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
nan	nan	nan	nan	2.3751070563	-64	-20.42580366…	-93	16	1.3457373153

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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 20:54:16 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 4 done, █▅▂▁, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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,1.345737315300000069839825300733,2.375107056300000074600120569812,-64,-20.425803661346435546875,-93,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.506797083499999967415305945906,2.725902124400000126058785099303,-28,-99.131894132179070311394752934575,-3,1
2,1784580831,1,d252d6e0-55c5-455b-b122-1fd5d26a81bf,1784580832,1784580838,6,./.tests/optimization_example --int_param='-3' --float_param='10' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-3,-100,10,16,2_0,COMPLETED,BOTORCH_MODULAR,1.654022018300000063106836023508,2.179825463399999829761100045289,-3,10,-100,16
3,1784580845,1,d252d6e0-55c5-455b-b122-1fd5d26a81bf,1784580846,1784580852,6,./.tests/optimization_example --int_param='-48' --float_param='10' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-48,-100,10,16,3_0,COMPLETED,BOTORCH_MODULAR,1.75354423381305002394014991296,2.805405301365199832730468187947,-48,10,-100,16

config_objectives not found


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:53:44] 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: 0854205a-6f8b-4c87-a369-cb95e97caad0
/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 O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/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_BOTORCH_MODULAR&run_nr=165 for live-results.

Generation strategy: BOTORCH_MODULAR 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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      │    -64    │ -20.425803661346436 │      -93      │      16      │ 1.3457373153 │ 2.3751070563 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -3     │         10          │     -100      │      16      │ 1.6540220183 │ 2.1798254634 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 41s                                                                                                                               │
│    🏆 Best RESULT1: 1.3457373153                                                                                                                   │
│    🏆 Best RESULT2: 2.1798254634                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:53:46 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 20:53:51 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 20:53:51 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, requested 1 jobs, got 1, 4.52 s/job
2026-07-20 20:53:51 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 20:53:51 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, starting new job                   
2026-07-20 20:53:51 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, started new job                    
2026-07-20 20:53:59 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, new result: RESULT1: 1.654022, RESULT2: 2.179825
2026-07-20 20:54:02 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, finishing jobs, finished 1 job     
2026-07-20 20:54:05 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, getting new HP set (no sbatch)     
2026-07-20 20:54:05 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, requested 1 jobs, got 1, 3.03 s/job
2026-07-20 20:54:05 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, eval #1/1 start                    
2026-07-20 20:54:05 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, starting new job                   
2026-07-20 20:54:05 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, started new job                    
2026-07-20 20:54:13 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 3 done, █▄▁, new result: RESULT1: 1.753544, RESULT2: 2.805405
2026-07-20 20:54:16 (d252d6e0-55c5-455b-b122-1fd5d26a81bf): BOTORCH_MODULAR, 4 done, █▅▂▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.163 │    1 │        0.163 │
│       2 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.118 │      │              │
│  Median │   0.118 │      │              │
│   Total │   0.236 │      │              │
│     Max │   0.163 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.524 │    1 │        4.524 │
│         2 │   3.032 │    1 │        3.032 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.778 │      │              │
│    Median │   3.778 │      │              │
│     Total │   7.556 │      │              │
│       Max │   4.524 │      │              │
│       Min │   3.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BOTORCH_MODULAR/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
1784580824,890.3515625,27.4

`RESULT1` (goal: minimize)

Best value: 1.3457373153
Achieved at:
- float_param = -20.425803661346 (r=0.474, moderate positive correlation)
- int_param = -64 (r=0.452, moderate positive correlation)
- int_param_two = -93 (r=-0.284, weak negative correlation)
- RESULT2 = 2.3751070563 (r=0.275, weak positive correlation)
- choice_param = 16 (r=0.218, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.1798254634
Achieved at:
- choice_param = 16 (r=-0.462, moderate negative correlation)
- int_param_two = -100 (r=0.448, moderate positive correlation)
- float_param = 10 (r=-0.392, weak negative correlation)
- int_param = -3 (r=-0.384, weak negative correlation)
- RESULT1 = 1.6540220183 (r=0.275, 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	-48	-3	-25.5	22.5	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.3457	1.7535	1.565	0.1541	4
RESULT2	2.1798	2.8054	2.5216	0.2552	4
int_param	-64	-3	-35.75	22.8076	4
float_param	-99.1319	10	-24.8894	44.6274	4
int_param_two	-100	-3	-74	41.0914	4
choice_param	1	16	12.25	6.4952	4

submitit INFO (2026-07-20 20:53:51,727) - Starting with JobEnvironment(job_id=148199, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:53:51,727) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/148199/148199_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -3, "float_param": 10, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-3' --float_param='10' --choice_param='16'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577771.706673
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578252.2561357
Last modification: 1784577771.706673
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-3' --float_param='10' --choice_param='16'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -3
OO-Info: int_param_two: -100
OO-Info: float_param: 10
OO-Info: choice_param: 16
RESULT1: 1.65402201826601
RESULT2: 2.1798254634227

stderr was empty
Result: {'RESULT1': 1.65402201826601, 'RESULT2': 2.1798254634227}
Final-results: {'RESULT1': 1.65402201826601, 'RESULT2': 2.1798254634227}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:53:58,771) - Job completed successfully
submitit INFO (2026-07-20 20:53:58,771) - Exiting after successful completion