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
1.0	-100.0	-10.457916874618023	2.0	2.5369586769	1	-10.457916874618025	-100	2	1.2098309983

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

2026-07-20 08:18:58 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 4 done, ▄▁█▁, finishing jobs, finished 1 job

Git-Version

Commit: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (9398)

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,2.891238170100000282047858490841,1.528422401400000074644935921242,-22,-14.039709568023681640625,-1,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.542621593099999799392207933124,1.832679797700000001725584297674,-100,-100,-100,2
2,1784535501,2,ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb,1784535503,1784535509,6,./.tests/optimization_example --int_param='1' --float_param='-10.45791687461802510484' --choice_param='2'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,1,-100,-10.457916874618023328480376221705,2,2_0,COMPLETED,BO_MIXED,2.536958676899999876042102187057,1.209830998299999960110540087044,1,-10.457916874618025104837215621956,-100,2
3,1784535525,2,ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb,1784535527,1784535533,6,./.tests/optimization_example --int_param='1' --float_param='-10.27292350866092363049' --choice_param='8'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,1,-100,-10.272923508660923630486649926752,8,3_0,COMPLETED,BO_MIXED,2.652707743548920138465518903104,1.794694212106149988628089886333,1,-10.272923508660923630486649926752,-100,8

config_objectives not found


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

Current git-hash: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (version: 9398)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 08:18:12] 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: 32a0e4e3-903b-4478-a064-d09b91e71cb0
/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 - Cranking the dials like a mad scientis |
| t - IT’S ALIIIIVE!                                |
 \                                                 /
  =================================================
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                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=51 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      2      │     1     │ -10.457916874618025 │     -100      │      2       │ 1.2098309983 │ 2.5369586769 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 60s (1m)                                                                                                                                                                            │
│    🏆 Best RESULT1: 1.2098309983                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.5369586769                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🤖 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 08:18:17 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, Started OmniOpt2 run...
2026-07-20 08:18:21 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, getting new HP set (no sbatch)
2026-07-20 08:18:21 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, requested 1 jobs, got 1, 3.72 s/job
2026-07-20 08:18:21 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, eval #1/1 start                    
2026-07-20 08:18:21 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, starting new job                   
2026-07-20 08:18:21 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, started new job                    
2026-07-20 08:18:30 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, new result: RESULT1: 1.209831, RESULT2: 2.536959
2026-07-20 08:18:34 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, finishing jobs, finished 1 job     
2026-07-20 08:18:45 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, getting new HP set (no sbatch)     
2026-07-20 08:18:45 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, requested 1 jobs, got 1, 11.24 s/job
2026-07-20 08:18:45 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, eval #1/1 start                     
2026-07-20 08:18:45 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, starting new job                    
2026-07-20 08:18:45 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, started new job                     
2026-07-20 08:18:54 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 3 done, ▄▁█, new result: RESULT1: 1.794694, RESULT2: 2.652708
2026-07-20 08:18:58 (ad1175ea-8b53-4ea8-8c05-74a1d5dd3abb): BO_MIXED, 4 done, ▄▁█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.275 │    1 │        0.275 │
│       2 │   0.122 │    1 │        0.122 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.198 │      │              │
│  Median │   0.198 │      │              │
│   Total │   0.397 │      │              │
│     Max │   0.275 │      │              │
│     Min │   0.122 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   3.725 │    1 │        3.725 │
│         2 │  11.239 │    1 │       11.239 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   7.482 │      │              │
│    Median │   7.482 │      │              │
│     Total │  14.964 │      │              │
│       Max │  11.239 │      │              │
│       Min │   3.725 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784535494,889.78515625,26.6

`RESULT1` (goal: minimize)

Best value: 1.2098309983
Achieved at:
- float_param = -10.457916874618 (r=-0.558, moderate negative correlation)
- int_param = 1 (r=-0.553, moderate negative correlation)
- int_param_two = -100 (r=-0.146, weak negative correlation)
- RESULT2 = 2.5369586769 (r=0.018, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.5369586769
Achieved at:
- int_param_two = -100 (r=0.947, strong positive correlation)
- float_param = -10.457916874618 (r=0.423, moderate positive correlation)
- int_param = 1 (r=0.253, weak positive correlation)
- RESULT1 = 1.2098309983 (r=0.018, 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	1	1	1	0	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-10.4579	-10.2729	-10.3654	0.0925	2
OO_Info_choice_param	2	8	5	3	2
RESULT2	2.537	2.8912	2.6559	0.1435	4
RESULT1	1.2098	1.8327	1.5914	0.2496	4
int_param	-100	1	-30	41.491	4
float_param	-100	-10.2729	-33.6926	38.312	4
int_param_two	-100	-1	-75.25	42.8683	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 08:18:21,898) - Starting with JobEnvironment(job_id=163778, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 08:18:21,898) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/163778/163778_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 1, "float_param": -10.457916874618025, "choice_param": 2, "int_param_two": -100}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='1' --float_param='-10.45791687461802510484' --choice_param='2'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784531250.260499
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784531965.9426248
Last modification: 1784531250.260499
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='1' --float_param='-10.45791687461802510484' --choice_param='2'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: 1
OO-Info: int_param_two: -100
OO-Info: float_param: -10.45791687461802510484
OO-Info: choice_param: 2
RESULT1: 1.20983099828391
RESULT2: 2.53695867685335

stderr was empty
Result: {'RESULT1': 1.20983099828391, 'RESULT2': 2.53695867685335}
Final-results: {'RESULT1': 1.20983099828391, 'RESULT2': 2.53695867685335}
EXIT_CODE: 0
submitit INFO (2026-07-20 08:18:29,723) - Job completed successfully
submitit INFO (2026-07-20 08:18:29,724) - Exiting after successful completion