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

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-66	-36	-81.50697082281113	4	-66	-81.50697082281113	-36	4	-142035.480009387

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

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	2	0	2

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: d1b0fe911f8817def816f69cf8447480399e6621 (10002-4-gd1b0fe911)

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,int_param_two,choice_param
0,1788983972,6,c918a679-11c7-42b4-8cf3-9807f79f570e,1788983978,1788983984,6,./.tests/optimization_example  --int_param='-66' --float_param='-81.50697082281112670898' --choice_param='4' --int_param_two='-36' --nr_results=1,0,,norman-20fms48v00,-66,-36,-81.506970822811126708984375,4,0_0,COMPLETED,SOBOL,-142035.480009387014433741569519042969,-66,-81.506970822811126708984375,-36,4
1,1788983990,4,c918a679-11c7-42b4-8cf3-9807f79f570e,1788983994,1788984000,6,./.tests/optimization_example  --int_param='0' --float_param='-22.33202250469882699235' --choice_param='16' --int_param_two='-90' --nr_results=1,0,,norman-20fms48v00,0,-90,-22.332022504698823439639454591088,16,1_0,COMPLETED,BOTORCH_MODULAR,-98565.714541973648010753095149993896,0,-22.332022504698826992353133391589,-90,16


⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.513 │    1 │        0.513 │
│       2 │   0.221 │    1 │        0.221 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.367 │      │              │
│  Median │   0.367 │      │              │
│   Total │   0.734 │      │              │
│     Max │   0.513 │      │              │
│     Min │   0.221 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.099 │    1 │        0.099 │
│         2 │   1.663 │    1 │        1.663 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.881 │      │              │
│    Median │   0.881 │      │              │
│     Total │   1.762 │      │              │
│       Max │   1.663 │      │              │
│       Min │   0.099 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
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/norman
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	True
revert_to_random_when_seemingly_exhausted	False
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	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	True
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/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	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
1788983970,879.79296875,67.8

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-66	0	-33	33	2
OO_Info_int_param_two	-90	-36	-63	27	2
OO_Info_float_param	-81.507	-22.332	-51.9195	29.5875	2
OO_Info_choice_param	4	16	10	6	2
RESULT	-142035.48	-98565.7145	-120300.5973	21734.8827	2
int_param	-66	0	-33	33	2
float_param	-81.507	-22.332	-51.9195	29.5875	2
int_param_two	-90	-36	-63	27	2
choice_param	4	16	10	6	2

submitit INFO (2026-09-09 21:59:33,256) - Starting with JobEnvironment(job_id=2762638, hostname=norman-20fms48v00, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-09 21:59:33,256) - Loading pickle: /home/norman/repos/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/183/single_runs/2762638/2762638_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -66, "float_param": -81.50697082281113, "int_param_two": -36, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-66' --float_param='-81.50697082281112670898' --choice_param='4' --int_param_two='-36' --nr_results=1
pwd: /home/norman/repos/OmniOpt
File: ./.tests/optimization_example
UID: 1000
GID: 1000
Status-Change-Time: 1788845502.844091
Size: 3740 Bytes
Permissions: -rwxrwxr-x
Owner: norman
Last access: 1788962705.7903283
Last modification: 1788845502.844091
Hostname: norman-20fms48v00
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-66' --float_param='-81.50697082281112670898' --choice_param='4' --int_param_two='-36' --nr_results=1
stdout:
 OO-Info: int_param: -66
OO-Info: int_param_two: -36
OO-Info: float_param: -81.50697082281112670898
OO-Info: choice_param: 4
RESULT: -142035.48000938696

stderr was empty
Result: {'RESULT': -142035.48000938696}
Final-results: {'RESULT': -142035.48000938696}
EXIT_CODE: 0
submitit INFO (2026-09-09 21:59:44,620) - Job completed successfully
submitit INFO (2026-09-09 21:59:44,621) - Exiting after successful completion