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)

RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
2.3756409476	2	-75.78004866838455	-56	hallo	1.4459197504

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	max

Git-Version

Commit: cbf1c53e82e40b595ea84083f870540bc5d85f11 (9875-61-gcbf1c53e8)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1788272603,3,e9dd0e76-79e8-4078-a684-fd7d9c50a74e,1788272606,1788272618,12,./.tests/optimization_example  --int_param='2' --float_param='-75.78004866838455200195' --choice_param='hallo' --int_param_two='-56' --nr_results=2,0,,norman-20fms48v00,0_0,COMPLETED,SOBOL,2.375640947599999996953101799591,1.445919750400000092227514869592,2,-75.780048668384552001953125,-56,hallo
1,1788272626,2,e9dd0e76-79e8-4078-a684-fd7d9c50a74e,1788272628,1788272641,13,./.tests/optimization_example  --int_param='-90' --float_param='-4.88879970420872567161' --choice_param='8' --int_param_two='7' --nr_results=2,0,,norman-20fms48v00,1_0,COMPLETED,BOTORCH_MODULAR,2.682158681720664183956159831723,1.511643646830896692279111448443,-90,-4.88879970420872567160586186219,7,8

config_objectives not found

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.252 │    1 │        0.252 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.348 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.047 │    1 │        0.047 │
│         2 │   1.051 │    1 │        1.051 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.549 │      │              │
│    Median │   0.549 │      │              │
│     Total │   1.098 │      │              │
│       Max │   1.051 │      │              │
│       Min │   0.047 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	multiple_evals_per_arm
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	False
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
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT1=min', 'RESULT2=max']
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	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	2
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	[]
number_of_generators	1
num_parallel_jobs	1
worker_timeout	5
slurm_use_srun	False
time	1200
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	True

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

timestamp,ram_usage_mb,cpu_usage_percent
1788272601,876.49609375,59.5

! 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	12	13	12.5	0.5	2
RESULT2	2.3756	2.6822	2.5289	0.1533	2
RESULT1	1.4459	1.5116	1.4788	0.0329	2
int_param	-90	2	-44	46	2
float_param	-75.78	-4.8888	-40.3344	35.4456	2
int_param_two	-56	7	-24.5	31.5	2
choice_param	No numerical statistics available

submitit INFO (2026-09-01 15:02:56,320) - Starting with JobEnvironment(job_id=613307, hostname=norman-20fms48v00, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-01 15:02:56,321) - Loading pickle: /home/norman/repos/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/613307/613307_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.0220939431416065, 'RESULT2': 2.8600252635305616}
OO-Info: int_param: -41
OO-Info: int_param_two: -12
OO-Info: float_param: -41.57770454883575439453
OO-Info: choice_param: hallo
RESULT1: 1.0220939431416065
RESULT2: 2.8600252635305616


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.9927355773583, 'RESULT2': 2.720581469324868}
OO-Info: int_param: -41
OO-Info: int_param_two: -12
OO-Info: float_param: -41.57770454883575439453
OO-Info: choice_param: hallo
RESULT1: 1.9927355773583
RESULT2: 2.720581469324868

Aggregated result for trial 0: RESULT1: 1.507415 (SEM: 0.485321), RESULT2: 2.790303 (SEM: 0.069722)
submitit INFO (2026-09-01 15:03:15,514) - Job completed successfully
submitit INFO (2026-09-01 15:03:15,515) - Exiting after successful completion