OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

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
-85	-39	-40.71358919143677	hallo	-85	-40.71358919143677	-39	hallo	-121548.642367634

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

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 10:31:10 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, finishing jobs, finished 1 job

Git-Version

Commit: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (9298-3-gcf2e55626)

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
0,1778322649,1,c77aaa38-181e-46b6-8ef9-5200c9cedbac,1778322650,1778322657,7,./.tests/optimization_example --random_sem --int_param='-85' --float_param='-40.71358919143676757812' --choice_param='hallo' --int_param_two='-39' --nr_results=1,0,,runnervmrc6n4,-85,-39,-40.713589191436767578125,hallo,0_0,COMPLETED,SOBOL,-121548.642367634005495347082614898682,-85,-40.713589191436767578125,-39,hallo
1,1778322660,2,c77aaa38-181e-46b6-8ef9-5200c9cedbac,1778322662,1778322668,6,./.tests/optimization_example --random_sem --int_param='3' --float_param='9.39231611432815860496' --choice_param='1' --int_param_two='-66' --nr_results=1,0,,runnervmrc6n4,3,-66,9.392316114328158604962482058909,1,1_0,COMPLETED,BOTORCH_MODULAR,-50279.44440848189697135239839553833,3,9.392316114328158604962482058909,-66,1


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

Current git-hash: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (last fully tested stable version 3 commits ago [f2198bbca0ddfa2c54bbdce11bcb585e9153edd1, 9298])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 10:30:46] 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: dd6698fe-01eb-499c-abb4-24d68ea910f1
                                                                             
 @@@@@@   @@@@@@@@@@   @@@  @@@  @@@   @@@@@@   @@@@@@@   @@@@@@@   @@@@@@   
@@@@@@@@  @@@@@@@@@@@  @@@@ @@@  @@@  @@@@@@@@  @@@@@@@@  @@@@@@@  @@@@@@@@  
@@!  @@@  @@! @@! @@!  @@!@!@@@  @@!  @@!  @@@  @@!  @@@    @@!         @@@  
!@!  @!@  !@! !@! !@!  !@!!@!@!  !@!  !@!  @!@  !@!  @!@    !@!        @!@   
@!@  !@!  @!! !!@ @!@  @!@ !!@!  !!@  @!@  !@!  @!@@!@!     @!!       !!@    
!@!  !!!  !@!   ! !@!  !@!  !!!  !!!  !@!  !!!  !!@!!!      !!!      !!:     
!!:  !!!  !!:     !!:  !!:  !!!  !!:  !!:  !!!  !!:         !!:     !:!      
:!:  !:!  :!:     :!:  :!:  !:!  :!:  :!:  !:!  :!:         :!:    :!:       
::::: ::  :::     ::    ::   ::   ::  ::::: ::   ::          ::    :: :::::  
 : :  :    :      :    ::    :   :     : :  :    :           :     :: : :::  
                                                                             

omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=469 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example --random_sem --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=1
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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -85               │ -39                   │ -40.71358919143677  │ hallo                │ -85       │ -40.71358919143677 │ -39           │ hallo        │ -121548.642367634 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   0.518 │    1 │        0.518 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.274 │      │              │
│    Median │   0.274 │      │              │
│     Total │   0.548 │      │              │
│       Max │   0.518 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.098 │      │              │
│  Median │   0.098 │      │              │
│   Total │   0.197 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-09 10:30:49 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, Started OmniOpt2 run...
2026-05-09 10:30:49 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, getting new HP set (no sbatch)
2026-05-09 10:30:49 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-09 10:30:49 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, eval #1/1 start                    
2026-05-09 10:30:49 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, starting new job                   
2026-05-09 10:30:49 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, started new job                    
2026-05-09 10:30:58 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, new result: RESULT: -121548.642368 (SEM: 0.077635)
2026-05-09 10:30:59 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): SOBOL, best RESULT: -121548.642367634, finishing jobs, finished 1 job
2026-05-09 10:31:00 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, getting new HP set (no sbatch)
2026-05-09 10:31:00 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, requested 1 jobs, got 1, 0.52 s/job
2026-05-09 10:31:00 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, eval #1/1 start                    
2026-05-09 10:31:00 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, starting new job                   
2026-05-09 10:31:00 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, started new job                    
2026-05-09 10:31:09 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, new result: RESULT: -50279.444408 (SEM: 0.963424)
2026-05-09 10:31:10 (c77aaa38-181e-46b6-8ef9-5200c9cedbac): BOTORCH_MODULAR, best RESULT: -121548.642367634, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.098 │      │              │
│  Median │   0.098 │      │              │
│   Total │   0.197 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   0.518 │    1 │        0.518 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.274 │      │              │
│    Median │   0.274 │      │              │
│     Total │   0.548 │      │              │
│       Max │   0.518 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9w…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
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	True
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	1
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	True
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
1778322646,741.26171875,28.4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-85	3	-41	44	2
OO_Info_int_param_two	-66	-39	-52.5	13.5	2
OO_Info_float_param	-40.7136	9.3923	-15.6606	25.053	2
OO_Info_choice_param	No numerical statistics available
RESULT	-121548.6424	-50279.4444	-85914.0434	35634.599	2
int_param	-85	3	-41	44	2
float_param	-40.7136	9.3923	-15.6606	25.053	2
int_param_two	-66	-39	-52.5	13.5	2
choice_param	No numerical statistics available

submitit INFO (2026-05-09 10:30:49,456) - Starting with JobEnvironment(job_id=86183, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 10:30:49,456) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/86183/86183_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -85, "float_param": -40.71358919143677, "int_param_two": -39, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-85' --float_param='-40.71358919143676757812' --choice_param='hallo' --int_param_two='-39' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778321416.983572
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778322058.5091307
Last modification: 1778321416.983572
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-85' --float_param='-40.71358919143676757812' --choice_param='hallo' --int_param_two='-39' --nr_results=1
stdout:
 OO-Info: int_param: -85
OO-Info: int_param_two: -39
OO-Info: float_param: -40.71358919143676757812
OO-Info: choice_param: hallo
RESULT: -121548.642367634
SEM-RESULT: 0.0776352957627786

stderr was empty
Result: {'RESULT': -121548.642367634}
Final-results: {'RESULT': (-121548.642367634, 0.0776352957627786)}
EXIT_CODE: 0
submitit INFO (2026-05-09 10:30:57,023) - Job completed successfully
submitit INFO (2026-05-09 10:30:57,024) - Exiting after successful completion