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
-66	-67	-11.485795509070158	4	-66	-11.485795509070158	-67	4	-104613.934535669

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

2025-12-28 11:30:11 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -104613.934535669, finishing jobs, finished 1 job

Git-Version

Commit: 484a394c42320d418cbef555884a92b8c8b30895 (9169-2-g484a394c4)

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
0,1766921390,1,6d8f148c-aa65-4d95-969d-4dce9ba08d00,1766921391,1766921397,6,./.tests/optimization_example --int_param='2' --float_param='-61.36658877134323120117' --choice_param='hallo' --int_param_two='-36',0,,runnervmdwttx,2,-36,-61.366588771343231201171875,hallo,0_0,COMPLETED,SOBOL,-61094.961051445803605020046234130859,2,-61.366588771343231201171875,-36,hallo
1,1766921400,2,6d8f148c-aa65-4d95-969d-4dce9ba08d00,1766921402,1766921408,6,./.tests/optimization_example --int_param='-66' --float_param='-11.48579550907015800476' --choice_param='4' --int_param_two='-67',0,,runnervmdwttx,-66,-67,-11.4857955090701580047607421875,4,1_0,COMPLETED,SOBOL,-104613.934535669002798385918140411377,-66,-11.4857955090701580047607421875,-67,4


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

Current git-hash: 484a394c42320d418cbef555884a92b8c8b30895 (last fully tested stable version 2 commits ago [7df9cc742d72dd218d8e828d99d3902f6eff6df0, 9169])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 11:29:46] 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: 1e57222e-918d-4249-be78-57e524bfc9bc
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning so deep, even Lovecraft would b |
| e scared!                                         |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
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=609 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -66               │ -67                   │ -11.485795509070158 │ 4                    │ -66       │ -11.485795509070158 │ -67           │ 4            │ -104613.934535669 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 11:29:49 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, Started OmniOpt2 run...
2025-12-28 11:29:50 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, getting new HP set (no sbatch)
2025-12-28 11:29:50 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 11:29:50 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, eval #1/1 start                    
2025-12-28 11:29:50 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, starting new job                   
2025-12-28 11:29:50 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, started new job                    
2025-12-28 11:29:59 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, new result: RESULT: -61094.961051  
2025-12-28 11:30:00 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, finishing jobs, finished 1 job
2025-12-28 11:30:00 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, getting new HP set (no sbatch)
2025-12-28 11:30:00 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, requested 1 jobs, got 1, 0.06 s/job
2025-12-28 11:30:00 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, eval #1/1 start                    
2025-12-28 11:30:00 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, starting new job                   
2025-12-28 11:30:00 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, started new job                    
2025-12-28 11:30:09 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -61094.9610514458, new result: RESULT: -104613.934536 
2025-12-28 11:30:11 (6d8f148c-aa65-4d95-969d-4dce9ba08d00): SOBOL, best RESULT: -104613.934535669, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.074 │    1 │        0.074 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.090 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.180 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.074 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.029 │    1 │        0.029 │
│         2 │   0.062 │    1 │        0.062 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.046 │      │              │
│    Median │   0.046 │      │              │
│     Total │   0.091 │      │              │
│       Max │   0.062 │      │              │
│       Min │   0.029 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766921387,756.1796875,28.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-66	2	-32	34	2
OO_Info_int_param_two	-67	-36	-51.5	15.5	2
OO_Info_float_param	-61.3666	-11.4858	-36.4262	24.9404	2
OO_Info_choice_param	No numerical statistics available
RESULT	-104613.9345	-61094.9611	-82854.4478	21759.4867	2
int_param	-66	2	-32	34	2
float_param	-61.3666	-11.4858	-36.4262	24.9404	2
int_param_two	-67	-36	-51.5	15.5	2
choice_param	No numerical statistics available

submitit INFO (2025-12-28 11:29:50,342) - Starting with JobEnvironment(job_id=79104, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 11:29:50,342) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/2/single_runs/79104/79104_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": 2, "float_param": -61.36658877134323, "int_param_two": -36, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='2' --float_param='-61.36658877134323120117' --choice_param='hallo' --int_param_two='-36'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766920262.2863214
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766920638.7090173
Last modification: 1766920262.2863214
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='2' --float_param='-61.36658877134323120117' --choice_param='hallo' --int_param_two='-36'
stdout:
 OO-Info: int_param: 2
OO-Info: int_param_two: -36
OO-Info: float_param: -61.36658877134323120117
OO-Info: choice_param: hallo
RESULT: -61094.9610514458

stderr was empty
Result: {'RESULT': -61094.9610514458}
Final-results: {'RESULT': -61094.9610514458}
EXIT_CODE: 0
submitit INFO (2025-12-28 11:29:57,930) - Job completed successfully
submitit INFO (2025-12-28 11:29:57,930) - Exiting after successful completion