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_floa…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
-78.0	-16.0	-86.70039278…	1	2.697248282	-78	-86.70039278…	-16	1	1.0383821799

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

2026-07-20 19:53:53 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 4 done, ▃▅█▁, finishing jobs, finished 1 job

Git-Version

Commit: 1d8438942b0dad3870060c63f9266acf9bdf359b (9405-7-g1d8438942)

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,1.687470813400000047010962589411,2.500943040800000183310203283327,-91,-44.1883170604705810546875,-61,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.34151734630000007975070275279,2.598199779699999822923928149976,-22,-46.628550295321403496018319856375,-41,2
2,1784577211,1,5558c8dc-ab96-4ebb-a139-3234ca798088,1784577212,1784577218,6,./.tests/optimization_example --int_param='-78' --float_param='-86.70039278489871037436' --choice_param='1'  --int_param_two='-16' --nr_results=2,0,,runnervm76tkm,-78,-16,-86.700392784898710374363872688264,1,2_0,COMPLETED,UNIFORM,1.038382179899999924188591648999,2.697248281999999885982788327965,-78,-86.700392784898710374363872688264,-16,1
3,1784577222,1,5558c8dc-ab96-4ebb-a139-3234ca798088,1784577223,1784577229,6,./.tests/optimization_example --int_param='-25' --float_param='-38.52276261037110316465' --choice_param='hallo'  --int_param_two='-89' --nr_results=2,0,,runnervm76tkm,-25,-89,-38.522762610371103164652595296502,hallo,3_0,COMPLETED,UNIFORM,1.948964859898300039375840242428,2.945007483332549913512821149197,-25,-38.522762610371103164652595296502,-89,hallo


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

Current git-hash: 1d8438942b0dad3870060c63f9266acf9bdf359b (last fully tested stable version 7 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 19:53:29] 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: 3044ecf7-a4b1-4e81-b30e-2f7930dd7124
/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 - Climbing the hyperparameter mountain.. |
| . Montana Sacra style!                            |
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                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
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=59 for live-results.

Generation strategy: UNIFORM for 4 steps.
You have 4 CPUs available for the main process. No CUDA devices found.
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      │    -91    │ -44.18831706047058 │      -61      │      4       │ 1.6874708134 │ 2.5009430408 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      1      │    -22    │ -46.6285502953214  │      -41      │      2       │ 1.3415173463 │ 2.5981997797 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -78    │ -86.70039278489871 │      -16      │      1       │ 1.0383821799 │ 2.697248282  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 30s                                                                                                                               │
│    🏆 Best RESULT1: 1.0383821799                                                                                                                   │
│    🏆 Best RESULT2: 2.5009430408                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                │
│    🤖 Model: UNIFORM                                                                                                                               │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:53:31 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, Started OmniOpt2 run...
2026-07-20 19:53:31 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, getting new HP set (no sbatch)
2026-07-20 19:53:31 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, requested 1 jobs, got 1, 0.02 s/job
2026-07-20 19:53:31 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, eval #1/1 start                    
2026-07-20 19:53:31 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, starting new job                   
2026-07-20 19:53:31 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, started new job                    
2026-07-20 19:53:39 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, new result: RESULT1: 1.038382, RESULT2: 2.697248
2026-07-20 19:53:42 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, finishing jobs, finished 1 job     
2026-07-20 19:53:42 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, getting new HP set (no sbatch)     
2026-07-20 19:53:42 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, requested 1 jobs, got 1, 0.05 s/job
2026-07-20 19:53:42 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, eval #1/1 start                    
2026-07-20 19:53:42 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, starting new job                   
2026-07-20 19:53:42 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, started new job                    
2026-07-20 19:53:50 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 3 done, ▁▄█, new result: RESULT1: 1.948965, RESULT2: 2.945007
2026-07-20 19:53:53 (5558c8dc-ab96-4ebb-a139-3234ca798088): UNIFORM, 4 done, ▃▅█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.071 │    1 │        0.071 │
│       2 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.067 │      │              │
│  Median │   0.067 │      │              │
│   Total │   0.133 │      │              │
│     Max │   0.071 │      │              │
│     Min │   0.063 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.051 │    1 │        0.051 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.036 │      │              │
│    Median │   0.036 │      │              │
│     Total │   0.072 │      │              │
│       Max │   0.051 │      │              │
│       Min │   0.021 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784577209,755.72265625,29.4

`RESULT1` (goal: minimize)

Best value: 1.0383821799
Achieved at:
- int_param_two = -16 (r=-0.994, strong negative correlation)
- float_param = -86.700392784899 (r=0.863, strong positive correlation)
- RESULT2 = 2.697248282 (r=0.397, weak positive correlation)
- int_param = -78 (r=0.284, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.5009430408
Achieved at:
- int_param = -91 (r=0.553, moderate positive correlation)
- int_param_two = -61 (r=-0.479, moderate negative correlation)
- RESULT1 = 1.6874708134 (r=0.397, weak positive correlation)
- float_param = -44.188317060471 (r=0.093, 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	-78	-25	-51.5	26.5	2
OO_Info_int_param_two	-89	-16	-52.5	36.5	2
OO_Info_float_param	-86.7004	-38.5228	-62.6116	24.0888	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0384	1.949	1.5041	0.3445	4
RESULT2	2.5009	2.945	2.6853	0.1652	4
int_param	-91	-22	-54	30.8626	4
float_param	-86.7004	-38.5228	-54.01	19.1015	4
int_param_two	-89	-16	-51.75	26.771	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 19:53:31,933) - Starting with JobEnvironment(job_id=156174, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:53:31,933) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/156174/156174_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -78, "float_param": -86.70039278489871, "int_param_two": -16, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-78' --float_param='-86.70039278489871037436' --choice_param='1'  --int_param_two='-16' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574478.3446064
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574980.850594
Last modification: 1784574478.3446064
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-78' --float_param='-86.70039278489871037436' --choice_param='1'  --int_param_two='-16' --nr_results=2 
stdout:
 OO-Info: int_param: -78
OO-Info: int_param_two: -16
OO-Info: float_param: -86.70039278489871037436
OO-Info: choice_param: 1
RESULT1: 1.03838217987596
RESULT2: 2.69724828200148

stderr was empty
Result: {'RESULT1': 1.03838217987596, 'RESULT2': 2.69724828200148}
Final-results: {'RESULT1': 1.03838217987596, 'RESULT2': 2.69724828200148}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:53:38,991) - Job completed successfully
submitit INFO (2026-07-20 19:53:38,992) - Exiting after successful completion