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
-99.0	-4.0	4.339927863418767	8	2.962091341	-99	4.339927863418767	-4	8	1.0311519523

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

2026-07-17 10:43:33 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 4 done, ▁▆█▁, finishing jobs, finished 1 job

Git-Version

Commit: 40e86984857e047bcfb600b452b0692331ba16d4 (9396)

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,2.366244988400000082151564129163,1.735767720800000191161416296382,9,-90.28018809854984283447265625,-5,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.401351055700000181047926162137,1.170463828699999986326929501956,-100,6.716503006349736182301057851873,-96,hallo
2,1784284976,2,94e844cb-2130-4ed2-8296-82d643a54ab1,1784284978,1784284984,6,./.tests/optimization_example --int_param='-99' --float_param='4.33992786341876701783' --choice_param='8'  --int_param_two='-4' --nr_results=2,0,,runnervm3jd5f,-99,-4,4.339927863418767017833488353062,8,2_0,COMPLETED,BO_MIXED,2.962091340999999822258814674569,1.031151952299999896567328505625,-99,4.339927863418767017833488353062,-4,8
3,1784285000,2,94e844cb-2130-4ed2-8296-82d643a54ab1,1784285002,1784285008,6,./.tests/optimization_example --int_param='-99' --float_param='2.97506447307464982899' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervm3jd5f,-99,10,2.975064473074649384898293646984,hallo,3_0,COMPLETED,BO_MIXED,2.924915202518119983210453938227,1.645334683665170105726360816334,-99,2.975064473074649828987503497046,10,hallo

config_objectives not found


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

Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (version: 9396)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-17 10:42:50] 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: 2e80b45b-d792-43c3-9eb8-9d80743de40f
/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 - Tuning hyperparameters like a caffeina |
| ted monk with a Rubik's Cube.                     |
 \                                                 /
  =================================================
                                                   \
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                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  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=39 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      0      │     9     │ -90.28018809854984 │      -5       │      16      │ 1.7357677208000002 │ 2.3662449884 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│      1      │   -100    │ 6.716503006349736  │      -96      │    hallo     │    1.1704638287    │ 2.4013510557 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│      2      │    -99    │ 4.339927863418767  │      -4       │      8       │    1.0311519523    │ 2.962091341  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
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: 56s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.0311519523                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.3662449884                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🤖 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-17 10:42:53 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, Started OmniOpt2 run...
2026-07-17 10:42:56 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, getting new HP set (no sbatch)
2026-07-17 10:42:56 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, requested 1 jobs, got 1, 2.84 s/job
2026-07-17 10:42:56 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, eval #1/1 start                    
2026-07-17 10:42:56 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, starting new job                   
2026-07-17 10:42:57 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, started new job                    
2026-07-17 10:43:06 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, new result: RESULT1: 1.031152, RESULT2: 2.962091
2026-07-17 10:43:09 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, finishing jobs, finished 1 job     
2026-07-17 10:43:20 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, getting new HP set (no sbatch)     
2026-07-17 10:43:20 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, requested 1 jobs, got 1, 10.83 s/job
2026-07-17 10:43:20 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, eval #1/1 start                     
2026-07-17 10:43:20 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, starting new job                    
2026-07-17 10:43:20 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, started new job                     
2026-07-17 10:43:29 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 3 done, ▁▆█, new result: RESULT1: 1.645335, RESULT2: 2.924915
2026-07-17 10:43:33 (94e844cb-2130-4ed2-8296-82d643a54ab1): BO_MIXED, 4 done, ▁▆█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.266 │    1 │        0.266 │
│       2 │   0.119 │    1 │        0.119 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.192 │      │              │
│  Median │   0.192 │      │              │
│   Total │   0.385 │      │              │
│     Max │   0.266 │      │              │
│     Min │   0.119 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.844 │    1 │        2.844 │
│         2 │  10.830 │    1 │       10.830 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.837 │      │              │
│    Median │   6.837 │      │              │
│     Total │  13.675 │      │              │
│       Max │  10.830 │      │              │
│       Min │   2.844 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784284971,890.30859375,26.8

`RESULT1` (goal: minimize)

Best value: 1.0311519523
Achieved at:
- float_param = 4.3399278634188 (r=-0.668, moderate negative correlation)
- int_param = -99 (r=0.655, moderate positive correlation)
- int_param_two = -4 (r=0.471, moderate positive correlation)
- RESULT2 = 2.962091341 (r=-0.254, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.3662449884
Achieved at:
- int_param = 9 (r=-0.605, moderate negative correlation)
- int_param_two = -5 (r=0.594, moderate positive correlation)
- float_param = -90.28018809855 (r=0.589, moderate positive correlation)
- RESULT1 = 1.7357677208 (r=-0.254, 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	-99	-99	-99	0	2
OO_Info_int_param_two	-4	10	3	7	2
OO_Info_float_param	2.9751	4.3399	3.6575	0.6824	2
OO_Info_choice_param	No numerical statistics available
RESULT2	2.3662	2.9621	2.6637	0.2804	4
RESULT1	1.0312	1.7358	1.3957	0.3007	4
int_param	-100	9	-72.25	46.9115	4
float_param	-90.2802	6.7165	-19.0622	41.1395	4
int_param_two	-96	10	-23.75	42.133	4
choice_param	No numerical statistics available

submitit INFO (2026-07-17 10:42:57,312) - Starting with JobEnvironment(job_id=163734, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-17 10:42:57,313) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/163734/163734_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -99, "float_param": 4.339927863418767, "choice_param": 8, "int_param_two": -4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-99' --float_param='4.33992786341876701783' --choice_param='8'  --int_param_two='-4' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784280899.7343214
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784281587.1687462
Last modification: 1784280899.7343214
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-99' --float_param='4.33992786341876701783' --choice_param='8'  --int_param_two='-4' --nr_results=2 
stdout:
 OO-Info: int_param: -99
OO-Info: int_param_two: -4
OO-Info: float_param: 4.33992786341876701783
OO-Info: choice_param: 8
RESULT1: 1.03115195229566
RESULT2: 2.9620913410067

stderr was empty
Result: {'RESULT1': 1.03115195229566, 'RESULT2': 2.9620913410067}
Final-results: {'RESULT1': 1.03115195229566, 'RESULT2': 2.9620913410067}
EXIT_CODE: 0
submitit INFO (2026-07-17 10:43:04,907) - Job completed successfully
submitit INFO (2026-07-17 10:43:04,907) - Exiting after successful completion