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
nan	nan	nan	nan	2.5622207554000003	-97	-72.22767803235786	-32	hallo	1.1148563084

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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

2026-05-13 23:05:28 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 4 done, ▂█▁▇, finishing jobs, finished 1 job

Git-Version

Commit: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (9327-8-g3d587dc4b)

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,1.679232490299999991378854247159,2.790271280699999856267368159024,-40,-90.9614546597003936767578125,-40,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.114856308400000051150868785044,2.562220755400000271606586466078,-97,-72.227678032357857773604337126017,-32,hallo
2,1778713505,1,840c155f-ade1-4288-9ee1-626389075ee1,1778713506,1778713513,7,./.tests/optimization_example --int_param='-89' --float_param='-39.7065203013916772079' --choice_param='hallo'  --int_param_two='-62' --nr_results=2,0,,runnervmrc6n4,-89,-62,-39.70652030139167720790283055976,hallo,2_0,COMPLETED,UNIFORM,1.883749856700000169240638570045,2.031504355700000097328938863939,-89,-39.70652030139167720790283055976,-62,hallo
3,1778713516,2,840c155f-ade1-4288-9ee1-626389075ee1,1778713518,1778713524,6,./.tests/optimization_example --int_param='-86' --float_param='-0.6978962356845386239' --choice_param='16'  --int_param_two='-52' --nr_results=2,0,,runnervmrc6n4,-86,-52,-0.697896235684538623900152742863,16,3_0,COMPLETED,UNIFORM,1.176430960026670025087014437304,2.056496451699299843340895677102,-86,-0.697896235684538623900152742863,-52,16


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (last fully tested stable version 8 commits ago [35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c, 9327])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-13 23:05:02] 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: f8b90c46-177e-4df4-aa54-a5d49a42aa23
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: part science, p |
| art sorcery.                                      |
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                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
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omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/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_UNIFORM&run_nr=149 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM 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      │    -97    │ -72.22767803235786  │      -32      │    hallo     │    1.1148563084    │ 2.5622207554000003 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼────────────────────┤
│      2      │    -89    │ -39.70652030139168  │      -62      │    hallo     │ 1.8837498567000002 │    2.0315043557    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼────────────────────┤
│      3      │    -86    │ -0.6978962356845386 │      -52      │      16      │  1.17643096002667  │  2.0564964516993   │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴────────────────────┘
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  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 33s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.1148563084                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.0315043557                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                                                                  │
│    🧠 Model: UNIFORM                                                                                                                                                                                 │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-13 23:05:05 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, Started OmniOpt2 run...
2026-05-13 23:05:05 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, getting new HP set (no sbatch)
2026-05-13 23:05:05 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-05-13 23:05:05 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, eval #1/1 start                    
2026-05-13 23:05:05 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, starting new job                   
2026-05-13 23:05:05 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, started new job                    
2026-05-13 23:05:14 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, new result: RESULT1: 1.883750, RESULT2: 2.031504
2026-05-13 23:05:16 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, finishing jobs, finished 1 job     
2026-05-13 23:05:16 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, getting new HP set (no sbatch)     
2026-05-13 23:05:16 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, requested 1 jobs, got 1, 0.08 s/job
2026-05-13 23:05:16 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, eval #1/1 start                    
2026-05-13 23:05:16 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, starting new job                   
2026-05-13 23:05:16 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, started new job                    
2026-05-13 23:05:25 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 3 done, ▂█▁, new result: RESULT1: 1.176431, RESULT2: 2.056496
2026-05-13 23:05:28 (840c155f-ade1-4288-9ee1-626389075ee1): UNIFORM, 4 done, ▂█▁▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.096 │    1 │        0.096 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.107 │      │              │
│  Median │   0.107 │      │              │
│   Total │   0.214 │      │              │
│     Max │   0.118 │      │              │
│     Min │   0.096 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.076 │    1 │        0.076 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.053 │      │              │
│    Median │   0.053 │      │              │
│     Total │   0.106 │      │              │
│       Max │   0.076 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_UNIFORM/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
disable_notifications	False
dump_config	None
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
1778713503,751.375,28.1

`RESULT1` (goal: minimize)

Best value: 1.1148563084
Achieved at:
- RESULT2 = 2.5622207554
- int_param = -97
- float_param = -72.227678032358
- int_param_two = -32
- choice_param = hallo

`RESULT2` (goal: minimize)

Best value: 2.0315043557
Achieved at:
- RESULT1 = 1.8837498567
- int_param = -89
- float_param = -39.706520301392
- int_param_two = -62
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-89	-86	-87.5	1.5	2
OO_Info_int_param_two	-62	-52	-57	5	2
OO_Info_float_param	-39.7065	-0.6979	-20.2022	19.5043	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1149	1.8837	1.4636	0.3268	4
RESULT2	2.0315	2.7903	2.3601	0.3264	4
int_param	-97	-40	-78	22.3047	4
float_param	-90.9615	-0.6979	-50.8984	34.2977	4
int_param_two	-62	-32	-46.5	11.4346	4
choice_param	No numerical statistics available

submitit INFO (2026-05-13 23:05:05,438) - Starting with JobEnvironment(job_id=159480, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-13 23:05:05,438) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/159480/159480_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -89, "float_param": -39.70652030139168, "int_param_two": -62, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-89' --float_param='-39.7065203013916772079' --choice_param='hallo'  --int_param_two='-62' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778710220.3449028
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778710826.6443274
Last modification: 1778710220.3449028
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-89' --float_param='-39.7065203013916772079' --choice_param='hallo'  --int_param_two='-62' --nr_results=2 
stdout:
 OO-Info: int_param: -89
OO-Info: int_param_two: -62
OO-Info: float_param: -39.7065203013916772079
OO-Info: choice_param: hallo
RESULT1: 1.88374985668725
RESULT2: 2.0315043556943

stderr was empty
Result: {'RESULT1': 1.88374985668725, 'RESULT2': 2.0315043556943}
Final-results: {'RESULT1': 1.88374985668725, 'RESULT2': 2.0315043556943}
EXIT_CODE: 0
submitit INFO (2026-05-13 23:05:13,003) - Job completed successfully
submitit INFO (2026-05-13 23:05:13,003) - Exiting after successful completion