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
-26	-71	-77.43477597832678	8	-26	-77.4347759783268	-71	8	-134971.042905969

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 14:58:01 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, finishing jobs, finished 1 job

Git-Version

Commit: 0883c8507733c008c2c87295564d8f77117d8562 (9176-10-g0883c8507)

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
0,1766933859,2,b20e52bc-ad40-4f5e-9c1d-35021b376d92,1766933861,1766933867,6,./.tests/optimization_example --int_param='-26' --float_param='-77.43477597832679748535' --choice_param='8' --int_param_two='-71',0,,runnervmdwttx,-26,-71,-77.434775978326783274496847297996,8,0_0,COMPLETED,SOBOL,-134971.042905968992272391915321350098,-26,-77.4347759783267974853515625,-71,8
1,1766933870,2,b20e52bc-ad40-4f5e-9c1d-35021b376d92,1766933872,1766933878,6,./.tests/optimization_example --int_param='-59' --float_param='-12.67881690524518489838' --choice_param='1' --int_param_two='-12',0,,runnervmdwttx,-59,-12,-12.6788169052451831220196254435,1,1_0,COMPLETED,SOBOL,-47319.125671691799652762711048126221,-59,-12.67881690524518489837646484375,-12,1


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

Current git-hash: 0883c8507733c008c2c87295564d8f77117d8562 (last fully tested stable version 10 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 14:57:36] 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: 73e3a228-c541-483a-a97a-c38df3564b98
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dancing on the edge of chaos – welcome |
|  to the tuning dimension.                         |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
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=655 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -26               │ -71                   │ -77.43477597832678  │ 8                    │ -26       │ -77.4347759783268 │ -71           │ 8            │ -134971.042905969 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴───────────────────┴───────────────┴──────────────┴───────────────────┘
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 14:57:39 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, Started OmniOpt2 run...
2025-12-28 14:57:39 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, getting new HP set (no sbatch)
2025-12-28 14:57:39 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 14:57:39 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, eval #1/1 start                    
2025-12-28 14:57:39 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, starting new job                   
2025-12-28 14:57:39 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, started new job                    
2025-12-28 14:57:48 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, new result: RESULT: -134971.042906 
2025-12-28 14:57:50 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, finishing jobs, finished 1 job
2025-12-28 14:57:50 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, getting new HP set (no sbatch)
2025-12-28 14:57:50 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, requested 1 jobs, got 1, 0.05 s/job
2025-12-28 14:57:50 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, eval #1/1 start                    
2025-12-28 14:57:50 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, starting new job                   
2025-12-28 14:57:50 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, started new job                    
2025-12-28 14:57:59 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, new result: RESULT: -47319.125672  
2025-12-28 14:58:01 (b20e52bc-ad40-4f5e-9c1d-35021b376d92): SOBOL, best RESULT: -134971.042905969, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.086 │      │              │
│  Median │   0.086 │      │              │
│   Total │   0.172 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.028 │    1 │        0.028 │
│         2 │   0.054 │    1 │        0.054 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.041 │      │              │
│    Median │   0.041 │      │              │
│     Total │   0.082 │      │              │
│       Max │   0.054 │      │              │
│       Min │   0.028 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1766933856,756.609375,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-59	-26	-42.5	16.5	2
OO_Info_int_param_two	-71	-12	-41.5	29.5	2
OO_Info_float_param	-77.4348	-12.6788	-45.0568	32.378	2
OO_Info_choice_param	1	8	4.5	3.5	2
RESULT	-134971.0429	-47319.1257	-91145.0843	43825.9586	2
int_param	-59	-26	-42.5	16.5	2
float_param	-77.4348	-12.6788	-45.0568	32.378	2
int_param_two	-71	-12	-41.5	29.5	2
choice_param	1	8	4.5	3.5	2

submitit INFO (2025-12-28 14:57:40,085) - Starting with JobEnvironment(job_id=78711, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 14:57:40,085) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/1/single_runs/78711/78711_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -26, "float_param": -77.4347759783268, "int_param_two": -71, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-26' --float_param='-77.43477597832679748535' --choice_param='8' --int_param_two='-71'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766932768.9645972
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766933134.929806
Last modification: 1766932768.9645972
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-26' --float_param='-77.43477597832679748535' --choice_param='8' --int_param_two='-71'
stdout:
 OO-Info: int_param: -26
OO-Info: int_param_two: -71
OO-Info: float_param: -77.43477597832679748535
OO-Info: choice_param: 8
RESULT: -134971.042905969

stderr was empty
Result: {'RESULT': -134971.042905969}
Final-results: {'RESULT': -134971.042905969}
EXIT_CODE: 0
submitit INFO (2025-12-28 14:57:47,585) - Job completed successfully
submitit INFO (2025-12-28 14:57:47,585) - Exiting after successful completion