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 RESULT1, min (total: 2)

OO_Info_int…	OO_Info_int_…	OO_Info_flo…	OO_Info_choi…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
10	10	-100.0	8	2.497502174…	10	-100.0	10	8	1.402351090…

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
RESULT1	min
RESULT2	min

Last progressbar status

2026-08-10 22:19:21 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: b44d0eac173623d6d6f975c27e762fa2d71f5f32 (9475-13-gb44d0eac1)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1786400338,2,8006ee61-5c25-4b80-97ca-c2a2e6d5779c,1786400340,1786400346,6,./.tests/optimization_example  --int_param='-84' --float_param='-41.59850180149078369141' --choice_param='2' --int_param_two='-100' --nr_results=2,0,,runnervmliwqe,-84,-100,-41.59850180149078369140625,2,0_0,COMPLETED,SOBOL,1.81976699910000005999677341606,2.705517239000000184745431397459,-84,-41.59850180149078369140625,-100,2
1,1786400349,2,8006ee61-5c25-4b80-97ca-c2a2e6d5779c,1786400351,1786400357,6,./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='8' --int_param_two='10' --nr_results=2,0,,runnervmliwqe,10,10,-100,8,1_0,COMPLETED,BOTORCH_MODULAR,1.402351090525379984086384865805,2.497502174318900092231388043729,10,-100,10,8

2026-08-10 22:18:58 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, Started OmniOpt2 run...
2026-08-10 22:18:58 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:18:58 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 22:18:58 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, eval #1/1 start                    
2026-08-10 22:18:58 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, starting new job                   
2026-08-10 22:18:58 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, started new job                    
2026-08-10 22:19:07 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, new result: RESULT1: 1.819767, RESULT2: 2.705517
2026-08-10 22:19:08 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-08-10 22:19:09 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-08-10 22:19:09 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.57 s/job
2026-08-10 22:19:09 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-08-10 22:19:09 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 1 done, starting new job                   
2026-08-10 22:19:09 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 1 done, started new job                    
2026-08-10 22:19:18 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.402351, RESULT2: 2.497502
2026-08-10 22:19:21 (8006ee61-5c25-4b80-97ca-c2a2e6d5779c): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.064 │    1 │        0.064 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.066 │      │              │
│  Median │   0.066 │      │              │
│   Total │   0.132 │      │              │
│     Max │   0.068 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.025 │    1 │        0.025 │
│         2 │   0.571 │    1 │        0.571 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.298 │      │              │
│    Median │   0.298 │      │              │
│     Total │   0.596 │      │              │
│       Max │   0.571 │      │              │
│       Min │   0.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	TRANSFORMS_Cont_X_trans
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	['RESULT1=min', 'RESULT2=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
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
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	['Cont_X_trans']
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
1786400336,768.6171875,29.4

! 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	-84	10	-37	47	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	-41.5985	-70.7993	29.2007	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.4024	1.8198	1.6111	0.2087	2
RESULT2	2.4975	2.7055	2.6015	0.104	2
int_param	-84	10	-37	47	2
float_param	-100	-41.5985	-70.7993	29.2007	2
int_param_two	-100	10	-45	55	2
choice_param	2	8	5	3	2

submitit INFO (2026-08-10 22:18:58,778) - Starting with JobEnvironment(job_id=112428, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:18:58,778) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/112428/112428_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -84, "float_param": -41.598501801490784, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-84' --float_param='-41.59850180149078369141' --choice_param='2' --int_param_two='-100' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786398040.487428
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786398696.9993923
Last modification: 1786398040.487428
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-84' --float_param='-41.59850180149078369141' --choice_param='2' --int_param_two='-100' --nr_results=2
stdout:
 OO-Info: int_param: -84
OO-Info: int_param_two: -100
OO-Info: float_param: -41.59850180149078369141
OO-Info: choice_param: 2
RESULT1: 1.81976699906318
RESULT2: 2.70551723902778

stderr was empty
Result: {'RESULT1': 1.81976699906318, 'RESULT2': 2.70551723902778}
Final-results: {'RESULT1': 1.81976699906318, 'RESULT2': 2.70551723902778}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:19:06,496) - Job completed successfully
submitit INFO (2026-08-10 22:19:06,496) - Exiting after successful completion