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
nan	nan	nan	nan	2.5188724397	-80	-5.796660145875125	-37	1	1.2455411894

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

2026-07-16 06:48:15 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 4 done, ▁█▁▅, finishing jobs, finished 1 job

Git-Version

Commit: 611f002d8dffbbf7205b3e78c037f864a1724a32 (9375-1-g611f002d8)

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,1.650668332199999976950266500353,2.108270969299999908486142885522,-19,-84.9489308893680572509765625,0,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.24554118939999991511058397009,2.518872439699999965512233757181,-80,-5.796660145875124570125080936123,-37,1
2,1784184466,2,5665826a-ac7a-470e-a695-964ba97fec13,1784184468,1784184474,6,./.tests/optimization_example --int_param='9' --float_param='-37.9553808217660275659' --choice_param='16'  --int_param_two='-79' --nr_results=2,0,,runnervm3jd5f,9,-79,-37.955380821766020460472645936534,16,2_0,COMPLETED,BOTORCH_MODULAR,1.667567755199999890436401983607,2.682119477900000159564797286293,9,-37.955380821766027565900003537536,-79,16
3,1784184483,2,5665826a-ac7a-470e-a695-964ba97fec13,1784184485,1784184491,6,./.tests/optimization_example --int_param='-60' --float_param='-44.38151542616967759614' --choice_param='1'  --int_param_two='-12' --nr_results=2,0,,runnervm3jd5f,-60,-12,-44.381515426169677596135443309322,1,3_0,COMPLETED,BOTORCH_MODULAR,1.411088066482079961261320022459,2.771038408015980003540335019352,-60,-44.381515426169677596135443309322,-12,1

config_objectives not found


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

Current git-hash: 611f002d8dffbbf7205b3e78c037f864a1724a32 (last fully tested stable version 1 commit ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 06:47:42] 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: 42601e9a-08b1-4b65-a09d-3e42ccd0d32e
/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=34 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      │    -19    │ -84.94893088936806 │       0       │      4       │ 1.6506683322 │ 2.1082709693 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      1      │    -80    │ -5.796660145875125 │      -37      │      1       │ 1.2455411894 │ 2.5188724397 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 46s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2455411894                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.1082709693                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 06:47:45 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 06:47:46 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 06:47:46 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.05 s/job
2026-07-16 06:47:46 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 06:47:46 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, starting new job                   
2026-07-16 06:47:46 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, started new job                    
2026-07-16 06:47:56 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, new result: RESULT1: 1.667568, RESULT2: 2.682119
2026-07-16 06:47:58 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, finishing jobs, finished 1 job     
2026-07-16 06:48:03 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, getting new HP set (no sbatch)     
2026-07-16 06:48:03 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, requested 1 jobs, got 1, 4.22 s/job
2026-07-16 06:48:03 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, eval #1/1 start                    
2026-07-16 06:48:03 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, starting new job                   
2026-07-16 06:48:03 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, started new job                    
2026-07-16 06:48:12 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 3 done, ▁█▁, new result: RESULT1: 1.411088, RESULT2: 2.771038
2026-07-16 06:48:15 (5665826a-ac7a-470e-a695-964ba97fec13): BOTORCH_MODULAR, 4 done, ▁█▁▅, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.268 │    1 │        0.268 │
│       2 │   0.121 │    1 │        0.121 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.194 │      │              │
│  Median │   0.194 │      │              │
│   Total │   0.389 │      │              │
│     Max │   0.268 │      │              │
│     Min │   0.121 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.049 │    1 │        1.049 │
│         2 │   4.216 │    1 │        4.216 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.632 │      │              │
│    Median │   2.632 │      │              │
│     Total │   5.264 │      │              │
│       Max │   4.216 │      │              │
│       Min │   1.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784184463,890.67578125,26.6

`RESULT1` (goal: minimize)

Best value: 1.2455411894
Achieved at:
- int_param = -80 (r=0.96, strong positive correlation)
- float_param = -5.7966601458751 (r=-0.75, strong negative correlation)
- choice_param = 1 (r=0.709, strong positive correlation)
- RESULT2 = 2.5188724397 (r=-0.319, weak negative correlation)
- int_param_two = -37 (r=-0.168, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.1082709693
Achieved at:
- float_param = -84.948930889368 (r=0.618, moderate positive correlation)
- int_param_two = 0 (r=-0.512, moderate negative correlation)
- RESULT1 = 1.6506683322 (r=-0.319, weak negative correlation)
- choice_param = 4 (r=0.19, weak positive correlation)
- int_param = -19 (r=-0.161, 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	-60	9	-25.5	34.5	2
OO_Info_int_param_two	-79	-12	-45.5	33.5	2
OO_Info_float_param	-44.3815	-37.9554	-41.1684	3.2131	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT1	1.2455	1.6676	1.4937	0.1756	4
RESULT2	2.1083	2.771	2.5201	0.2544	4
int_param	-80	9	-37.5	34.7023	4
float_param	-84.9489	-5.7967	-43.2706	28.1552	4
int_param_two	-79	0	-32	30.2407	4
choice_param	1	16	5.5	6.1847	4

submitit INFO (2026-07-16 06:47:47,237) - Starting with JobEnvironment(job_id=155816, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 06:47:47,237) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/155816/155816_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 9, "float_param": -37.95538082176603, "int_param_two": -79, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='9' --float_param='-37.9553808217660275659' --choice_param='16'  --int_param_two='-79' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784180735.663052
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784181406.1564925
Last modification: 1784180735.663052
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='9' --float_param='-37.9553808217660275659' --choice_param='16'  --int_param_two='-79' --nr_results=2 
stdout:
 OO-Info: int_param: 9
OO-Info: int_param_two: -79
OO-Info: float_param: -37.9553808217660275659
OO-Info: choice_param: 16
RESULT1: 1.66756775516933
RESULT2: 2.68211947786355

stderr was empty
Result: {'RESULT1': 1.66756775516933, 'RESULT2': 2.68211947786355}
Final-results: {'RESULT1': 1.66756775516933, 'RESULT2': 2.68211947786355}
EXIT_CODE: 0
submitit INFO (2026-07-16 06:47:54,841) - Job completed successfully
submitit INFO (2026-07-16 06:47:54,841) - Exiting after successful completion