OmniOpt2

Experiment overview

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

Best RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100	-100	-100.0	16	2.40369126605535	-100	-100.0	-100	16	1.04981643993324

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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
RESULT1	min
RESULT2	min

Last progressbar status

2026-05-01 21:18:38 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (9288-2-g997d0a84c)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1777670295,2,ed624a15-d7b3-424b-b00e-a15216b14e2e,1777670297,1777670303,6,./.tests/optimization_example --int_param='-38' --float_param='-14.73859429359436035156' --choice_param='hallo'  --int_param_two='8' --nr_results=2,0,,runnervmrc6n4,-38,8,-14.7385942935943603515625,hallo,0_0,COMPLETED,SOBOL,1.612148547399999909401913100737,2.267028670800000256235762208235,-38,-14.7385942935943603515625,8,hallo
1,1777670307,2,ed624a15-d7b3-424b-b00e-a15216b14e2e,1777670309,1777670315,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmrc6n4,-100,-100,-100,16,1_0,COMPLETED,BO_MIXED,1.049816439933239919923835259397,2.40369126605534999541191609751,-100,-100,-100,16


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

Current git-hash: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (last fully tested stable version 2 commits ago [b50b0047e00bec42f485a7cfa2dd30407325ab3c, 9288])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-01 21:18:13] 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: 5fee8ce7-4b07-4963-959a-dcb74f1c2bd9
  _________________________________________________
 /                                                 \
| OmniOpt2 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BO_MIXED&run_nr=68 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)'  --int_param_two='%(int_param_two)' --nr_results=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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃      RESULT2       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      0      │    -38    │ -14.73859429359436 │       8       │    hallo     │   1.6121485474   │ 2.2670286708000003 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      1      │   -100    │        -100        │     -100      │      16      │ 1.04981643993324 │  2.40369126605535  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-01 21:18:15 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, Started OmniOpt2 run...
2026-05-01 21:18:15 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, getting new HP set (no sbatch)
2026-05-01 21:18:15 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-01 21:18:15 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, eval #1/1 start                    
2026-05-01 21:18:15 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, starting new job                   
2026-05-01 21:18:16 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, started new job                    
2026-05-01 21:18:25 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, new result: RESULT1: 1.612149, RESULT2: 2.267029
2026-05-01 21:18:26 (ed624a15-d7b3-424b-b00e-a15216b14e2e): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-05-01 21:18:27 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 1 done, getting new HP set (no sbatch)       
2026-05-01 21:18:27 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 1 done, requested 1 jobs, got 1, 1.27 s/job  
2026-05-01 21:18:27 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 1 done, eval #1/1 start                      
2026-05-01 21:18:27 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 1 done, starting new job                     
2026-05-01 21:18:27 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 1 done, started new job                      
2026-05-01 21:18:36 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 1 done, new result: RESULT1: 1.049816, RESULT2: 2.403691
2026-05-01 21:18:38 (ed624a15-d7b3-424b-b00e-a15216b14e2e): BO_MIXED, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.115 │    1 │        0.115 │
│       2 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.206 │      │              │
│     Max │   0.115 │      │              │
│     Min │   0.091 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   1.274 │    1 │        1.274 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.652 │      │              │
│    Median │   0.652 │      │              │
│     Total │   1.304 │      │              │
│       Max │   1.274 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	multi_results_2_results_BO_MIXED
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	BO_MIXED
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	['RESULT1=min', 'RESULT2=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	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
1777670294,740.71875,28.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-38	-69	31	2
OO_Info_int_param_two	-100	8	-46	54	2
OO_Info_float_param	-100	-14.7386	-57.3693	42.6307	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0498	1.6121	1.331	0.2812	2
RESULT2	2.267	2.4037	2.3354	0.0683	2
int_param	-100	-38	-69	31	2
float_param	-100	-14.7386	-57.3693	42.6307	2
int_param_two	-100	8	-46	54	2
choice_param	No numerical statistics available

submitit INFO (2026-05-01 21:18:16,276) - Starting with JobEnvironment(job_id=160953, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-01 21:18:16,276) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/160953/160953_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -38, "float_param": -14.73859429359436, "int_param_two": 8, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-38' --float_param='-14.73859429359436035156' --choice_param='hallo'  --int_param_two='8' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1777667045.5930626
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1777667635.3654218
Last modification: 1777667045.5930626
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-38' --float_param='-14.73859429359436035156' --choice_param='hallo'  --int_param_two='8' --nr_results=2 
stdout:
 OO-Info: int_param: -38
OO-Info: int_param_two: 8
OO-Info: float_param: -14.73859429359436035156
OO-Info: choice_param: hallo
RESULT1: 1.61214854738592
RESULT2: 2.26702867084848

stderr was empty
Result: {'RESULT1': 1.61214854738592, 'RESULT2': 2.26702867084848}
Final-results: {'RESULT1': 1.61214854738592, 'RESULT2': 2.26702867084848}
EXIT_CODE: 0
submitit INFO (2026-05-01 21:18:23,731) - Job completed successfully
submitit INFO (2026-05-01 21:18:23,731) - Exiting after successful completion