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_param	OO_Info_int_para…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	choice_param	int_param_two	RESULT
-100.0	-80.0	-100.0	16.0	-100	-100.0	16	-80	-293653.32

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 21:47:51 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -293653.32, ▃▁▂▄▄█, finishing jobs, finished 1 job

Git-Version

Commit: 932c996ed2680691955bfadb430de3e23bd25e57 (9475-1-g932c996ed)

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,-132861.353607919998466968536376953125,-84,-53.31126272678375244140625,hallo,-39
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-57333.161771625796973239630460739136,1,-12.470666191149661017334437929094,16,-68
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-94614.166190110496245324611663818359,-75,-44.55203950405120849609375,1,-19
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-172454.843930950009962543845176696777,-9,-90.18756427756218840841029305011,16,-84
4,1786398445,2,0903b4a2-b60c-4821-a296-ad4dce1c4561,1786398447,1786398453,6,./.tests/optimization_example --int_param='-32' --float_param='-98.76916608214274617694' --choice_param='16'  --int_param_two='-77' --nr_results=1,0,,runnervmvrwv9,-32,-77,-98.769166082142731966087012551725,16,4_0,COMPLETED,BOTORCH_MODULAR,-189410.1182938329875469207763671875,-32,-98.769166082142746176941727753729,16,-77
5,1786398460,2,0903b4a2-b60c-4821-a296-ad4dce1c4561,1786398462,1786398468,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-80' --nr_results=1,0,,runnervmvrwv9,-100,-80,-100,16,5_0,COMPLETED,BOTORCH_MODULAR,-293653.320000000006984919309616088867,-100,-100,16,-80

2026-08-10 21:47:18 (0903b4a2-b60c-4821-a296-ad4dce1c4561): SOBOL, best RESULT: -172454.84393095, ▅▁▃█, Started OmniOpt2 run...
2026-08-10 21:47:25 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -172454.84393095, ▅▁▃█, getting new HP set (no sbatch)
2026-08-10 21:47:25 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -172454.84393095, ▅▁▃█, requested 1 jobs, got 1, 7.39 s/job
2026-08-10 21:47:25 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -172454.84393095, ▅▁▃█, eval #1/1 start                    
2026-08-10 21:47:25 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -172454.84393095, ▅▁▃█, starting new job                   
2026-08-10 21:47:25 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -172454.84393095, ▅▁▃█, started new job                    
2026-08-10 21:47:34 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -172454.84393095, ▅▁▃█, new result: RESULT: -189410.118294 
2026-08-10 21:47:36 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, finishing jobs, finished 1 job   
2026-08-10 21:47:40 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, getting new HP set (no sbatch)   
2026-08-10 21:47:40 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, requested 1 jobs, got 1, 3.92 s/job
2026-08-10 21:47:40 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, eval #1/1 start                    
2026-08-10 21:47:40 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, starting new job                   
2026-08-10 21:47:40 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, started new job                    
2026-08-10 21:47:49 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -189410.118293833, ▅▁▂▇█, new result: RESULT: -293653.320000 
2026-08-10 21:47:51 (0903b4a2-b60c-4821-a296-ad4dce1c4561): BOTORCH_MODULAR, best RESULT: -293653.32, ▃▁▂▄▄█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.130 │    1 │        0.130 │
│       2 │   0.056 │    1 │        0.056 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.093 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.186 │      │              │
│     Max │   0.130 │      │              │
│     Min │   0.056 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   7.387 │    1 │        7.387 │
│         2 │   3.916 │    1 │        3.916 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.651 │      │              │
│    Median │   5.651 │      │              │
│     Total │  11.302 │      │              │
│       Max │   7.387 │      │              │
│       Min │   3.916 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786398435,898.58984375,28.8

`RESULT` (goal: minimize)

Best value: -293653.32
Achieved at:
- float_param = -100 (r=0.888, strong positive correlation)
- int_param_two = -80 (r=0.545, moderate positive correlation)
- int_param = -100 (r=0.476, 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	-32	-66	34	2
OO_Info_int_param_two	-80	-77	-78.5	1.5	2
OO_Info_float_param	-100	-98.7692	-99.3846	0.6154	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-293653.32	-57333.1618	-156721.1606	75686.9391	6
int_param	-100	1	-49.8333	38.4856	6
float_param	-100	-12.4707	-66.5484	32.4023	6
choice_param	No numerical statistics available
int_param_two	-84	-19	-61.1667	23.9542	6

submitit INFO (2026-08-10 21:47:25,784) - Starting with JobEnvironment(job_id=75393, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 21:47:25,784) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/75393/75393_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -32, "float_param": -98.76916608214275, "int_param_two": -77, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-32' --float_param='-98.76916608214274617694' --choice_param='16'  --int_param_two='-77' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786397396.334323
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786398048.8379989
Last modification: 1786397396.334323
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-32' --float_param='-98.76916608214274617694' --choice_param='16'  --int_param_two='-77' --nr_results=1
stdout:
 OO-Info: int_param: -32
OO-Info: int_param_two: -77
OO-Info: float_param: -98.76916608214274617694
OO-Info: choice_param: 16
RESULT: -189410.118293833

stderr was empty
Result: {'RESULT': -189410.118293833}
Final-results: {'RESULT': -189410.118293833}
EXIT_CODE: 0
submitit INFO (2026-08-10 21:47:33,344) - Job completed successfully
submitit INFO (2026-08-10 21:47:33,345) - Exiting after successful completion