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
-88	4	4.0441375970840445	hallo	2.9501827528	-88	4.044137597084045	4	hallo	1.243771754

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

2025-11-04 18:34:25 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: af2b4cb25b8d35235e262d335d5126968ff4d55b (9065-3-gaf2b4cb25)

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
0,1762281239,2,5d2fe7b8-3fb3-453d-9a9c-46a717f41242,1762281241,1762281247,6,./.tests/optimization_example  --int_param='-88' --float_param='4.04413759708404541016' --choice_param='hallo' --int_param_two='4' --nr_results=2,0,,runnervmf2e7y,-88,4,4.044137597084044521977830299875,hallo,0_0,COMPLETED,SOBOL,1.24377175399999995164534993819,2.950182752799999974513411871158,-88,4.04413759708404541015625,4,hallo
1,1762281251,2,5d2fe7b8-3fb3-453d-9a9c-46a717f41242,1762281253,1762281259,6,./.tests/optimization_example  --int_param='0' --float_param='-90.23479488323482655687' --choice_param='8' --int_param_two='-82' --nr_results=2,0,,runnervmf2e7y,0,-82,-90.23479488323481234601786127314,8,1_0,COMPLETED,BOTORCH_MODULAR,1.342488453331500020127009520365,2.435750748819800026723214614321,0,-90.234794883234826556872576475143,-82,8


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

Current git-hash: af2b4cb25b8d35235e262d335d5126968ff4d55b (last fully tested stable version 3 commits ago [0633a84150d580e678b854b3fcd3a173201f3cd9, 9065])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:33:54] 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: adc24402-4736-4168-8ad9-377b62fdbfc4
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                            / \\  //\\
                                                             |\\___/|      /   \\//  \\\\
                                                             /0  0  \\__  /    //  | \\ \\
                                                            /     /  \\/_/    //   |  \\  \\
                                                            \@_^_\@'/   \\/_   //    |   \\   \\
                                                            //_^_/     \\/_ //     |    \\    \\
                                                         ( //) |        \\///      |     \\     \\
                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans_Y_trans --transforms=Cont_X_trans_Y_trans --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_Cont_X_trans_Y_trans/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_Cont_X_trans_Y_trans&run_nr=74 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      │    -88    │ 4.044137597084045  │       4       │    hallo     │   1.243771754   │  2.9501827528   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────────────┼─────────────────┤
│      1      │     0     │ -90.23479488323483 │      -82      │      8       │ 1.3424884533315 │ 2.4357507488198 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴─────────────────┴─────────────────┘
                                     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 │   0.017 │    1 │        0.017 │
│         2 │   0.921 │    1 │        0.921 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.469 │      │              │
│    Median │   0.469 │      │              │
│     Total │   0.938 │      │              │
│       Max │   0.921 │      │              │
│       Min │   0.017 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.231 │    1 │        0.231 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.349 │      │              │
│     Max │   0.231 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 18:33:59 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, Started OmniOpt2 run...
2025-11-04 18:33:59 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:33:59 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-04 18:33:59 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, eval #1/1 start                    
2025-11-04 18:33:59 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, starting new job                   
2025-11-04 18:33:59 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, started new job                    
2025-11-04 18:34:08 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, new result: RESULT1: 1.243772, RESULT2: 2.950183
2025-11-04 18:34:10 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-11-04 18:34:11 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-11-04 18:34:11 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.92 s/job
2025-11-04 18:34:11 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-11-04 18:34:11 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 1 done, starting new job                   
2025-11-04 18:34:12 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 1 done, started new job                    
2025-11-04 18:34:21 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.342488, RESULT2: 2.435751
2025-11-04 18:34:25 (5d2fe7b8-3fb3-453d-9a9c-46a717f41242): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.231 │    1 │        0.231 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.349 │      │              │
│     Max │   0.231 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.017 │    1 │        0.017 │
│         2 │   0.921 │    1 │        0.921 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.469 │      │              │
│    Median │   0.469 │      │              │
│     Total │   0.938 │      │              │
│       Max │   0.921 │      │              │
│       Min │   0.017 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_Cont_X_trans_Y_trans
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
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	['Cont_X_trans_Y_trans']
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
1762281235,775.671875,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-88	0	-44	44	2
OO_Info_int_param_two	-82	4	-39	43	2
OO_Info_float_param	-90.2348	4.0441	-43.0953	47.1395	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.2438	1.3425	1.2931	0.0494	2
RESULT2	2.4358	2.9502	2.693	0.2572	2
int_param	-88	0	-44	44	2
float_param	-90.2348	4.0441	-43.0953	47.1395	2
int_param_two	-82	4	-39	43	2
choice_param	No numerical statistics available

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-04 18:33:59,774) - Starting with JobEnvironment(job_id=154059, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:33:59,774) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/154059/154059_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -88, "float_param": 4.044137597084045, "int_param_two": 4, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-88' --float_param='4.04413759708404541016' --choice_param='hallo' --int_param_two='4' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762278339.9003272
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762278781.6866498
Last modification: 1762278339.9003272
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-88' --float_param='4.04413759708404541016' --choice_param='hallo' --int_param_two='4' --nr_results=2
stdout:
 OO-Info: int_param: -88
OO-Info: int_param_two: 4
OO-Info: float_param: 4.04413759708404541016
OO-Info: choice_param: hallo
RESULT1: 1.24377175404607
RESULT2: 2.95018275277423

stderr was empty
Result: {'RESULT1': 1.24377175404607, 'RESULT2': 2.95018275277423}
Final-results: {'RESULT1': 1.24377175404607, 'RESULT2': 2.95018275277423}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:34:07,519) - Job completed successfully
submitit INFO (2025-11-04 18:34:07,520) - Exiting after successful completion