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
2.5557757577	-5	-30.006420016288757	-99	8	1.4404858505

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 21:51:38 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 2e73a8e625535e5576cc11aa1a15dbed55b8c259 (9475-3-g2e73a8e62)

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
0,1786398640,2,1eccaa15-c264-4ea5-a36b-0ecfaeee72e6,1786398642,1786398654,12,./.tests/optimization_example  --int_param='-5' --float_param='-30.00642001628875732422' --choice_param='8' --int_param_two='-99' --nr_results=2,0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,2.555775757700000205829837796045,1.440485850499999997964550857432,-5,-30.00642001628875732421875,-99,8
1,1786398680,2,1eccaa15-c264-4ea5-a36b-0ecfaeee72e6,1786398682,1786398694,12,./.tests/optimization_example  --int_param='-95' --float_param='-91.52237151104098700216' --choice_param='1' --int_param_two='-12' --nr_results=2,0,,runnervmvrwv9,1_0,COMPLETED,BOTORCH_MODULAR,2.121799821939450048091657663463,1.479357622753930012748924127663,-95,-91.52237151104098700216127326712,-12,1

config_objectives not found

2026-08-10 21:50:40 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, Started OmniOpt2 run...
2026-08-10 21:50:40 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, getting new HP set (no sbatch)
2026-08-10 21:50:40 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 21:50:40 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, eval #1/1 start                    
2026-08-10 21:50:40 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, starting new job                   
2026-08-10 21:50:40 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, started new job                    
2026-08-10 21:50:55 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, new result: RESULT1: 1.440486 (SEM: 0.137648), RESULT2: 2.555776 (SEM: 0.348646)
2026-08-10 21:50:57 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-08-10 21:51:20 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-08-10 21:51:20 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 23.27 s/job                          
2026-08-10 21:51:20 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-08-10 21:51:20 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-08-10 21:51:20 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 1 done, started new job                                               
2026-08-10 21:51:35 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.479358 (SEM: 0.434521), RESULT2: 2.121800 (SEM: 0.069889)
2026-08-10 21:51:38 (1eccaa15-c264-4ea5-a36b-0ecfaeee72e6): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.069 │    1 │        0.069 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.090 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.179 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.069 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.025 │    1 │        0.025 │
│         2 │  23.273 │    1 │       23.273 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  11.649 │      │              │
│    Median │  11.649 │      │              │
│     Total │  23.299 │      │              │
│       Max │  23.273 │      │              │
│       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	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
1786398638,898.359375,28.8

! 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
RESULT2	2.1218	2.5558	2.3388	0.217	2
RESULT1	1.4405	1.4794	1.4599	0.0194	2
int_param	-95	-5	-50	45	2
float_param	-91.5224	-30.0064	-60.7644	30.758	2
int_param_two	-99	-12	-55.5	43.5	2
choice_param	1	8	4.5	3.5	2

submitit INFO (2026-08-10 21:50:41,040) - Starting with JobEnvironment(job_id=70510, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:50:41,040) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/70510/70510_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.57813399082898, 'RESULT2': 2.90442224601017}
OO-Info: int_param: -5
OO-Info: int_param_two: -99
OO-Info: float_param: -30.00642001628875732422
OO-Info: choice_param: 8
RESULT1: 1.57813399082898
RESULT2: 2.90442224601017


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.30283771020277, 'RESULT2': 2.20712926946314}
OO-Info: int_param: -5
OO-Info: int_param_two: -99
OO-Info: float_param: -30.00642001628875732422
OO-Info: choice_param: 8
RESULT1: 1.30283771020277
RESULT2: 2.20712926946314

Aggregated result for trial 0: RESULT1: 1.440486 (SEM: 0.137648), RESULT2: 2.555776 (SEM: 0.348646)
submitit INFO (2026-08-10 21:50:54,615) - Job completed successfully
submitit INFO (2026-08-10 21:50:54,615) - Exiting after successful completion