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	2.3229652148	-45	6.5063631534…	-84	4	1.1008985597

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

2026-07-26 07:08:51 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 4 done, █▁▂▂, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,2.322965214799999955630482872948,1.100898559700000056693625083426,-45,6.5063631534576416015625,-84,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,2.879922414300000177433958015172,1.722968518600000109586289909203,-16,-99.755802768104487654454715084285,5,2
2,1785049697,2,e2121f10-a405-4751-90fb-e6c39476ac30,1785049699,1785049705,6,./.tests/optimization_example --int_param='-100' --float_param='-40.87984434571017544613' --choice_param='4'  --int_param_two='-100' --nr_results=2,0,,runnervmvrwv9,-100,-100,-40.879844345710175446129142073914,4,2_0,COMPLETED,BOTORCH_MODULAR,2.272670472799999785706859256607,1.546684275900000127279554362758,-100,-40.879844345710175446129142073914,-100,4
3,1785049718,2,e2121f10-a405-4751-90fb-e6c39476ac30,1785049720,1785049726,6,./.tests/optimization_example --int_param='-50' --float_param='-17.27705562892081658788' --choice_param='4'  --int_param_two='-27' --nr_results=2,0,,runnervmvrwv9,-50,-27,-17.277055628920816587879016879015,4,3_0,COMPLETED,BOTORCH_MODULAR,2.229758363307579926981816242915,1.549446606849419927343092240335,-50,-17.277055628920816587879016879015,-27,4

config_objectives not found


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-26 07:08:03] 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: 47319313-acb6-472f-a9f9-e54472223465
/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.")
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

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=64 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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      │    -45    │  6.506363153457642  │      -84      │      4       │    1.1008985597    │   2.3229652148   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      2      │   -100    │ -40.879844345710175 │     -100      │      4       │ 1.5466842759000001 │   2.2726704728   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    -50    │ -17.277055628920817 │      -27      │      4       │  1.54944660684942  │ 2.22975836330758 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 1.1008985597                                                                                                                   │
│    🏆 Best RESULT2: 2.22975836330758                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 07:08:06 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-26 07:08:17 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-26 07:08:17 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, requested 1 jobs, got 1, 10.89 s/job
2026-07-26 07:08:17 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, eval #1/1 start                     
2026-07-26 07:08:17 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, starting new job                    
2026-07-26 07:08:17 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, started new job                     
2026-07-26 07:08:26 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, new result: RESULT1: 1.546684, RESULT2: 2.272670
2026-07-26 07:08:29 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, finishing jobs, finished 1 job     
2026-07-26 07:08:38 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, getting new HP set (no sbatch)     
2026-07-26 07:08:38 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, requested 1 jobs, got 1, 9.47 s/job
2026-07-26 07:08:38 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, eval #1/1 start                    
2026-07-26 07:08:38 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, starting new job                   
2026-07-26 07:08:38 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, started new job                    
2026-07-26 07:08:47 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 3 done, █▁▂, new result: RESULT1: 1.549447, RESULT2: 2.229758
2026-07-26 07:08:51 (e2121f10-a405-4751-90fb-e6c39476ac30): BOTORCH_MODULAR, 4 done, █▁▂▂, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.266 │    1 │        0.266 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.190 │      │              │
│  Median │   0.190 │      │              │
│   Total │   0.380 │      │              │
│     Max │   0.266 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  10.891 │    1 │       10.891 │
│         2 │   9.467 │    1 │        9.467 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  10.179 │      │              │
│    Median │  10.179 │      │              │
│     Total │  20.358 │      │              │
│       Max │  10.891 │      │              │
│       Min │   9.467 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1785049684,889.7421875,26.7

`RESULT1` (goal: minimize)

Best value: 1.1008985597
Achieved at:
- float_param = 6.5063631534576 (r=-0.843, strong negative correlation)
- int_param_two = -84 (r=0.627, moderate positive correlation)
- choice_param = 4 (r=-0.609, moderate negative correlation)
- RESULT2 = 2.3229652148 (r=0.516, moderate positive correlation)
- int_param = -45 (r=0.109, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.2297583633076
Achieved at:
- choice_param = 4 (r=-0.992, strong negative correlation)
- float_param = -17.277055628921 (r=-0.87, strong negative correlation)
- int_param = -50 (r=0.708, strong positive correlation)
- int_param_two = -27 (r=0.706, strong positive correlation)
- RESULT1 = 1.5494466068494 (r=0.516, moderate 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	-100	-50	-75	25	2
OO_Info_int_param_two	-100	-27	-63.5	36.5	2
OO_Info_float_param	-40.8798	-17.2771	-29.0784	11.8014	2
OO_Info_choice_param	4	4	4	0	2
RESULT2	2.2298	2.8799	2.4263	0.264	4
RESULT1	1.1009	1.723	1.48	0.2302	4
int_param	-100	-16	-52.75	30.2107	4
float_param	-99.7558	6.5064	-37.8516	39.4723	4
int_param_two	-100	5	-51.5	42.4294	4
choice_param	2	4	3.5	0.866	4

submitit INFO (2026-07-26 07:08:17,740) - Starting with JobEnvironment(job_id=149100, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 07:08:17,740) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/149100/149100_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -40.879844345710175, "int_param_two": -100, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-40.87984434571017544613' --choice_param='4'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785045651.236434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785046281.8339853
Last modification: 1785045651.236434
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-40.87984434571017544613' --choice_param='4'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -40.87984434571017544613
OO-Info: choice_param: 4
RESULT1: 1.5466842759206
RESULT2: 2.27267047282973

stderr was empty
Result: {'RESULT1': 1.5466842759206, 'RESULT2': 2.27267047282973}
Final-results: {'RESULT1': 1.5466842759206, 'RESULT2': 2.27267047282973}
EXIT_CODE: 0
submitit INFO (2026-07-26 07:08:25,269) - Job completed successfully
submitit INFO (2026-07-26 07:08:25,269) - Exiting after successful completion