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_choi…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
-100.0	10.0	-100.0	1.0	2.7342520047	-100	-100.0	10	1	1.0633945163

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

2026-07-26 07:12:08 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): 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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,2.639325791400000120745517051546,1.31745870789999997008123955311,5,6.665174961090087890625,-56,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.297161945500000079789515439188,1.11361226820000003279176326032,-100,-100,10,2
2,1785049893,2,e421f3f2-d359-4305-9db9-9d6c6ac2fb86,1785049895,1785049901,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2,0,,runnervmvrwv9,-100,10,-100,1,2_0,COMPLETED,BO_MIXED,2.734252004700000071579779614694,1.063394516300000036679307413578,-100,-100,10,1
3,1785049916,1,e421f3f2-d359-4305-9db9-9d6c6ac2fb86,1785049917,1785049923,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='2'  --int_param_two='-20' --nr_results=2,0,,runnervmvrwv9,-100,-20,-100,2,3_0,COMPLETED,BO_MIXED,2.03201801757992983610279225104,1.386153262415070086532864479523,-100,-100,-20,2

config_objectives not found


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-26 07:11:26] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 3dba20cc-f0bb-4a13-a220-8cd450619b19
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - A trip through the hyperspace of the p |
| arameter landscape.                               |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  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=63 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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    │    -100     │      10       │      2       │   1.1136122682   │   2.2971619455   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │   -100    │    -100     │      10       │      1       │   1.0633945163   │   2.7342520047   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │    -100     │      -20      │      2       │ 1.38615326241507 │ 2.03201801757993 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 54s                                                                                                                               │
│    🏆 Best RESULT1: 1.0633945163                                                                                                                   │
│    🏆 Best RESULT2: 2.03201801757993                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                               │
│    🤖 Model: BO_MIXED                                                                                                                              │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 07:11:29 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, Started OmniOpt2 run...
2026-07-26 07:11:33 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, getting new HP set (no sbatch)
2026-07-26 07:11:33 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, requested 1 jobs, got 1, 3.17 s/job
2026-07-26 07:11:33 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, eval #1/1 start                    
2026-07-26 07:11:33 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, starting new job                   
2026-07-26 07:11:33 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, started new job                    
2026-07-26 07:11:42 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, new result: RESULT1: 1.063395, RESULT2: 2.734252
2026-07-26 07:11:45 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, finishing jobs, finished 1 job     
2026-07-26 07:11:55 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, getting new HP set (no sbatch)     
2026-07-26 07:11:55 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, requested 1 jobs, got 1, 10.63 s/job
2026-07-26 07:11:56 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, eval #1/1 start                     
2026-07-26 07:11:56 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, starting new job                    
2026-07-26 07:11:56 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, started new job                     
2026-07-26 07:12:05 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 3 done, ▁▆█, new result: RESULT1: 1.386153, RESULT2: 2.032018
2026-07-26 07:12:08 (e421f3f2-d359-4305-9db9-9d6c6ac2fb86): BO_MIXED, 4 done, ▂▆█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.115 │    1 │        0.115 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.189 │      │              │
│  Median │   0.189 │      │              │
│   Total │   0.378 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.115 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   3.172 │    1 │        3.172 │
│         2 │  10.629 │    1 │       10.629 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.900 │      │              │
│    Median │   6.900 │      │              │
│     Total │  13.800 │      │              │
│       Max │  10.629 │      │              │
│       Min │   3.172 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1785049887,890.02734375,26.8

`RESULT1` (goal: minimize)

Best value: 1.0633945163
Achieved at:
- int_param_two = 10 (r=-0.777, strong negative correlation)
- RESULT2 = 2.7342520047 (r=-0.525, moderate negative correlation)
- choice_param = 1 (r=0.494, moderate positive correlation)
- int_param = -100 (r=0.416, moderate positive correlation)
- float_param = -100 (r=0.416, moderate positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.0320180175799
Achieved at:
- RESULT1 = 1.3861532624151 (r=-0.525, moderate negative correlation)
- int_param = -100 (r=0.441, moderate positive correlation)
- float_param = -100 (r=0.441, moderate positive correlation)
- choice_param = 2 (r=0.314, weak positive correlation)
- int_param_two = -20 (r=-0.075, 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	-20	10	-5	15	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT2	2.032	2.7343	2.4257	0.2794	4
RESULT1	1.0634	1.3862	1.2202	0.135	4
int_param	-100	5	-73.75	45.4663	4
float_param	-100	6.6652	-73.3337	46.1874	4
int_param_two	-56	10	-14	27.1662	4
choice_param	1	8	3.25	2.7726	4

submitit INFO (2026-07-26 07:11:33,646) - Starting with JobEnvironment(job_id=158902, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 07:11:33,647) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/158902/158902_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "choice_param": 1, "int_param_two": 10}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785045651.236434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785046281.8339853
Last modification: 1785045651.236434
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -100
OO-Info: choice_param: 1
RESULT1: 1.06339451631448
RESULT2: 2.73425200474182

stderr was empty
Result: {'RESULT1': 1.06339451631448, 'RESULT2': 2.73425200474182}
Final-results: {'RESULT1': 1.06339451631448, 'RESULT2': 2.73425200474182}
EXIT_CODE: 0
submitit INFO (2026-07-26 07:11:41,173) - Job completed successfully
submitit INFO (2026-07-26 07:11:41,174) - Exiting after successful completion