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
2.5604051579	-88	-37.41395950317383	-64	4	1.2781724294

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

Last progressbar status

2026-08-10 19:27:33 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 88afaf36232a5a982cdef1255c6e132162d64dab (9430-48-g88afaf362)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1786390017,2,4ba73caf-a8dd-42c0-a2ac-f91b139f34e4,1786390019,1786390031,12,./.tests/optimization_example  --int_param='-88' --float_param='-37.413959503173828125' --choice_param='4' --int_param_two='-64' --nr_results=2,0,,runnervmliwqe,0_0,COMPLETED,SOBOL,1.278172429400000087440503193648,2.560405157900000006065965862945,-88,-37.413959503173828125,-64,4
1,1786390034,2,4ba73caf-a8dd-42c0-a2ac-f91b139f34e4,1786390036,1786390048,12,./.tests/optimization_example  --int_param='6' --float_param='-12.06782854105940572254' --choice_param='2' --int_param_two='-15' --nr_results=2,0,,runnervmliwqe,1_0,COMPLETED,BOTORCH_MODULAR,1.558547640875080020350651466288,2.732164512828120006560084220837,6,-12.067828541059405722535302629694,-15,2

2026-08-10 19:26:57 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, Started OmniOpt2 run...
2026-08-10 19:26:57 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, getting new HP set (no sbatch)
2026-08-10 19:26:57 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 19:26:57 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, eval #1/1 start                    
2026-08-10 19:26:57 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, starting new job                   
2026-08-10 19:26:57 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, started new job                    
2026-08-10 19:27:12 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, new result: RESULT1: 1.278172 (SEM: 0.117095), RESULT2: 2.560405 (SEM: 0.430290)
2026-08-10 19:27:14 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-08-10 19:27:14 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-08-10 19:27:14 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.48 s/job                           
2026-08-10 19:27:14 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-08-10 19:27:14 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-08-10 19:27:14 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 1 done, started new job                                               
2026-08-10 19:27:29 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.558548 (SEM: 0.395075), RESULT2: 2.732165 (SEM: 0.010902)
2026-08-10 19:27:33 (4ba73caf-a8dd-42c0-a2ac-f91b139f34e4): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.057 │    1 │        0.057 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.062 │      │              │
│  Median │   0.062 │      │              │
│   Total │   0.124 │      │              │
│     Max │   0.067 │      │              │
│     Min │   0.057 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.481 │    1 │        0.481 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.252 │      │              │
│    Median │   0.252 │      │              │
│     Total │   0.504 │      │              │
│       Max │   0.481 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	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
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=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
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
1786390015,768.77734375,29.8

! 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	12	12	12	0	2
RESULT1	1.2782	1.5585	1.4184	0.1402	2
RESULT2	2.5604	2.7322	2.6463	0.0859	2
int_param	-88	6	-41	47	2
float_param	-37.414	-12.0678	-24.7409	12.6731	2
int_param_two	-64	-15	-39.5	24.5	2
choice_param	2	4	3	1	2

submitit INFO (2026-08-10 19:26:58,042) - Starting with JobEnvironment(job_id=72803, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 19:26:58,043) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/72803/72803_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.16107709969311, 'RESULT2': 2.99069564146654}
OO-Info: int_param: -88
OO-Info: int_param_two: -64
OO-Info: float_param: -37.413959503173828125
OO-Info: choice_param: 4
RESULT1: 1.16107709969311
RESULT2: 2.99069564146654


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.39526775905779, 'RESULT2': 2.13011467442581}
OO-Info: int_param: -88
OO-Info: int_param_two: -64
OO-Info: float_param: -37.413959503173828125
OO-Info: choice_param: 4
RESULT1: 1.39526775905779
RESULT2: 2.13011467442581

Aggregated result for trial 0: RESULT1: 1.278172 (SEM: 0.117095), RESULT2: 2.560405 (SEM: 0.430290)
submitit INFO (2026-08-10 19:27:11,674) - Job completed successfully
submitit INFO (2026-08-10 19:27:11,675) - Exiting after successful completion