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 + inserted jobs: 4)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	choice_param	int_param_two	RESULT
-75.0	-100.0	-94.7845549805…	hallo	-75	-94.7845549805…	hallo	-100	-273432.09412…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-08-10 21:57:29 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -273432.094126743, ▃▁▁▅▇█, 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,RESULT,int_param,float_param,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-146682.952525306987809017300605773926,-4,-96.992760784924030303955078125,4,-60
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-87976.014737807403434999287128448486,-88,8.998684006112080524530938419048,hallo,-3
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-88165.759563772196997888386249542236,-20,-67.725263535976409912109375,1,-49
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-217746.825056234985822811722755432129,-98,-34.853111617833278046418854501098,hallo,-93
4,1786399027,2,a81de54d-b195-4788-84e2-bde9c3a873ba,1786399029,1786399035,6,./.tests/optimization_example --int_param='-100' --float_param='-67.02410040410853753201' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,runnervmliwqe,-100,-100,-67.02410040410853753201081417501,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-272037.230390210985206067562103271484,-100,-67.02410040410853753201081417501,hallo,-100
5,1786399039,2,a81de54d-b195-4788-84e2-bde9c3a873ba,1786399041,1786399047,6,./.tests/optimization_example --int_param='-75' --float_param='-94.78455498058937678252' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,runnervmliwqe,-75,-100,-94.784554980589362571663514245301,hallo,5_0,COMPLETED,BOTORCH_MODULAR,-273432.094126742973458021879196166992,-75,-94.784554980589376782518229447305,hallo,-100

2026-08-10 21:57:06 (a81de54d-b195-4788-84e2-bde9c3a873ba): SOBOL, best RESULT: -217746.825056235, ▄▁▁█, Started OmniOpt2 run...
2026-08-10 21:57:07 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -217746.825056235, ▄▁▁█, getting new HP set (no sbatch)
2026-08-10 21:57:07 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -217746.825056235, ▄▁▁█, requested 1 jobs, got 1, 0.75 s/job
2026-08-10 21:57:07 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -217746.825056235, ▄▁▁█, eval #1/1 start                    
2026-08-10 21:57:07 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -217746.825056235, ▄▁▁█, starting new job                   
2026-08-10 21:57:07 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -217746.825056235, ▄▁▁█, started new job                    
2026-08-10 21:57:16 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -217746.825056235, ▄▁▁█, new result: RESULT: -272037.230390 
2026-08-10 21:57:18 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, finishing jobs, finished 1 job    
2026-08-10 21:57:19 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, getting new HP set (no sbatch)    
2026-08-10 21:57:19 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, requested 1 jobs, got 1, 0.66 s/job
2026-08-10 21:57:19 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, eval #1/1 start                    
2026-08-10 21:57:19 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, starting new job                   
2026-08-10 21:57:19 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, started new job                    
2026-08-10 21:57:28 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -272037.230390211, ▃▁▁▅█, new result: RESULT: -273432.094127 
2026-08-10 21:57:29 (a81de54d-b195-4788-84e2-bde9c3a873ba): BOTORCH_MODULAR, best RESULT: -273432.094126743, ▃▁▁▅▇█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.082 │    1 │        0.082 │
│       2 │   0.053 │    1 │        0.053 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.068 │      │              │
│   Total │   0.136 │      │              │
│     Max │   0.082 │      │              │
│     Min │   0.053 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.747 │    1 │        0.747 │
│         2 │   0.659 │    1 │        0.659 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.703 │      │              │
│    Median │   0.703 │      │              │
│     Total │   1.407 │      │              │
│       Max │   0.747 │      │              │
│       Min │   0.659 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
experiment_name	adding_old_jobs_to_new_jobs
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['runs/adding_old_jobs_to_new_jobs//0', 'runs/adding_old_jobs_to_new_jobs//1']
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	False
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	[]
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
1786399024,768.92578125,29.5

`RESULT` (goal: minimize)

Best value: -273432.09412674
Achieved at:
- int_param_two = -100 (r=0.908, strong positive correlation)
- int_param = -75 (r=0.53, moderate positive correlation)
- float_param = -94.784554980589 (r=0.428, moderate positive correlation)

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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-75	-87.5	12.5	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-94.7846	-67.0241	-80.9043	13.8802	2
OO_Info_choice_param	No numerical statistics available
RESULT	-273432.0941	-87976.0147	-181006.8127	78135.6897	6
int_param	-100	-4	-64.1667	38.0457	6
float_param	-96.9928	8.9987	-58.7302	36.6764	6
choice_param	No numerical statistics available
int_param_two	-100	-3	-67.5	34.9321	6

submitit INFO (2026-08-10 21:57:07,884) - Starting with JobEnvironment(job_id=78608, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:57:07,884) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/78608/78608_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -67.02410040410854, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-67.02410040410853753201' --choice_param='hallo'  --int_param_two='-100' --nr_results=1
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='-100' --float_param='-67.02410040410853753201' --choice_param='hallo'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -67.02410040410853753201
OO-Info: choice_param: hallo
RESULT: -272037.230390211

stderr was empty
Result: {'RESULT': -272037.230390211}
Final-results: {'RESULT': -272037.230390211}
EXIT_CODE: 0
submitit INFO (2026-08-10 21:57:15,532) - Job completed successfully
submitit INFO (2026-08-10 21:57:15,532) - Exiting after successful completion