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
-56.0	-41.0	-95.93314652…	16.0	2.3095307521	-56	-95.93314652…	-41	16	1.5503109555

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 20:14:43 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 4 done, ▆▆█▁, finishing jobs, finished 1 job

Git-Version

Commit: 1d8438942b0dad3870060c63f9266acf9bdf359b (9412)

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,2.803290152499999798862972966162,1.636031401699999943133434499032,-44,-96.8871892802417278289794921875,-18,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,2.086204858099999892573350734892,1.60588442289999999701421984355,-17,-5.401156651097977601239108480513,-16,1
2,1784578458,2,e0658e21-b9ba-4dd2-b2fd-86c63e12f734,1784578460,1784578466,6,./.tests/optimization_example --int_param='-56' --float_param='-95.93314652021160782169' --choice_param='16'  --int_param_two='-41' --nr_results=2,0,,runnervm3jd5f,-56,-41,-95.933146520211593610838463064283,16,2_0,COMPLETED,UNIFORM,2.309530752100000139392932396731,1.550310955500000087425860328949,-56,-95.933146520211607821693178266287,-41,16
3,1784578471,2,e0658e21-b9ba-4dd2-b2fd-86c63e12f734,1784578473,1784578479,6,./.tests/optimization_example --int_param='-19' --float_param='-89.18647412019279840933' --choice_param='2'  --int_param_two='4' --nr_results=2,0,,runnervm3jd5f,-19,4,-89.186474120192798409334500320256,2,3_0,COMPLETED,UNIFORM,2.350946132649800013325602776604,1.897935990550650098285245803709,-19,-89.186474120192798409334500320256,4,2

config_objectives not found


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

Current git-hash: 1d8438942b0dad3870060c63f9266acf9bdf359b (version: 9412)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:14:13] 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: b2bbdcc6-3984-4fdb-ac33-1a260f5ef94f
/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.")
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

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=163 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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      │    -17    │ -5.401156651097978 │      -16      │      1       │ 1.6058844229 │ 2.0862048581 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -56    │ -95.93314652021161 │      -41      │      16      │ 1.5503109555 │ 2.3095307521 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 43s                                                                                                                               │
│    🏆 Best RESULT1: 1.5503109555                                                                                                                   │
│    🏆 Best RESULT2: 2.0862048581                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                │
│    🤖 Model: UNIFORM                                                                                                                               │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:14:18 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, Started OmniOpt2 run...
2026-07-20 20:14:18 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, getting new HP set (no sbatch)
2026-07-20 20:14:18 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 20:14:18 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, eval #1/1 start                    
2026-07-20 20:14:18 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, starting new job                   
2026-07-20 20:14:18 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, started new job                    
2026-07-20 20:14:27 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, new result: RESULT1: 1.550311, RESULT2: 2.309531
2026-07-20 20:14:30 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, finishing jobs, finished 1 job     
2026-07-20 20:14:31 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, getting new HP set (no sbatch)     
2026-07-20 20:14:31 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, requested 1 jobs, got 1, 0.13 s/job
2026-07-20 20:14:31 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, eval #1/1 start                    
2026-07-20 20:14:31 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, starting new job                   
2026-07-20 20:14:31 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, started new job                    
2026-07-20 20:14:40 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 3 done, ▁▃█, new result: RESULT1: 1.897936, RESULT2: 2.350946
2026-07-20 20:14:43 (e0658e21-b9ba-4dd2-b2fd-86c63e12f734): UNIFORM, 4 done, ▆▆█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.268 │    1 │        0.268 │
│       2 │   0.115 │    1 │        0.115 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.192 │      │              │
│  Median │   0.192 │      │              │
│   Total │   0.383 │      │              │
│     Max │   0.268 │      │              │
│     Min │   0.115 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.057 │    1 │        0.057 │
│         2 │   0.133 │    1 │        0.133 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.095 │      │              │
│    Median │   0.095 │      │              │
│     Total │   0.190 │      │              │
│       Max │   0.133 │      │              │
│       Min │   0.057 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784578454,889.9765625,26.7

`RESULT1` (goal: minimize)

Best value: 1.5503109555
Achieved at:
- int_param_two = -41 (r=0.896, strong positive correlation)
- int_param = -56 (r=0.598, moderate positive correlation)
- choice_param = 16 (r=-0.534, moderate negative correlation)
- float_param = -95.933146520212 (r=-0.218, weak negative correlation)
- RESULT2 = 2.3095307521 (r=0.044, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.0862048581
Achieved at:
- float_param = -5.401156651098 (r=-0.697, moderate negative correlation)
- int_param = -17 (r=-0.47, moderate negative correlation)
- RESULT1 = 1.6058844229 (r=0.044, weak positive correlation)
- int_param_two = -16 (r=0.023, weak positive correlation)
- choice_param = 1 (r=0.007, 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	-56	-19	-37.5	18.5	2
OO_Info_int_param_two	-41	4	-18.5	22.5	2
OO_Info_float_param	-95.9331	-89.1865	-92.5598	3.3733	2
OO_Info_choice_param	2	16	9	7	2
RESULT2	2.0862	2.8033	2.3875	0.2603	4
RESULT1	1.5503	1.8979	1.6725	0.1337	4
int_param	-56	-17	-34	16.568	4
float_param	-96.8872	-5.4012	-71.852	38.4801	4
int_param_two	-41	4	-17.75	15.9433	4
choice_param	1	16	5.75	6.0156	4

submitit INFO (2026-07-20 20:14:18,930) - Starting with JobEnvironment(job_id=153237, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:14:18,930) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/153237/153237_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -56, "float_param": -95.93314652021161, "int_param_two": -41, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-56' --float_param='-95.93314652021160782169' --choice_param='16'  --int_param_two='-41' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574490.7391434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784575141.7809556
Last modification: 1784574490.7391434
Hostname: runnervm3jd5f
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DEBUG INFOS END

./.tests/optimization_example --int_param='-56' --float_param='-95.93314652021160782169' --choice_param='16'  --int_param_two='-41' --nr_results=2 
stdout:
 OO-Info: int_param: -56
OO-Info: int_param_two: -41
OO-Info: float_param: -95.93314652021160782169
OO-Info: choice_param: 16
RESULT1: 1.55031095545656
RESULT2: 2.30953075210297

stderr was empty
Result: {'RESULT1': 1.55031095545656, 'RESULT2': 2.30953075210297}
Final-results: {'RESULT1': 1.55031095545656, 'RESULT2': 2.30953075210297}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:14:26,515) - Job completed successfully
submitit INFO (2026-07-20 20:14:26,515) - Exiting after successful completion