OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 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
10.0	-100.0	-9.884296857289753	16.0	2.5052796354025	10	-9.884296857289753	-100	16	1.01877288527703

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-05-09 11:35:08 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: c99ea5b5d1c5a159c42b89b699933c2aaf9a748f (9302-1-gc99ea5b5d)

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,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.761376623599999913238889348577,2.814987867900000217957767745247,-88,-74.7873847186565399169921875,-56,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.719183736100000192692505152081,2.147769693099999877006212045671,10,10,-100,16
2,1778326480,2,2f5589e9-fc3b-4b64-810a-d01ae925620d,1778326482,1778326488,6,./.tests/optimization_example --int_param='8' --float_param='-21.57923938651768125396' --choice_param='16'  --int_param_two='-90' --nr_results=2,0,,runnervmrc6n4,8,-90,-21.579239386517681253963019116782,16,2_0,COMPLETED,BO_MIXED,1.286498637500000041811176743067,2.358313911499999804277649673168,8,-21.579239386517681253963019116782,-90,16
3,1778326496,2,2f5589e9-fc3b-4b64-810a-d01ae925620d,1778326498,1778326504,6,./.tests/optimization_example --int_param='10' --float_param='-9.88429685728975293557' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmrc6n4,10,-100,-9.88429685728975293557141412748,16,3_0,COMPLETED,BO_MIXED,1.018772885277029915940261162177,2.505279635402500204577336262446,10,-9.88429685728975293557141412748,-100,16


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

Current git-hash: c99ea5b5d1c5a159c42b89b699933c2aaf9a748f (last fully tested stable version 1 commit ago [af4d9dc63de58ad2f202b26f252819cc15e559b1, 9302])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 11:34:30] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 1e51e72b-3730-4cc1-8379-53cfe0831582
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: the art of maki |
| ng educated guesses look scientific!              |
 \                                                 /
  =================================================
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                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --continue runs/multi_results_2_results_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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=multi_results_2_results_BO_MIXED&run_nr=121 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED for 4 steps.
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     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -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     ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│      1      │    10     │         10         │     -100      │      16      │ 1.7191837361000002 │  2.1477696931   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼─────────────────┤
│      2      │     8     │ -21.57923938651768 │      -90      │      16      │    1.2864986375    │  2.3583139115   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼─────────────────┤
│      3      │    10     │ -9.884296857289753 │     -100      │      16      │  1.01877288527703  │ 2.5052796354025 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴─────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-09 11:34:32 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, Started OmniOpt2 run...
2026-05-09 11:34:40 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, getting new HP set (no sbatch)
2026-05-09 11:34:40 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, requested 1 jobs, got 1, 7.99 s/job
2026-05-09 11:34:40 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, eval #1/1 start                    
2026-05-09 11:34:40 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, starting new job                   
2026-05-09 11:34:40 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, started new job                    
2026-05-09 11:34:49 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, new result: RESULT1: 1.286499, RESULT2: 2.358314
2026-05-09 11:34:52 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-05-09 11:34:56 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-05-09 11:34:56 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, requested 1 jobs, got 1, 4.50 s/job     
2026-05-09 11:34:56 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, eval #1/1 start                         
2026-05-09 11:34:56 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, starting new job                        
2026-05-09 11:34:56 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, started new job                         
2026-05-09 11:35:05 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 3 done, new result: RESULT1: 1.018773, RESULT2: 2.505280
2026-05-09 11:35:08 (2f5589e9-fc3b-4b64-810a-d01ae925620d): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.089 │    1 │        0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.104 │      │              │
│  Median │   0.104 │      │              │
│   Total │   0.208 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   7.988 │    1 │        7.988 │
│         2 │   4.497 │    1 │        4.497 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.242 │      │              │
│    Median │   6.242 │      │              │
│     Total │  12.484 │      │              │
│       Max │   7.988 │      │              │
│       Min │   4.497 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/multi_results_2_results_BO_MIXED/0
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	False
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	False
revert_to_random_when_seemingly_exhausted	True
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	30
slurm_use_srun	False
time
partition
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
1778326471,743.8359375,28.1

`RESULT1` (goal: minimize)

Best value: 1.018772885277
Achieved at:
- RESULT2 = 2.5052796354025
- int_param = 10
- float_param = -9.8842968572898
- int_param_two = -100
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.1477696931
Achieved at:
- RESULT1 = 1.7191837361
- int_param = 10
- float_param = 10
- int_param_two = -100
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	8	10	9	1	2
OO_Info_int_param_two	-100	-90	-95	5	2
OO_Info_float_param	-21.5792	-9.8843	-15.7318	5.8475	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.0188	1.7614	1.4465	0.3091	4
RESULT2	2.1478	2.815	2.4566	0.2428	4
int_param	-88	10	-15	42.1545	4
float_param	-74.7874	10	-24.0627	31.3865	4
int_param_two	-100	-56	-86.5	18.0762	4
choice_param	8	16	14	3.4641	4

submitit INFO (2026-05-09 11:34:41,176) - Starting with JobEnvironment(job_id=162846, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 11:34:41,176) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/162846/162846_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 8, "float_param": -21.57923938651768, "choice_param": 16, "int_param_two": -90}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='8' --float_param='-21.57923938651768125396' --choice_param='16'  --int_param_two='-90' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778323133.8290498
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778323721.218039
Last modification: 1778323133.8290498
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='8' --float_param='-21.57923938651768125396' --choice_param='16'  --int_param_two='-90' --nr_results=2 
stdout:
 OO-Info: int_param: 8
OO-Info: int_param_two: -90
OO-Info: float_param: -21.57923938651768125396
OO-Info: choice_param: 16
RESULT1: 1.28649863747797
RESULT2: 2.35831391145209

stderr was empty
Result: {'RESULT1': 1.28649863747797, 'RESULT2': 2.35831391145209}
Final-results: {'RESULT1': 1.28649863747797, 'RESULT2': 2.35831391145209}
EXIT_CODE: 0
submitit INFO (2026-05-09 11:34:48,743) - Job completed successfully
submitit INFO (2026-05-09 11:34:48,743) - Exiting after successful completion