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 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
7	-61	6.211755849915421	16	2.7643239247586	7	6.211755849915421	-61	16	1.30729075412183

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
RESULT1	min
RESULT2	min

Last progressbar status

2026-02-19 15:38:55 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 58c866c868c07da88eccea8bc47a8de539dae9f1 (9230-25-g58c866c86)

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
0,1771515510,3,fcefbe61-79e6-444a-bd8c-ac8972d0e85a,1771515513,1771515519,6,./.tests/optimization_example  --int_param='-55' --float_param='-85.55665224790573120117' --choice_param='4' --int_param_two='-1' --nr_results=2,0,,runnervmjduv7,-55,-1,-85.556652247905731201171875,4,0_0,COMPLETED,SOBOL,1.71726863890000003287639174232,2.334348801400000006367463356582,-55,-85.556652247905731201171875,-1,4
1,1771515523,2,fcefbe61-79e6-444a-bd8c-ac8972d0e85a,1771515525,1771515531,6,./.tests/optimization_example  --int_param='7' --float_param='6.21175584991542084623' --choice_param='16' --int_param_two='-61' --nr_results=2,0,,runnervmjduv7,7,-61,6.211755849915420846230063034454,16,1_0,COMPLETED,BOTORCH_MODULAR,1.307290754121829934319976018742,2.764323924758600004025765883853,7,6.211755849915420846230063034454,-61,16


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

Current git-hash: 58c866c868c07da88eccea8bc47a8de539dae9f1 (last fully tested stable version 25 commits ago [1431d695e1d9911d740a43d6b86abbd58f76a3b1, 9230])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-19 15:38:26] 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: 1dc18edb-a4e3-43b1-a2fe-f6d2c96185dd
  _________________________________________________
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| OmniOpt2 - Hyperparameter quest: It's dangerous t |
| o go alone, take this!                            |
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  =================================================
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                                                            \@_^_\@'/   \\/_   //    |   \\   \\
                                                            //_^_/     \\/_ //     |    \\    \\
                                                         ( //) |        \\///      |     \\     \\
                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_no_transforms --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --result_names RESULT1=min RESULT2=min --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_no_transforms/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_no_transforms&run_nr=5 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  --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      │    -55    │ -85.55665224790573 │      -1       │      4       │   1.7172686389   │  2.3343488014   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼─────────────────┤
│      1      │     7     │ 6.211755849915421  │      -61      │      16      │ 1.30729075412183 │ 2.7643239247586 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴─────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.051 │    1 │        0.051 │
│         2 │   0.722 │    1 │        0.722 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.387 │      │              │
│    Median │   0.387 │      │              │
│     Total │   0.773 │      │              │
│       Max │   0.722 │      │              │
│       Min │   0.051 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.184 │      │              │
│  Median │   0.184 │      │              │
│   Total │   0.367 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-02-19 15:38:30 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, Started OmniOpt2 run...
2026-02-19 15:38:30 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, getting new HP set (no sbatch)
2026-02-19 15:38:30 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-02-19 15:38:30 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, eval #1/1 start                    
2026-02-19 15:38:30 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, starting new job                   
2026-02-19 15:38:31 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, started new job                    
2026-02-19 15:38:40 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, new result: RESULT1: 1.717269, RESULT2: 2.334349
2026-02-19 15:38:42 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-02-19 15:38:43 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-02-19 15:38:43 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.72 s/job
2026-02-19 15:38:43 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-02-19 15:38:43 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 1 done, starting new job                   
2026-02-19 15:38:43 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 1 done, started new job                    
2026-02-19 15:38:52 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.307291, RESULT2: 2.764324
2026-02-19 15:38:55 (fcefbe61-79e6-444a-bd8c-ac8972d0e85a): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.184 │      │              │
│  Median │   0.184 │      │              │
│   Total │   0.367 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.051 │    1 │        0.051 │
│         2 │   0.722 │    1 │        0.722 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.387 │      │              │
│    Median │   0.387 │      │              │
│     Total │   0.773 │      │              │
│       Max │   0.722 │      │              │
│       Min │   0.051 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	TRANSFORMS_no_transforms
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	['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	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
1771515508,793.3203125,26.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-55	7	-24	31	2
OO_Info_int_param_two	-61	-1	-31	30	2
OO_Info_float_param	-85.5567	6.2118	-39.6724	45.8842	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.3073	1.7173	1.5123	0.205	2
RESULT2	2.3343	2.7643	2.5493	0.215	2
int_param	-55	7	-24	31	2
float_param	-85.5567	6.2118	-39.6724	45.8842	2
int_param_two	-61	-1	-31	30	2
choice_param	4	16	10	6	2

submitit INFO (2026-02-19 15:38:31,491) - Starting with JobEnvironment(job_id=128833, hostname=runnervmjduv7, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-19 15:38:31,491) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_no_transforms/0/single_runs/128833/128833_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -55, "float_param": -85.55665224790573, "int_param_two": -1, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-55' --float_param='-85.55665224790573120117' --choice_param='4' --int_param_two='-1' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1771512383.7523015
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1771513057.2733264
Last modification: 1771512383.7523015
Hostname: runnervmjduv7
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-55' --float_param='-85.55665224790573120117' --choice_param='4' --int_param_two='-1' --nr_results=2
stdout:
 OO-Info: int_param: -55
OO-Info: int_param_two: -1
OO-Info: float_param: -85.55665224790573120117
OO-Info: choice_param: 4
RESULT1: 1.71726863885215
RESULT2: 2.33434880138108

stderr was empty
Result: {'RESULT1': 1.71726863885215, 'RESULT2': 2.33434880138108}
Final-results: {'RESULT1': 1.71726863885215, 'RESULT2': 2.33434880138108}
EXIT_CODE: 0
submitit INFO (2026-02-19 15:38:39,107) - Job completed successfully
submitit INFO (2026-02-19 15:38:39,107) - Exiting after successful completion