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
-86	-89	-60.48822160810232	2	-86	-60.48822160810232	-89	2	-213563.991693919

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

2025-11-20 13:47:46 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -213563.991693919, finishing jobs, finished 1 job

Git-Version

Commit: 49f363966854052274c101fbfc2cfa1309f50d21 (9083-8-g49f363966)

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
0,1763646442,2,420ef216-eec7-4496-89f7-bddad4bcde39,1763646444,1763646450,6,./.tests/optimization_example --int_param='3' --float_param='-43.34291398525238037109' --choice_param='8' --int_param_two='-40',0,,runnervmg1sw1,3,-40,-43.342913985252387476521107601002,8,0_0,COMPLETED,SOBOL,-43583.293325855098373722285032272339,3,-43.34291398525238037109375,-40,8
1,1763646453,2,420ef216-eec7-4496-89f7-bddad4bcde39,1763646455,1763646461,6,./.tests/optimization_example --int_param='-86' --float_param='-60.48822160810232162476' --choice_param='2' --int_param_two='-89',0,,runnervmg1sw1,-86,-89,-60.488221608102321624755859375,2,1_0,COMPLETED,SOBOL,-213563.991693919000681489706039428711,-86,-60.488221608102321624755859375,-89,2


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

Current git-hash: 49f363966854052274c101fbfc2cfa1309f50d21 (last fully tested stable version 8 commits ago [91fbcf2592bafca205c776a3bb503b30557d1f5d, 9083])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:47:17] 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: e7819e37-159e-41e6-9383-4cc7feaa6ad4
  _________________________________________________
 /                                                 \
| OmniOpt2 - Inception-level optimization: going de |
| eper with every layer.                            |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --config_json=.tests/example_config_cpu.json --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/2
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=365 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -86               │ -89                   │ -60.48822160810232  │ 2                    │ -86       │ -60.48822160810232 │ -89           │ 2            │ -213563.991693919 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-20 13:47:22 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, Started OmniOpt2 run...
2025-11-20 13:47:22 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, getting new HP set (no sbatch)
2025-11-20 13:47:22 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-20 13:47:22 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, eval #1/1 start                    
2025-11-20 13:47:22 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, starting new job                   
2025-11-20 13:47:22 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, started new job                    
2025-11-20 13:47:31 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, new result: RESULT: -43583.293326  
2025-11-20 13:47:33 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, finishing jobs, finished 1 job
2025-11-20 13:47:33 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, getting new HP set (no sbatch)
2025-11-20 13:47:33 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, requested 1 jobs, got 1, 0.06 s/job
2025-11-20 13:47:33 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, eval #1/1 start                    
2025-11-20 13:47:33 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, starting new job                   
2025-11-20 13:47:33 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, started new job                    
2025-11-20 13:47:42 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -43583.2933258551, new result: RESULT: -213563.991694 
2025-11-20 13:47:46 (420ef216-eec7-4496-89f7-bddad4bcde39): SOBOL, best RESULT: -213563.991693919, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.228 │    1 │        0.228 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.158 │      │              │
│  Median │   0.158 │      │              │
│   Total │   0.315 │      │              │
│     Max │   0.228 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.063 │    1 │        0.063 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.039 │      │              │
│    Median │   0.039 │      │              │
│     Total │   0.078 │      │              │
│       Max │   0.063 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	.tests/example_config_cpu.json
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']}, {'auto_exclude_defective_hosts': True, 'model': 'BOTORCH_MODULAR', 'num_random_steps': 1, 'param': ['int_param_two',
	'range', -100, 10, 'int']}]
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
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
1763646438,777.796875,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-86	3	-41.5	44.5	2
OO_Info_int_param_two	-89	-40	-64.5	24.5	2
OO_Info_float_param	-60.4882	-43.3429	-51.9156	8.5727	2
OO_Info_choice_param	2	8	5	3	2
RESULT	-213563.9917	-43583.2933	-128573.6425	84990.3492	2
int_param	-86	3	-41.5	44.5	2
float_param	-60.4882	-43.3429	-51.9156	8.5727	2
int_param_two	-89	-40	-64.5	24.5	2
choice_param	2	8	5	3	2

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-20 13:47:22,883) - Starting with JobEnvironment(job_id=110542, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:47:22,883) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/2/single_runs/110542/110542_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": 3, "float_param": -43.34291398525238, "int_param_two": -40, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='3' --float_param='-43.34291398525238037109' --choice_param='8' --int_param_two='-40'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1763645143.1287503
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763645500.1466012
Last modification: 1763645143.1287503
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='3' --float_param='-43.34291398525238037109' --choice_param='8' --int_param_two='-40'
stdout:
 OO-Info: int_param: 3
OO-Info: int_param_two: -40
OO-Info: float_param: -43.34291398525238037109
OO-Info: choice_param: 8
RESULT: -43583.2933258551

stderr was empty
Result: {'RESULT': -43583.2933258551}
Final-results: {'RESULT': -43583.2933258551}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:47:30,472) - Job completed successfully
submitit INFO (2025-11-20 13:47:30,473) - Exiting after successful completion