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
-5	-82	-95.59682060033083	16	-5	-95.59682060033083	-82	16	-178578.923148951

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

2026-05-06 11:27:56 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, finishing jobs, finished 1 job

Git-Version

Commit: aa6118605300e88fb4df35c4ce54545597b6252c (9293-2-gaa6118605)

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
0,1778066855,2,cb1369fa-21cb-4426-ad37-13fa5a9dc60d,1778066857,1778066863,6,./.tests/optimization_example --int_param='-5' --float_param='-95.59682060033082962036' --choice_param='16' --int_param_two='-82',0,,runnervmrc6n4,-5,-82,-95.596820600330829620361328125,16,0_0,COMPLETED,SOBOL,-178578.923148950998438522219657897949,-5,-95.596820600330829620361328125,-82,16
1,1778066865,2,cb1369fa-21cb-4426-ad37-13fa5a9dc60d,1778066867,1778066873,6,./.tests/optimization_example --int_param='-68' --float_param='2.00031496584415435791' --choice_param='4' --int_param_two='-33',0,,runnervmrc6n4,-68,-33,2.00031496584415435791015625,4,1_0,COMPLETED,SOBOL,-67837.301103041405440308153629302979,-68,2.00031496584415435791015625,-33,4


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

Current git-hash: aa6118605300e88fb4df35c4ce54545597b6252c (last fully tested stable version 2 commits ago [6efe9b5645abb6a4e0471dd42a96833aed7eb7e7, 9293])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 11:27:33] 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: e0921fce-bd77-4e84-97ba-3d31f215ca11
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
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                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=144 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -5                │ -82                   │ -95.59682060033083  │ 16                   │ -5        │ -95.59682060033083 │ -82           │ 16           │ -178578.923148951 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 11:27:35 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, Started OmniOpt2 run...
2026-05-06 11:27:35 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:27:35 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-06 11:27:35 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, eval #1/1 start                    
2026-05-06 11:27:35 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, starting new job                   
2026-05-06 11:27:35 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, started new job                    
2026-05-06 11:27:44 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, new result: RESULT: -178578.923149 
2026-05-06 11:27:45 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, finishing jobs, finished 1 job
2026-05-06 11:27:45 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, getting new HP set (no sbatch)
2026-05-06 11:27:45 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, requested 1 jobs, got 1, 0.06 s/job
2026-05-06 11:27:45 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, eval #1/1 start                    
2026-05-06 11:27:45 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, starting new job                   
2026-05-06 11:27:46 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, started new job                    
2026-05-06 11:27:55 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, new result: RESULT: -67837.301103  
2026-05-06 11:27:56 (cb1369fa-21cb-4426-ad37-13fa5a9dc60d): SOBOL, best RESULT: -178578.923148951, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.093 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.186 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.033 │    1 │        0.033 │
│         2 │   0.059 │    1 │        0.059 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.046 │      │              │
│    Median │   0.046 │      │              │
│     Total │   0.092 │      │              │
│       Max │   0.059 │      │              │
│       Min │   0.033 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778066853,741.40234375,28

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-68	-5	-36.5	31.5	2
OO_Info_int_param_two	-82	-33	-57.5	24.5	2
OO_Info_float_param	-95.5968	2.0003	-46.7983	48.7986	2
OO_Info_choice_param	4	16	10	6	2
RESULT	-178578.9231	-67837.3011	-123208.1121	55370.811	2
int_param	-68	-5	-36.5	31.5	2
float_param	-95.5968	2.0003	-46.7983	48.7986	2
int_param_two	-82	-33	-57.5	24.5	2
choice_param	4	16	10	6	2

submitit INFO (2026-05-06 11:27:35,880) - Starting with JobEnvironment(job_id=89607, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 11:27:35,880) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/0/single_runs/89607/89607_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -5, "float_param": -95.59682060033083, "int_param_two": -82, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-5' --float_param='-95.59682060033082962036' --choice_param='16' --int_param_two='-82'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778065494.967619
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778066120.566022
Last modification: 1778065494.967619
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-5' --float_param='-95.59682060033082962036' --choice_param='16' --int_param_two='-82'
stdout:
 OO-Info: int_param: -5
OO-Info: int_param_two: -82
OO-Info: float_param: -95.59682060033082962036
OO-Info: choice_param: 16
RESULT: -178578.923148951

stderr was empty
Result: {'RESULT': -178578.923148951}
Final-results: {'RESULT': -178578.923148951}
EXIT_CODE: 0
submitit INFO (2026-05-06 11:27:43,422) - Job completed successfully
submitit INFO (2026-05-06 11:27:43,422) - Exiting after successful completion