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
-90.0	-78.0	-62.699651026573584	16.0	2.8971848486000003	-90	-62.699651026573584	-78	16	1.2189952476

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

2026-07-16 06:07:46 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 4 done, ▆▁█▆, finishing jobs, finished 1 job

Git-Version

Commit: 7ec7c180ddeb70e69ef837c896ebe061f7046be1 (9346-23-g7ec7c180d)

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,2.808084566699999840011514606886,1.296315748600000095080986284302,-1,-20.25044977664947509765625,-76,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,2.756350131100000044881426219945,1.565473463500000050885319069494,-99,-52.528370376055598001130420016125,-40,hallo
2,1784182041,2,df24018c-b400-4a43-aab7-c2f05832c6a1,1784182043,1784182049,6,./.tests/optimization_example --int_param='-90' --float_param='-62.69965102657358357874' --choice_param='16'  --int_param_two='-78' --nr_results=2,0,,runnervm5mmn9,-90,-78,-62.69965102657358357873818022199,16,2_0,COMPLETED,UNIFORM,2.897184848600000250939956458751,1.218995247600000109144957605167,-90,-62.69965102657358357873818022199,-78,16
3,1784182054,2,df24018c-b400-4a43-aab7-c2f05832c6a1,1784182056,1784182062,6,./.tests/optimization_example --int_param='-79' --float_param='-38.62458892168592683447' --choice_param='2'  --int_param_two='8' --nr_results=2,0,,runnervm5mmn9,-79,8,-38.624588921685926834470592439175,2,3_0,COMPLETED,UNIFORM,2.828293114758220205828820326133,1.271145884486940103030860882427,-79,-38.624588921685926834470592439175,8,2

config_objectives not found


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

Current git-hash: 7ec7c180ddeb70e69ef837c896ebe061f7046be1 (last fully tested stable version 23 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 06:07:18] 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: df7a04fb-c7c1-4e8f-9ad5-75bc527c8219
/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.")
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

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=31 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       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      0      │    -1     │ -20.250449776649475 │      -76      │      1       │   1.2963157486   │    2.8080845667    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      1      │    -99    │  -52.5283703760556  │      -40      │    hallo     │   1.5654734635   │    2.7563501311    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      2      │    -90    │ -62.699651026573584 │      -78      │      16      │   1.2189952476   │ 2.8971848486000003 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    -79    │ -38.62458892168593  │       8       │      2       │ 1.27114588448694 │  2.82829311475822  │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
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: 40s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2189952476                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.7563501311                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                                                                  │
│    🧠 Model: UNIFORM                                                                                                                                                                                 │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 06:07:21 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, Started OmniOpt2 run...
2026-07-16 06:07:21 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, getting new HP set (no sbatch)
2026-07-16 06:07:21 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, requested 1 jobs, got 1, 0.06 s/job
2026-07-16 06:07:21 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, eval #1/1 start                    
2026-07-16 06:07:21 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, starting new job                   
2026-07-16 06:07:22 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, started new job                    
2026-07-16 06:07:31 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, new result: RESULT1: 1.218995, RESULT2: 2.897185
2026-07-16 06:07:33 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, finishing jobs, finished 1 job     
2026-07-16 06:07:34 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, getting new HP set (no sbatch)     
2026-07-16 06:07:34 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, requested 1 jobs, got 1, 0.13 s/job
2026-07-16 06:07:34 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, eval #1/1 start                    
2026-07-16 06:07:34 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, starting new job                   
2026-07-16 06:07:34 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, started new job                    
2026-07-16 06:07:43 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 3 done, ▆▁█, new result: RESULT1: 1.271146, RESULT2: 2.828293
2026-07-16 06:07:46 (df24018c-b400-4a43-aab7-c2f05832c6a1): UNIFORM, 4 done, ▆▁█▆, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.268 │    1 │        0.268 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.191 │      │              │
│  Median │   0.191 │      │              │
│   Total │   0.382 │      │              │
│     Max │   0.268 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.057 │    1 │        0.057 │
│         2 │   0.135 │    1 │        0.135 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.096 │      │              │
│    Median │   0.096 │      │              │
│     Total │   0.192 │      │              │
│       Max │   0.135 │      │              │
│       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
1784182039,889.69921875,26.9

`RESULT1` (goal: minimize)

Best value: 1.2189952476
Achieved at:
- RESULT2 = 2.8971848486 (r=-0.875, strong negative correlation)
- int_param = -90 (r=-0.311, weak negative correlation)
- int_param_two = -78 (r=0.15, weak positive correlation)
- float_param = -62.699651026574 (r=-0.124, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.7563501311
Achieved at:
- RESULT1 = 1.5654734635 (r=-0.875, strong negative correlation)
- float_param = -52.528370376056 (r=-0.356, weak negative correlation)
- int_param_two = -40 (r=-0.29, weak negative correlation)
- int_param = -99 (r=-0.079, 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	-90	-79	-84.5	5.5	2
OO_Info_int_param_two	-78	8	-35	43	2
OO_Info_float_param	-62.6997	-38.6246	-50.6621	12.0375	2
OO_Info_choice_param	2	16	9	7	2
RESULT2	2.7564	2.8972	2.8225	0.0505	4
RESULT1	1.219	1.5655	1.338	0.1343	4
int_param	-99	-1	-67.25	38.8997	4
float_param	-62.6997	-20.2504	-43.5258	15.9252	4
int_param_two	-78	8	-46.5	34.9106	4
choice_param	No numerical statistics available

submitit INFO (2026-07-16 06:07:22,355) - Starting with JobEnvironment(job_id=160403, hostname=runnervm5mmn9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 06:07:22,355) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/160403/160403_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -90, "float_param": -62.699651026573584, "int_param_two": -78, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-90' --float_param='-62.69965102657358357874' --choice_param='16'  --int_param_two='-78' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784178228.2485952
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784178853.8679512
Last modification: 1784178228.2485952
Hostname: runnervm5mmn9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-90' --float_param='-62.69965102657358357874' --choice_param='16'  --int_param_two='-78' --nr_results=2 
stdout:
 OO-Info: int_param: -90
OO-Info: int_param_two: -78
OO-Info: float_param: -62.69965102657358357874
OO-Info: choice_param: 16
RESULT1: 1.21899524757555
RESULT2: 2.89718484864304

stderr was empty
Result: {'RESULT1': 1.21899524757555, 'RESULT2': 2.89718484864304}
Final-results: {'RESULT1': 1.21899524757555, 'RESULT2': 2.89718484864304}
EXIT_CODE: 0
submitit INFO (2026-07-16 06:07:29,893) - Job completed successfully
submitit INFO (2026-07-16 06:07:29,893) - Exiting after successful completion