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_flo…	OO_Info_choi…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
nan	nan	nan	nan	2.517945446…	-19	-91.86107762…	-25	8	1.0463560748

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 19:47:39 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 4 done, █▁▆▂, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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,1.046356074800000035551761357056,2.517945446599999748116260889219,-19,-91.86107762157917022705078125,-25,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.721966276000000073409523793089,2.132842830700000025245799406548,-97,1.924478917096932306662893097382,-6,16
2,1784576832,2,5c55ca1d-710d-45e4-a512-7150a4d11d73,1784576834,1784576840,6,./.tests/optimization_example --int_param='-7' --float_param='-8.30452092443619172002' --choice_param='2'  --int_param_two='-18' --nr_results=2,0,,runnervm76tkm,-7,-18,-8.30452092443618994366261176765,2,2_0,COMPLETED,BOTORCH_MODULAR,1.231014752100000109180655272212,2.511503507900000098373993751011,-7,-8.3045209244361917200194511679,-18,2
3,1784576846,2,5c55ca1d-710d-45e4-a512-7150a4d11d73,1784576848,1784576854,6,./.tests/optimization_example --int_param='-83' --float_param='-58.737656984354671863' --choice_param='8'  --int_param_two='-12' --nr_results=2,0,,runnervm76tkm,-83,-12,-58.737656984354671863002295140177,8,3_0,COMPLETED,BOTORCH_MODULAR,1.621419559073729921294670930365,2.188672670253680063723322746227,-83,-58.737656984354671863002295140177,-12,8


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 19:47:08] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: a9f74749-eeb9-40d5-a548-295a79f4f364
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
                                                                             
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!!:  !!!  !!:     !!:  !!:  !!!  !!:  !!:  !!!  !!:         !!:     !:!      
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::::: ::  :::     ::    ::   ::   ::  ::::: ::   ::          ::    :: :::::  
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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=58 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
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      │    -19    │ -91.86107762157917 │      -25      │      8       │   1.0463560748   │ 2.5179454465999997 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      1      │    -97    │ 1.9244789170969323 │      -6       │      16      │   1.721966276    │    2.1328428307    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      2      │    -7     │ -8.304520924436192 │      -18      │      2       │   1.2310147521   │    2.5115035079    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    -83    │ -58.73765698435467 │      -12      │      8       │ 1.62141955907373 │  2.18867267025368  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
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: 39s                                                                                                                               │
│    🏆 Best RESULT1: 1.0463560748                                                                                                                   │
│    🏆 Best RESULT2: 2.1328428307                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:47:11 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:47:12 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:47:12 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.76 s/job
2026-07-20 19:47:12 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:47:12 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:47:12 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, started new job                    
2026-07-20 19:47:21 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, new result: RESULT1: 1.231015, RESULT2: 2.511504
2026-07-20 19:47:25 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, finishing jobs, finished 1 job     
2026-07-20 19:47:26 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, getting new HP set (no sbatch)     
2026-07-20 19:47:26 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, requested 1 jobs, got 1, 1.62 s/job
2026-07-20 19:47:26 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, eval #1/1 start                    
2026-07-20 19:47:26 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, starting new job                   
2026-07-20 19:47:26 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, started new job                    
2026-07-20 19:47:36 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 3 done, █▁▆, new result: RESULT1: 1.621420, RESULT2: 2.188673
2026-07-20 19:47:39 (5c55ca1d-710d-45e4-a512-7150a4d11d73): BOTORCH_MODULAR, 4 done, █▁▆▂, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.126 │    1 │        0.126 │
│       2 │   0.102 │    1 │        0.102 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.114 │      │              │
│  Median │   0.114 │      │              │
│   Total │   0.228 │      │              │
│     Max │   0.126 │      │              │
│     Min │   0.102 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.765 │    1 │        0.765 │
│         2 │   1.624 │    1 │        1.624 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.194 │      │              │
│    Median │   1.194 │      │              │
│     Total │   2.389 │      │              │
│       Max │   1.624 │      │              │
│       Min │   0.765 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784576829,755.72265625,28.2

`RESULT1` (goal: minimize)

Best value: 1.0463560748
Achieved at:
- int_param_two = -25 (r=0.976, strong positive correlation)
- RESULT2 = 2.5179454466 (r=-0.974, strong negative correlation)
- int_param = -19 (r=-0.94, strong negative correlation)
- choice_param = 8 (r=0.65, moderate positive correlation)
- float_param = -91.861077621579 (r=0.53, moderate positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.1328428307
Achieved at:
- int_param = -97 (r=0.992, strong positive correlation)
- RESULT1 = 1.721966276 (r=-0.974, strong negative correlation)
- int_param_two = -6 (r=-0.919, strong negative correlation)
- choice_param = 16 (r=-0.757, strong negative correlation)
- float_param = 1.9244789170969 (r=-0.355, 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	-83	-7	-45	38	2
OO_Info_int_param_two	-18	-12	-15	3	2
OO_Info_float_param	-58.7377	-8.3045	-33.5211	25.2166	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.0464	1.722	1.4052	0.2767	4
RESULT2	2.1328	2.5179	2.3377	0.1781	4
int_param	-97	-7	-51.5	39.048	4
float_param	-91.8611	1.9245	-39.2447	38.081	4
int_param_two	-25	-6	-15.25	7.0489	4
choice_param	2	16	8.5	4.9749	4

submitit INFO (2026-07-20 19:47:12,887) - Starting with JobEnvironment(job_id=152098, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:47:12,887) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/152098/152098_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -7, "float_param": -8.304520924436192, "int_param_two": -18, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-7' --float_param='-8.30452092443619172002' --choice_param='2'  --int_param_two='-18' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784573437.5452595
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574129.8076525
Last modification: 1784573437.5452595
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-7' --float_param='-8.30452092443619172002' --choice_param='2'  --int_param_two='-18' --nr_results=2 
stdout:
 OO-Info: int_param: -7
OO-Info: int_param_two: -18
OO-Info: float_param: -8.30452092443619172002
OO-Info: choice_param: 2
RESULT1: 1.23101475213571
RESULT2: 2.5115035079393

stderr was empty
Result: {'RESULT1': 1.23101475213571, 'RESULT2': 2.5115035079393}
Final-results: {'RESULT1': 1.23101475213571, 'RESULT2': 2.5115035079393}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:47:20,524) - Job completed successfully
submitit INFO (2026-07-20 19:47:20,524) - Exiting after successful completion