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
-100.0	7.0	-32.11377005695322	16.0	2.12447382611887	-100	-32.11377005695322	7	16	1.15296702350406

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

2026-07-19 06:44:10 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.92126782660000006153211415949,2.789508089299999937793472781777,-72,-82.1080569922924041748046875,-57,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.979322078000000040276518120663,2.893550852899999803469199832762,8,9.173729450756937353617104236037,-28,8
2,1784443425,2,86ab4ede-9b3e-47d3-b94d-a2d7522e7e16,1784443427,1784443433,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='2' --nr_results=2,0,,runnervm76tkm,-100,2,-100,16,2_0,COMPLETED,BOTORCH_MODULAR,1.462744624900000012246437108843,2.792240553400000102612921182299,-100,-100,2,16
3,1784443438,2,86ab4ede-9b3e-47d3-b94d-a2d7522e7e16,1784443440,1784443446,6,./.tests/optimization_example --int_param='-100' --float_param='-32.113770056953221399' --choice_param='16'  --int_param_two='7' --nr_results=2,0,,runnervm76tkm,-100,7,-32.113770056953221398998721269891,16,3_0,COMPLETED,BOTORCH_MODULAR,1.152967023504060106731117230083,2.124473826118869812518141770852,-100,-32.113770056953221398998721269891,7,16


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

Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (version: 9396)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-19 06:43:41] 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: e2163e08-69e0-48ae-87df-02419e53bf71
/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=42 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      3      │   -100    │ -32.11377005695322 │       7       │      16      │ 1.15296702350406 │ 2.12447382611887 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 36s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.15296702350406                                                                                                                                                                 │
│    🏆 Best RESULT2: 2.12447382611887                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-19 06:43:44 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-19 06:43:45 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-19 06:43:45 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.16 s/job
2026-07-19 06:43:45 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-19 06:43:45 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, starting new job                   
2026-07-19 06:43:45 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, started new job                    
2026-07-19 06:43:54 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, new result: RESULT1: 1.462745, RESULT2: 2.792241
2026-07-19 06:43:56 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, finishing jobs, finished 1 job     
2026-07-19 06:43:58 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, getting new HP set (no sbatch)     
2026-07-19 06:43:58 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, requested 1 jobs, got 1, 1.48 s/job
2026-07-19 06:43:58 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, eval #1/1 start                    
2026-07-19 06:43:58 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, starting new job                   
2026-07-19 06:43:58 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, started new job                    
2026-07-19 06:44:07 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 3 done, ▁▁█, new result: RESULT1: 1.152967, RESULT2: 2.124474
2026-07-19 06:44:10 (86ab4ede-9b3e-47d3-b94d-a2d7522e7e16): BOTORCH_MODULAR, 4 done, ▁▁▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.123 │    1 │        0.123 │
│       2 │   0.100 │    1 │        0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.112 │      │              │
│  Median │   0.112 │      │              │
│   Total │   0.223 │      │              │
│     Max │   0.123 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.162 │    1 │        1.162 │
│         2 │   1.484 │    1 │        1.484 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.323 │      │              │
│    Median │   1.323 │      │              │
│     Total │   2.646 │      │              │
│       Max │   1.484 │      │              │
│       Min │   1.162 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784443422,755.94140625,28.5

`RESULT1` (goal: minimize)

Best value: 1.1529670235041
Achieved at:
- int_param_two = 7 (r=-0.862, strong negative correlation)
- RESULT2 = 2.1244738261189 (r=0.847, strong positive correlation)
- int_param = -100 (r=0.765, strong positive correlation)
- choice_param = 16 (r=-0.595, moderate negative correlation)
- float_param = -32.113770056953 (r=0.191, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.1244738261189
Achieved at:
- RESULT1 = 1.1529670235041 (r=0.847, strong positive correlation)
- int_param_two = 7 (r=-0.577, moderate negative correlation)
- int_param = -100 (r=0.558, moderate positive correlation)
- choice_param = 16 (r=-0.459, moderate negative correlation)
- float_param = -32.113770056953 (r=-0.125, 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	-100	-100	-100	0	2
OO_Info_int_param_two	2	7	4.5	2.5	2
OO_Info_float_param	-100	-32.1138	-66.0569	33.9431	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.153	1.9793	1.6291	0.34	4
RESULT2	2.1245	2.8936	2.6499	0.3063	4
int_param	-100	8	-66	44.2267	4
float_param	-100	9.1737	-51.262	42.8544	4
int_param_two	-57	7	-19	25.7002	4
choice_param	8	16	14	3.4641	4

submitit INFO (2026-07-19 06:43:45,743) - Starting with JobEnvironment(job_id=156247, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-19 06:43:45,743) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/156247/156247_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": 2, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='2' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784440209.816656
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784440827.7917626
Last modification: 1784440209.816656
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='2' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 2
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT1: 1.46274462489328
RESULT2: 2.79224055339316

stderr was empty
Result: {'RESULT1': 1.46274462489328, 'RESULT2': 2.79224055339316}
Final-results: {'RESULT1': 1.46274462489328, 'RESULT2': 2.79224055339316}
EXIT_CODE: 0
submitit INFO (2026-07-19 06:43:53,298) - Job completed successfully
submitit INFO (2026-07-19 06:43:53,298) - Exiting after successful completion