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
-21.0	-40.0	-94.18495456239408	hallo	2.92279775286758	-21	-94.18495456239408	-40	hallo	1.16437795486218

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

2026-07-17 10:28:39 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 4 done, ▁▇▅█, finishing jobs, finished 1 job

Git-Version

Commit: 40e86984857e047bcfb600b452b0692331ba16d4 (9392-4-g40e869848)

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,1.948943368700000178250775206834,2.408708414899999983305178830051,-87,-16.49533927440643310546875,-94,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.265890005099999937598909127701,2.548868593199999921239395916928,-92,-66.709022528031852061758399941027,-6,2
2,1784284095,2,8a67f290-c945-40fa-9b8c-8549883c0d30,1784284097,1784284103,6,./.tests/optimization_example --int_param='-74' --float_param='-38.35600438729700556451' --choice_param='1'  --int_param_two='-52' --nr_results=2,0,,runnervm76tkm,-74,-52,-38.356004387297005564505525398999,1,2_0,COMPLETED,UNIFORM,1.426623711399999994142717696377,2.576550654500000092639311333187,-74,-38.356004387297005564505525398999,-52,1
3,1784284107,2,8a67f290-c945-40fa-9b8c-8549883c0d30,1784284109,1784284115,6,./.tests/optimization_example --int_param='-21' --float_param='-94.18495456239408269994' --choice_param='hallo'  --int_param_two='-40' --nr_results=2,0,,runnervm76tkm,-21,-40,-94.184954562394082699938735459,hallo,3_0,COMPLETED,UNIFORM,1.164377954862179986861292491085,2.922797752867579923474750103196,-21,-94.184954562394082699938735459,-40,hallo


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

Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (last fully tested stable version 4 commits ago [fa24dfbf750366b8c83f9ef04857a770020b8dad, 9392])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-17 10:28:13] 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: 149388e4-d67f-490d-b9e5-7a40d1087ee3
/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.")
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=37 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -87    │ -16.495339274406433 │      -94      │    hallo     │ 1.9489433687000002 │   2.4087084149   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │    -92    │ -66.70902252803185  │      -6       │      2       │    1.2658900051    │   2.5488685932   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    -21    │ -94.18495456239408  │      -40      │    hallo     │  1.16437795486218  │ 2.92279775286758 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 34s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.16437795486218                                                                                                                                                                 │
│    🏆 Best RESULT2: 2.4087084149                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                                                                  │
│    🤖 Model: UNIFORM                                                                                                                                                                                 │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-17 10:28:15 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, Started OmniOpt2 run...
2026-07-17 10:28:15 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, getting new HP set (no sbatch)
2026-07-17 10:28:15 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-07-17 10:28:15 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, eval #1/1 start                    
2026-07-17 10:28:15 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, starting new job                   
2026-07-17 10:28:15 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, started new job                    
2026-07-17 10:28:24 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, new result: RESULT1: 1.426624, RESULT2: 2.576551
2026-07-17 10:28:27 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, finishing jobs, finished 1 job     
2026-07-17 10:28:27 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, getting new HP set (no sbatch)     
2026-07-17 10:28:27 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, requested 1 jobs, got 1, 0.07 s/job
2026-07-17 10:28:27 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, eval #1/1 start                    
2026-07-17 10:28:27 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, starting new job                   
2026-07-17 10:28:27 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, started new job                    
2026-07-17 10:28:36 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 3 done, ▁█▆, new result: RESULT1: 1.164378, RESULT2: 2.922798
2026-07-17 10:28:39 (8a67f290-c945-40fa-9b8c-8549883c0d30): UNIFORM, 4 done, ▁▇▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.117 │    1 │        0.117 │
│       2 │   0.094 │    1 │        0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.105 │      │              │
│  Median │   0.105 │      │              │
│   Total │   0.211 │      │              │
│     Max │   0.117 │      │              │
│     Min │   0.094 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.029 │    1 │        0.029 │
│         2 │   0.074 │    1 │        0.074 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.052 │      │              │
│    Median │   0.052 │      │              │
│     Total │   0.103 │      │              │
│       Max │   0.074 │      │              │
│       Min │   0.029 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784284093,756.0390625,28.2

`RESULT1` (goal: minimize)

Best value: 1.1643779548622
Achieved at:
- float_param = -94.184954562394 (r=0.909, strong positive correlation)
- int_param_two = -40 (r=-0.865, strong negative correlation)
- RESULT2 = 2.9227977528676 (r=-0.778, strong negative correlation)
- int_param = -21 (r=-0.538, moderate negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.4087084149
Achieved at:
- int_param = -87 (r=0.947, strong positive correlation)
- float_param = -16.495339274406 (r=-0.897, strong negative correlation)
- RESULT1 = 1.9489433687 (r=-0.778, strong negative correlation)
- int_param_two = -94 (r=0.392, weak positive 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	-74	-21	-47.5	26.5	2
OO_Info_int_param_two	-52	-40	-46	6	2
OO_Info_float_param	-94.185	-38.356	-66.2705	27.9145	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1644	1.9489	1.4515	0.3021	4
RESULT2	2.4087	2.9228	2.6142	0.1892	4
int_param	-92	-21	-68.5	28.2002	4
float_param	-94.185	-16.4953	-53.9363	29.2731	4
int_param_two	-94	-6	-48	31.4643	4
choice_param	No numerical statistics available

submitit INFO (2026-07-17 10:28:15,940) - Starting with JobEnvironment(job_id=161613, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-17 10:28:15,940) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/161613/161613_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -74, "float_param": -38.356004387297006, "int_param_two": -52, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-74' --float_param='-38.35600438729700556451' --choice_param='1'  --int_param_two='-52' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784280896.189408
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784281496.6529744
Last modification: 1784280896.189408
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-74' --float_param='-38.35600438729700556451' --choice_param='1'  --int_param_two='-52' --nr_results=2 
stdout:
 OO-Info: int_param: -74
OO-Info: int_param_two: -52
OO-Info: float_param: -38.35600438729700556451
OO-Info: choice_param: 1
RESULT1: 1.42662371143615
RESULT2: 2.57655065445894

stderr was empty
Result: {'RESULT1': 1.42662371143615, 'RESULT2': 2.57655065445894}
Final-results: {'RESULT1': 1.42662371143615, 'RESULT2': 2.57655065445894}
EXIT_CODE: 0
submitit INFO (2026-07-17 10:28:23,473) - Job completed successfully
submitit INFO (2026-07-17 10:28:23,474) - Exiting after successful completion