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	10.0	-100.0	4.0	984.0	-100	-100.0	4	10	-221295.72

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: f7a3ffd840bb7255de8533c94b789088bdd43694 (9994-4-gf7a3ffd84)

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,-82897.657554201199673116207122802734,-64,-38.01248371601104736328125,4,-36
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-113910.455190912194666452705860137939,-15,-0.912150124212369184384385789599,8,-100
2,,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-79817.748638240998843684792518615723,-27,-46.246100962162017822265625,8,-61
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-178493.335337359400000423192977905273,-92,-86.601973416165748176354099996388,4,3
4,1788847904,8,e022734c-da2e-4427-b1ab-6638f933fe84,1788847912,1788847918,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=1,0,,slurmnode2,-100,10,-100,4,984,4_0,COMPLETED,BOTORCH_MODULAR,-221295.720000000001164153218269348145,-100,-100,4,10
5,1788847928,9,e022734c-da2e-4427-b1ab-6638f933fe84,1788847937,1788847943,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=1,0,,slurmnode2,10,10,10,2,985,5_0,COMPLETED,BOTORCH_MODULAR,-1134.120000000000118234311230480671,10,10,2,10

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.590 │    1 │        0.590 │
│       2 │   0.502 │    1 │        0.502 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.546 │      │              │
│  Median │   0.546 │      │              │
│   Total │   1.093 │      │              │
│     Max │   0.590 │      │              │
│     Min │   0.502 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   6.403 │    1 │        6.403 │
│         2 │   7.729 │    1 │        7.729 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   7.066 │      │              │
│    Median │   7.066 │      │              │
│     Total │  14.132 │      │              │
│       Max │   7.729 │      │              │
│       Min │   6.403 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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/admin
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	['/oo_dir/runs/adding_old_jobs_to_new_jobs/0', '/oo_dir/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/admin/.omniax_venvs/Python_3.10.12/x86_64/bin/python3
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	slurmpar
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

1788847894.3885,1,0,0
1788847904.3349,1,0,0
1788847904.719,1,1,100
1788847919.998,1,1,100
1788847927.5926,1,0,0
1788847928.2297,1,0,0
1788847928.479,1,1,100
1788847947.4583,1,1,100

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

timestamp,ram_usage_mb,cpu_usage_percent
1788847894,737.8671875,96.8

`RESULT` (goal: minimize)

Best value: -221295.72
Achieved at:
- int_param = -100 (r=0.878, strong positive correlation)
- float_param = -100 (r=0.866, strong positive correlation)
- int_param_two = 10 (r=-0.179, weak negative correlation)
- choice_param = 4 (r=-0.099, 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	-100	10	-45	55	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	2	4	3	1	2
RESULT	-221295.72	-1134.12	-112924.8395	71343.4451	6
int_param	-100	10	-48	40.3939	6
float_param	-100	10	-43.6288	40.3393	6
choice_param	2	8	5	2.2361	6
int_param_two	-100	10	-29	41.1906	6

/home/admin/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2026-09-07 22:00:01,860) - Starting with JobEnvironment(job_id=516, hostname=slurmnode2, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-07 22:00:01,861) - Loading pickle: /oo_dir/runs/adding_old_jobs_to_new_jobs/0/single_runs/516/516_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -13, "float_param": -58.54299783706665, "int_param_two": -73, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-13' --float_param='-58.54299783706665039062' --choice_param='16'  --int_param_two='-73' --nr_results=1
pwd: /oo_dir
File: ./.tests/optimization_example
UID: 1000
GID: 1000
SLURM_JOB_ID: 516
Status-Change-Time: 1786639884.369316
Size: 3677 Bytes
Permissions: -rwxrwxr-x
Owner: admin
Last access: 1788802828.9870017
Last modification: 1786631786.5199668
Hostname: slurmnode2
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-13' --float_param='-58.54299783706665039062' --choice_param='16'  --int_param_two='-73' --nr_results=1
stdout:
 OO-Info: int_param: -13
OO-Info: int_param_two: -73
OO-Info: float_param: -58.54299783706665039062
OO-Info: choice_param: 16
RESULT: -105262.04574121458

stderr was empty
Result: {'RESULT': -105262.04574121458}
Final-results: {'RESULT': -105262.04574121458}
EXIT_CODE: 0
submitit INFO (2026-09-07 22:00:13,085) - Job completed successfully
submitit INFO (2026-09-07 22:00:13,086) - Exiting after successful completion