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…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100.0	10.0	-67.6853971…	hallo	2.4447787195…	-100	-67.6853971…	10	hallo	1.106258717…

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

2026-08-09 04:55:16 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 4 done, ▁▅▁█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,1.62869118390000000573536453885,2.574310352899999987386081556906,-26,7.53208339214324951171875,-77,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.320332346300000070371538640757,2.08969897040000018861860553443,-100,-96.203770317622883112562703900039,7,hallo
2,1786251293,1,0ea6e163-4af0-4aea-aa80-ac97f218b92f,1786251294,1786251300,6,./.tests/optimization_example --int_param='-100' --float_param='-96.28449897017874548055' --choice_param='16'  --int_param_two='7' --nr_results=2,0,,runnervmliwqe,-100,7,-96.284498970178731269697891548276,16,2_0,COMPLETED,BO_MIXED,1.688809870100000054549127526116,2.092552116699999853466351851239,-100,-96.28449897017874548055260675028,7,16
3,1786251305,2,0ea6e163-4af0-4aea-aa80-ac97f218b92f,1786251307,1786251313,6,./.tests/optimization_example --int_param='-100' --float_param='-67.68539713401864332809' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmliwqe,-100,10,-67.685397134018643328090547583997,hallo,3_0,COMPLETED,BO_MIXED,1.106258717672069957771441295336,2.444778719541739864240526003414,-100,-67.685397134018643328090547583997,10,hallo


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 08-09 04:54:50] 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: 2451286b-a56b-414f-b14e-b22018053078
/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 - Exploring parameter space like a ninja |
|  in a maze.                                       |
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                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
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=1 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      │   -100    │ -96.20377031762288 │       7       │    hallo     │   1.3203323463   │   2.0896989704   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │ -67.68539713401864 │      10       │    hallo     │ 1.10625871767207 │ 2.44477871954174 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                        │
│    ⏱️  Duration: 32s                                                                                                                               │
│    🏆 Best RESULT1: 1.10625871767207                                                                                                               │
│    🏆 Best RESULT2: 2.0896989704                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                               │
│    🤖 Model: BO_MIXED                                                                                                                              │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-09 04:54:52 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, Started OmniOpt2 run...
2026-08-09 04:54:53 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, getting new HP set (no sbatch)
2026-08-09 04:54:53 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, requested 1 jobs, got 1, 0.78 s/job
2026-08-09 04:54:53 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, eval #1/1 start                    
2026-08-09 04:54:53 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, starting new job                   
2026-08-09 04:54:53 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, started new job                    
2026-08-09 04:55:01 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, new result: RESULT1: 1.688810, RESULT2: 2.092552
2026-08-09 04:55:03 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, finishing jobs, finished 1 job     
2026-08-09 04:55:05 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, getting new HP set (no sbatch)     
2026-08-09 04:55:05 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, requested 1 jobs, got 1, 2.30 s/job
2026-08-09 04:55:05 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, eval #1/1 start                    
2026-08-09 04:55:05 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, starting new job                   
2026-08-09 04:55:06 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, started new job                    
2026-08-09 04:55:14 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 3 done, ▂█▁, new result: RESULT1: 1.106259, RESULT2: 2.444779
2026-08-09 04:55:16 (0ea6e163-4af0-4aea-aa80-ac97f218b92f): BO_MIXED, 4 done, ▁▅▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.060 │    1 │        0.060 │
│       2 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.060 │      │              │
│  Median │   0.060 │      │              │
│   Total │   0.120 │      │              │
│     Max │   0.060 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.775 │    1 │        0.775 │
│         2 │   2.303 │    1 │        2.303 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.539 │      │              │
│    Median │   1.539 │      │              │
│     Total │   3.078 │      │              │
│       Max │   2.303 │      │              │
│       Min │   0.775 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1786251290,756.30859375,30.1

`RESULT1` (goal: minimize)

Best value: 1.1062587176721
Achieved at:
- int_param_two = 10 (r=-0.494, moderate negative correlation)
- int_param = -100 (r=0.471, moderate positive correlation)
- float_param = -67.685397134019 (r=0.263, weak positive correlation)
- RESULT2 = 2.4447787195417 (r=-0.114, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.0896989704
Achieved at:
- float_param = -96.203770317623 (r=0.895, strong positive correlation)
- int_param = -100 (r=0.739, strong positive correlation)
- int_param_two = 7 (r=-0.716, strong negative correlation)
- RESULT1 = 1.3203323463 (r=-0.114, weak negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	7	10	8.5	1.5	2
OO_Info_float_param	-96.2845	-67.6854	-81.9849	14.2996	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1063	1.6888	1.436	0.2362	4
RESULT2	2.0897	2.5743	2.3003	0.2142	4
int_param	-100	-26	-81.5	32.0429	4
float_param	-96.2845	7.5321	-63.1604	42.4469	4
int_param_two	-77	10	-13.25	36.8265	4
choice_param	No numerical statistics available

submitit INFO (2026-08-09 04:54:53,484) - Starting with JobEnvironment(job_id=161087, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-09 04:54:53,484) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/161087/161087_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -96.28449897017875, "choice_param": 16, "int_param_two": 7}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-96.28449897017874548055' --choice_param='16'  --int_param_two='7' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786248612.4031615
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786249033.611436
Last modification: 1786248612.4031615
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-96.28449897017874548055' --choice_param='16'  --int_param_two='7' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 7
OO-Info: float_param: -96.28449897017874548055
OO-Info: choice_param: 16
RESULT1: 1.68880987011744
RESULT2: 2.09255211669685

stderr was empty
Result: {'RESULT1': 1.68880987011744, 'RESULT2': 2.09255211669685}
Final-results: {'RESULT1': 1.68880987011744, 'RESULT2': 2.09255211669685}
EXIT_CODE: 0
submitit INFO (2026-08-09 04:55:00,441) - Job completed successfully
submitit INFO (2026-08-09 04:55:00,442) - Exiting after successful completion