OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20

Best RESULT, min (total: 2)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-17	-64	-73.8862332701…	hallo	-17	-73.8862332701…	-64	hallo	-114565.69799…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

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
RESULT	min

Last progressbar status

2026-08-10 06:28:44 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, █▁, finishing jobs, finished 1 job

Git-Version

Commit: a8b8249cb96b9a463ce0aacb00c08f5e88f4a047 (9428-2-ga8b8249cb)

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,int_param_two,choice_param
0,1786343300,2,c0356967-30a2-4b50-a063-92d2f3ea29f3,1786343302,1786343308,6,./.tests/optimization_example --int_param='-17' --float_param='-73.88623327016830444336' --choice_param='hallo' --int_param_two='-64',0,,runnervmvrwv9,-17,-64,-73.886233270168304443359375,hallo,0_0,COMPLETED,SOBOL,-114565.697995554000954143702983856201,-17,-73.886233270168304443359375,-64,hallo
1,1786343313,2,c0356967-30a2-4b50-a063-92d2f3ea29f3,1786343315,1786343321,6,./.tests/optimization_example --int_param='-66' --float_param='-33.4476179908961057663' --choice_param='2' --int_param_two='-29',0,,runnervmvrwv9,-66,-29,-33.44761799089610576629638671875,2,1_0,COMPLETED,SOBOL,-76867.113291738802217878401279449463,-66,-33.44761799089610576629638671875,-29,2


========================================================================


Current git-hash: a8b8249cb96b9a463ce0aacb00c08f5e88f4a047 (last fully tested stable version 2 commits ago [13e20a46d71ea5effca97db9d226887fc1438f91, 9428])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-10 06:28:16] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 91383046-3d0b-4c04-9d8e-10396919ddb2
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _____              _  _____             ______  
 / ___ \            (_)/ ___ \       _   (_____ \ 
| |   | |____  ____  _| |   | |____ | |_   ____) )
| |   | |    \|  _ \| | |   | |  _ \|  _) /_____/ 
| |___| | | | | | | | | |___| | | | | |__ _______ 
 \_____/|_|_|_|_| |_|_|\_____/| ||_/ \___|_______)
                              |_|                 

omniopt --config_yaml .tests/example_config_cpu.yaml --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__&run_nr=130 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -17             │ -64             │ -73.8862332701… │ hallo          │ -17       │ -73.8862332701… │ -64           │ hallo        │ -114565.69799… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 39s                                                                                                                               │
│    🏆 Best RESULT: -114565.697995554                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1/results.csv                                                                │
│    🤖 Model: SOBOL                                                                                                                                 │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-10 06:28:20 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, Started OmniOpt2 run...
2026-08-10 06:28:20 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, getting new HP set (no sbatch)
2026-08-10 06:28:20 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 06:28:20 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, eval #1/1 start                    
2026-08-10 06:28:20 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, starting new job                   
2026-08-10 06:28:20 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, started new job                    
2026-08-10 06:28:29 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, new result: RESULT: -114565.697996 
2026-08-10 06:28:32 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, finishing jobs, finished 1 job
2026-08-10 06:28:32 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, getting new HP set (no sbatch)
2026-08-10 06:28:32 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, requested 1 jobs, got 1, 0.12 s/job
2026-08-10 06:28:33 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, eval #1/1 start                    
2026-08-10 06:28:33 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, starting new job                   
2026-08-10 06:28:33 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, started new job                    
2026-08-10 06:28:42 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, new result: RESULT: -76867.113292  
2026-08-10 06:28:44 (c0356967-30a2-4b50-a063-92d2f3ea29f3): SOBOL, best RESULT: -114565.697995554, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.305 │    1 │        0.305 │
│       2 │   0.110 │    1 │        0.110 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.208 │      │              │
│  Median │   0.208 │      │              │
│   Total │   0.415 │      │              │
│     Max │   0.305 │      │              │
│     Min │   0.110 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.053 │    1 │        0.053 │
│         2 │   0.120 │    1 │        0.120 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.086 │      │              │
│    Median │   0.086 │      │              │
│     Total │   0.172 │      │              │
│       Max │   0.120 │      │              │
│       Min │   0.053 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	.tests/example_config_cpu.yaml
config_toml	None
config_json	None
num_random_steps	20
max_eval	2
run_program	./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)'
	--choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
experiment_name	__main__tests__
mem_gb	4
parameter	[{'param': ['int_param', 'range', '-100', '10', 'int']}, {'param': ['float_param', 'range', '-100',
	'10', 'float']}, {'param': ['choice_param', 'choice', '1,2,4,8,16,hallo']}, {'param':
	['int_param_two', 'range', '-100', '10', 'int'], 'num_random_steps': 1, 'model': 'BOTORCH_MODULAR',
	'auto_exclude_defective_hosts': True}]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	False
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	True
revert_to_random_when_seemingly_exhausted	False
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	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
disable_notifications	False
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	20
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	False
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
1786343297,881.7890625,26.6

! 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	6	6	6	0	2
OO_Info_int_param	-66	-17	-41.5	24.5	2
OO_Info_int_param_two	-64	-29	-46.5	17.5	2
OO_Info_float_param	-73.8862	-33.4476	-53.6669	20.2193	2
OO_Info_choice_param	No numerical statistics available
RESULT	-114565.698	-76867.1133	-95716.4056	18849.2924	2
int_param	-66	-17	-41.5	24.5	2
float_param	-73.8862	-33.4476	-53.6669	20.2193	2
int_param_two	-64	-29	-46.5	17.5	2
choice_param	No numerical statistics available

submitit INFO (2026-08-10 06:28:21,184) - Starting with JobEnvironment(job_id=84918, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 06:28:21,184) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1/single_runs/84918/84918_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -17, "float_param": -73.8862332701683, "int_param_two": -64, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-17' --float_param='-73.88623327016830444336' --choice_param='hallo' --int_param_two='-64'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786341658.4599543
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786342323.051234
Last modification: 1786341658.4599543
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-17' --float_param='-73.88623327016830444336' --choice_param='hallo' --int_param_two='-64'
stdout:
 OO-Info: int_param: -17
OO-Info: int_param_two: -64
OO-Info: float_param: -73.88623327016830444336
OO-Info: choice_param: hallo
RESULT: -114565.697995554

stderr was empty
Result: {'RESULT': -114565.697995554}
Final-results: {'RESULT': -114565.697995554}
EXIT_CODE: 0
submitit INFO (2026-08-10 06:28:28,926) - Job completed successfully
submitit INFO (2026-08-10 06:28:28,927) - Exiting after successful completion