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
nan	nan	nan	nan	-91	9.120522165309…	hallo	-88	-178593.90702…

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 16:58:15 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆▄, finishing jobs, finished 1 job

Git-Version

Commit: 9a0e33ddda471d36defc53ee57cc5c0cb1e202c0 (9430-46-g9a0e33ddd)

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,-94411.608700323398807086050510406494,-54,-70.485289096832275390625,16,-5
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-178593.907029147987486794590950012207,-91,9.120522165309195017357524193358,hallo,-88
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-143437.068611747003160417079925537109,-8,-65.850934088230133056640625,1,-91
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-105535.912596915994072332978248596191,-95,6.122167408016001566295472002821,4,-18
4,1786381070,2,09e7a957-6c74-4ea6-a072-50d6d2232efb,1786381072,1786381078,6,./.tests/optimization_example --int_param='-63' --float_param='-12.85420471086389504478' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,runnervmvrwv9,-63,-100,-12.854204710863896821138041559607,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-159266.246258574014063924551010131836,-63,-12.854204710863895044781202159356,hallo,-100
5,1786381084,2,09e7a957-6c74-4ea6-a072-50d6d2232efb,1786381086,1786381092,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='-50' --nr_results=1,0,,runnervmvrwv9,-100,-50,10,hallo,5_0,COMPLETED,BOTORCH_MODULAR,-140952.519999999989522621035575866699,-100,10,hallo,-50

2026-08-10 16:57:49 (09e7a957-6c74-4ea6-a072-50d6d2232efb): SOBOL, best RESULT: -178593.907029148, ▁█▅▁, Started OmniOpt2 run...
2026-08-10 16:57:50 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁, getting new HP set (no sbatch)
2026-08-10 16:57:50 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁, requested 1 jobs, got 1, 1.64 s/job
2026-08-10 16:57:50 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁, eval #1/1 start                    
2026-08-10 16:57:50 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁, starting new job                   
2026-08-10 16:57:50 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁, started new job                    
2026-08-10 16:57:59 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁, new result: RESULT: -159266.246259 
2026-08-10 16:58:01 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, finishing jobs, finished 1 job    
2026-08-10 16:58:04 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, getting new HP set (no sbatch)    
2026-08-10 16:58:04 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, requested 1 jobs, got 1, 2.47 s/job
2026-08-10 16:58:04 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, eval #1/1 start                    
2026-08-10 16:58:04 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, starting new job                   
2026-08-10 16:58:04 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, started new job                    
2026-08-10 16:58:13 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆, new result: RESULT: -140952.520000 
2026-08-10 16:58:15 (09e7a957-6c74-4ea6-a072-50d6d2232efb): BOTORCH_MODULAR, best RESULT: -178593.907029148, ▁█▅▁▆▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.127 │    1 │        0.127 │
│       2 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.093 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.187 │      │              │
│     Max │   0.127 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.640 │    1 │        1.640 │
│         2 │   2.474 │    1 │        2.474 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.057 │      │              │
│    Median │   2.057 │      │              │
│     Total │   4.114 │      │              │
│       Max │   2.474 │      │              │
│       Min │   1.640 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786381066,898.87109375,28.8

`RESULT` (goal: minimize)

Best value: -178593.90702915
Achieved at:
- int_param_two = -88 (r=0.909, strong positive correlation)
- float_param = 9.1205221653092 (r=-0.419, moderate negative correlation)
- int_param = -91 (r=0.06, weak 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	-63	-81.5	18.5	2
OO_Info_int_param_two	-100	-50	-75	25	2
OO_Info_float_param	-12.8542	10	-1.4271	11.4271	2
OO_Info_choice_param	No numerical statistics available
RESULT	-178593.907	-94411.6087	-137032.8772	29116.5774	6
int_param	-100	-8	-68.5	31.8891	6
float_param	-70.4853	10	-20.658	34.472	6
choice_param	No numerical statistics available
int_param_two	-100	-5	-58.6667	37.021	6

submitit INFO (2026-08-10 16:57:51,166) - Starting with JobEnvironment(job_id=75088, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 16:57:51,166) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/75088/75088_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -63, "float_param": -12.854204710863895, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-63' --float_param='-12.85420471086389504478' --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: 1786380007.9895165
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786380677.8822768
Last modification: 1786380007.9895165
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-63' --float_param='-12.85420471086389504478' --choice_param='hallo'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -63
OO-Info: int_param_two: -100
OO-Info: float_param: -12.85420471086389504478
OO-Info: choice_param: hallo
RESULT: -159266.246258574

stderr was empty
Result: {'RESULT': -159266.246258574}
Final-results: {'RESULT': -159266.246258574}
EXIT_CODE: 0
submitit INFO (2026-08-10 16:57:58,770) - Job completed successfully
submitit INFO (2026-08-10 16:57:58,770) - Exiting after successful completion