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_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-48	-59	-75.37451392039657	2	-48	-75.37451392039657	-59	2	-133405.5448794

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

2026-05-09 23:09:14 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -133405.5448794, finishing jobs, finished 1 job

Git-Version

Commit: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (9304-1-g5268678be)

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
0,1778368134,1,7c2d95ac-77f6-4c62-abf3-0b550adacb54,1778368135,1778368141,6,./.tests/optimization_example --int_param='-14' --float_param='-27.88035333156585693359' --choice_param='16' --int_param_two='-38',0,,runnervmrc6n4,-14,-38,-27.88035333156585693359375,16,0_0,COMPLETED,SOBOL,-34096.096352086096885614097118377686,-14,-27.88035333156585693359375,-38,16
1,1778368144,2,7c2d95ac-77f6-4c62-abf3-0b550adacb54,1778368146,1778368152,6,./.tests/optimization_example --int_param='-48' --float_param='-75.37451392039656639099' --choice_param='2' --int_param_two='-59',0,,runnervmrc6n4,-48,-59,-75.3745139203965663909912109375,2,1_0,COMPLETED,SOBOL,-133405.544879399996716529130935668945,-48,-75.3745139203965663909912109375,-59,2


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

Current git-hash: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (last fully tested stable version 1 commit ago [7d04f3b04cc038a14898910e7a1fde53755e73b2, 9304])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 23:08:51] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: 8592fb5f-64ca-4cd5-82ef-59c5e33f7c45
  __________________________________________
| OmniOpt2 - Precision tuning, no shortcuts. |
  ==========================================
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                                               /|  O|| O|        /      \_______________/        \
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                                              |   (_______) /______/                        \_________ \
                                              |         / /         \                      /            \
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                                                 \         ||           \______________/      _-_       //\__//
                                                   \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                     ~-----||====/~     |==================|       |/~~~~~
                                                      (_(__/  ./     /                    \_\      \.
                                                             (_(___/                         \_____)_)
omniopt --config_toml=.tests/example_config_cpu.toml --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/0
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=198 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_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ choice_param ┃ RESULT          ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ -48               │ -59                   │ -75.37451392039657  │ 2                    │ -48       │ -75.37451392039657 │ -59           │ 2            │ -133405.5448794 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴─────────────────┘
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: 29s                                                                                                                                                                                 │
│    🏆 Best RESULT: -133405.5448794                                                                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/0/results.csv                                                                                                                  │
│    🧠 Model: SOBOL                                                                                                                                                                                   │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-09 23:08:54 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, Started OmniOpt2 run...
2026-05-09 23:08:54 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, getting new HP set (no sbatch)
2026-05-09 23:08:54 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-09 23:08:54 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, eval #1/1 start                    
2026-05-09 23:08:54 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, starting new job                   
2026-05-09 23:08:54 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, started new job                    
2026-05-09 23:09:03 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, new result: RESULT: -34096.096352  
2026-05-09 23:09:04 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, finishing jobs, finished 1 job
2026-05-09 23:09:04 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, getting new HP set (no sbatch)
2026-05-09 23:09:04 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, requested 1 jobs, got 1, 0.05 s/job
2026-05-09 23:09:04 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, eval #1/1 start                    
2026-05-09 23:09:04 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, starting new job                   
2026-05-09 23:09:04 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, started new job                    
2026-05-09 23:09:13 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -34096.0963520861, new result: RESULT: -133405.544879 
2026-05-09 23:09:14 (7c2d95ac-77f6-4c62-abf3-0b550adacb54): SOBOL, best RESULT: -133405.5448794, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.113 │    1 │        0.113 │
│       2 │   0.066 │    1 │        0.066 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.090 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.180 │      │              │
│     Max │   0.113 │      │              │
│     Min │   0.066 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.029 │    1 │        0.029 │
│         2 │   0.053 │    1 │        0.053 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.041 │      │              │
│    Median │   0.041 │      │              │
│     Total │   0.082 │      │              │
│       Max │   0.053 │      │              │
│       Min │   0.029 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	.tests/example_config_cpu.toml
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
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
1778368132,741.109375,28.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-48	-14	-31	17	2
OO_Info_int_param_two	-59	-38	-48.5	10.5	2
OO_Info_float_param	-75.3745	-27.8804	-51.6274	23.7471	2
OO_Info_choice_param	2	16	9	7	2
RESULT	-133405.5449	-34096.0964	-83750.8206	49654.7243	2
int_param	-48	-14	-31	17	2
float_param	-75.3745	-27.8804	-51.6274	23.7471	2
int_param_two	-59	-38	-48.5	10.5	2
choice_param	2	16	9	7	2

submitit INFO (2026-05-09 23:08:54,457) - Starting with JobEnvironment(job_id=88846, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 23:08:54,457) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/0/single_runs/88846/88846_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -14, "float_param": -27.880353331565857, "int_param_two": -38, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-14' --float_param='-27.88035333156585693359' --choice_param='16' --int_param_two='-38'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778366808.982993
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778367418.673214
Last modification: 1778366808.982993
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-14' --float_param='-27.88035333156585693359' --choice_param='16' --int_param_two='-38'
stdout:
 OO-Info: int_param: -14
OO-Info: int_param_two: -38
OO-Info: float_param: -27.88035333156585693359
OO-Info: choice_param: 16
RESULT: -34096.0963520861

stderr was empty
Result: {'RESULT': -34096.0963520861}
Final-results: {'RESULT': -34096.0963520861}
EXIT_CODE: 0
submitit INFO (2026-05-09 23:09:01,907) - Job completed successfully
submitit INFO (2026-05-09 23:09:01,907) - Exiting after successful completion