788966137,8,07dc8a8f-1476-4993-b4e5-3071e41e344b,1788966145,1788966152,7,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-81' --nr_results=1,0,,i8025,-100,-81,-100,8,2341261,4_0,COMPLETED,BOTORCH_MODULAR,-294146.119999999995343387126922607422,-100,-100,8,-81
5,1788966153,21,07dc8a8f-1476-4993-b4e5-3071e41e344b,1788966174,1788966181,7,./.tests/optimization_example --int_param='-29' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,i8025,-29,-100,-100,8,2341262,5_0,COMPLETED,BOTORCH_MODULAR,-231398.919999999983701854944229125977,-29,-100,8,-100

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.528 │    1 │        0.528 │
│       2 │   0.343 │    1 │        0.343 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.435 │      │              │
│  Median │   0.435 │      │              │
│   Total │   0.871 │      │              │
│     Max │   0.528 │      │              │
│     Min │   0.343 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.791 │    1 │        0.791 │
│         2 │   0.592 │    1 │        0.592 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.692 │      │              │
│    Median │   0.692 │      │              │
│     Total │   1.383 │      │              │
│       Max │   0.791 │      │              │
│       Min │   0.592 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
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
wait_until_ended	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/s3811141
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
local_cpu_monitor	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/h8/s3811141/test/randomtest_93382/OmniOpt/runs/adding_old_jobs_to_new_jobs/0',
	'/home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/adding_old_jobs_to_new_jobs/1']
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	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
formula	None
formula_mode	auto
formula_python_path	/home/s3811141/.omniax_venvs/Python_3.10.4/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	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	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	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

1788966133.8139,1,0,0
1788966137.8258,1,0,0
1788966138.1934,1,1,100
1788966185.5661,1,1,100

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1788966133,784.796875,13.9

`RESULT` (goal: minimize)

Best value: -294146.12
Achieved at:
- float_param = -100 (r=0.944, strong positive correlation)
- int_param = -100 (r=0.531, moderate positive correlation)
- choice_param = 8 (r=-0.385, weak negative correlation)
- int_param_two = -81 (r=0.142, weak 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	7	7	7	0	2
OO_Info_int_param	-100	-29	-64.5	35.5	2
OO_Info_int_param_two	-100	-81	-90.5	9.5	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-294146.12	-57777.1135	-169356.9819	81678.1316	6
int_param	-100	-2	-49	40.4681	6
float_param	-100	-8.14	-61.1749	39.6812	6
choice_param	1	16	7	5.099	6
int_param_two	-100	6	-64.5	40.024	6

submitit INFO (2026-09-01 17:29:03,783) - Starting with JobEnvironment(job_id=2332718, hostname=i8039, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-01 17:29:03,783) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/adding_old_jobs_to_new_jobs/0/single_runs/2332718/2332718_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -59, "float_param": -79.96520563960075, "int_param_two": -51, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-59' --float_param='-79.96520563960075378418' --choice_param='16'  --int_param_two='-51' --nr_results=1
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2332718
Status-Change-Time: 1788196339.0708733
Size: 3677 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1788276040.206827
Last modification: 1788196339.0708733
Hostname: i8039
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-59' --float_param='-79.96520563960075378418' --choice_param='16'  --int_param_two='-51' --nr_results=1
stdout:
 OO-Info: int_param: -59
OO-Info: int_param_two: -51
OO-Info: float_param: -79.96520563960075378418
OO-Info: choice_param: 16
RESULT: -145645.38169379643

stderr was empty
Result: {'RESULT': -145645.38169379643}
Final-results: {'RESULT': -145645.38169379643}
EXIT_CODE: 0
submitit INFO (2026-09-01 17:29:15,886) - Job completed successfully
submitit INFO (2026-09-01 17:29:15,888) - Exiting after successful completion