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
-100.0	-69.0	-73.6130572460…	4.0	-100	-73.6130572460…	4	-69	-226502.64769…

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

Git-Version

Commit: cbf1c53e82e40b595ea84083f870540bc5d85f11 (9875-61-gcbf1c53e8)

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,-137034.162179921608185395598411560059,-67,-72.012493908405303955078125,4,-46
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-102905.405818260202067904174327850342,1,-28.488633621365053727458871435374,1,-91
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-57791.561283676302991807460784912109,-10,-69.037450850009918212890625,4,-2
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-82348.455976853598258458077907562256,-2,9.529193933290633466981489618775,16,-85
4,1788272803,4,af94bb5e-ca56-40fa-8dc8-c5389e6fc720,1788272807,1788272813,6,./.tests/optimization_example --int_param='-84' --float_param='-72.71852161082132681713' --choice_param='4'  --int_param_two='-58' --nr_results=1,0,,norman-20fms48v00,-84,-58,-72.718521610821312606276478618383,4,4_0,COMPLETED,BOTORCH_MODULAR,-179081.006013717007590457797050476074,-84,-72.718521610821326817131193820387,4,-58
5,1788272821,4,af94bb5e-ca56-40fa-8dc8-c5389e6fc720,1788272825,1788272832,7,./.tests/optimization_example --int_param='-100' --float_param='-73.61305724605252009951' --choice_param='4'  --int_param_two='-69' --nr_results=1,0,,norman-20fms48v00,-100,-69,-73.613057246052505888656014576554,4,5_0,COMPLETED,BOTORCH_MODULAR,-226502.647695711289998143911361694336,-100,-73.613057246052520099510729778558,4,-69


⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.


⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.

Best RESULT could not be determined

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.434 │    1 │        0.434 │
│       2 │   0.184 │    1 │        0.184 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.309 │      │              │
│  Median │   0.309 │      │              │
│   Total │   0.618 │      │              │
│     Max │   0.434 │      │              │
│     Min │   0.184 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   6.074 │    1 │        6.074 │
│         2 │   5.031 │    1 │        5.031 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.553 │      │              │
│    Median │   5.553 │      │              │
│     Total │  11.105 │      │              │
│       Max │   6.074 │      │              │
│       Min │   5.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
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
wait_until_ended	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/norman
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	['/home/norman/repos/OmniOpt/runs/adding_old_jobs_to_new_jobs/0',
	'/home/norman/repos/OmniOpt/runs/adding_old_jobs_to_new_jobs/1']
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
1788272789,876.6484375,79.1

`RESULT` (goal: minimize)

Best value: -226502.64769571
Achieved at:
- int_param = -100 (r=0.925, strong positive correlation)
- float_param = -73.613057246053 (r=0.514, moderate positive correlation)
- choice_param = 4 (r=0.299, weak positive correlation)
- int_param_two = -69 (r=0.278, 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	7	6.5	0.5	2
OO_Info_int_param	-100	-84	-92	8	2
OO_Info_int_param_two	-69	-58	-63.5	5.5	2
OO_Info_float_param	-73.6131	-72.7185	-73.1658	0.4473	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-226502.6477	-57791.5613	-130943.8732	57712.9181	6
int_param	-100	1	-43.6667	41.2499	6
float_param	-73.6131	9.5292	-51.0568	31.4124	6
choice_param	1	16	5.5	4.8218	6
int_param_two	-91	-2	-58.5	29.4887	6

submitit INFO (2026-09-01 15:04:38,601) - Starting with JobEnvironment(job_id=614833, hostname=norman-20fms48v00, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-01 15:04:38,602) - Loading pickle: /home/norman/repos/OmniOpt/runs/adding_old_jobs_to_new_jobs/0/single_runs/614833/614833_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -72, "float_param": 9.82757031917572, "int_param_two": -60, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-72' --float_param='9.82757031917572021484' --choice_param='2'  --int_param_two='-60' --nr_results=1
pwd: /home/norman/repos/OmniOpt
File: ./.tests/optimization_example
UID: 1000
GID: 1000
Status-Change-Time: 1786639884.369316
Size: 3677 Bytes
Permissions: -rwxrwxr-x
Owner: norman
Last access: 1788194181.8370993
Last modification: 1786631786.5199668
Hostname: norman-20fms48v00
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-72' --float_param='9.82757031917572021484' --choice_param='2'  --int_param_two='-60' --nr_results=1
stdout:
 OO-Info: int_param: -72
OO-Info: int_param_two: -60
OO-Info: float_param: 9.82757031917572021484
OO-Info: choice_param: 2
RESULT: -101565.17435186588

stderr was empty
Result: {'RESULT': -101565.17435186588}
Final-results: {'RESULT': -101565.17435186588}
EXIT_CODE: 0
submitit INFO (2026-09-01 15:04:50,340) - Job completed successfully
submitit INFO (2026-09-01 15:04:50,342) - Exiting after successful completion