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
-69.0	-95.0	-88.05563730…	4.0	2.9478672099	-69	-88.05563730…	-95	4	1.1504368592

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 19:57:04 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 4 done, ▃▆█▁, finishing jobs, finished 1 job

Git-Version

Commit: bb3da5498a7ec1994891f33dac83f626ca69e85c (9405-6-gbb3da5498)

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,1.680468277800000187482964975061,2.46749943880000000007157723303,-58,-76.948412358760833740234375,-18,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.339208882799999944523960948572,2.638299919500000090266667029937,-37,-1.345741182387272694143121043453,-81,8
2,1784577399,1,fcfc0f7c-f612-451a-ba41-fe39beb98bf5,1784577400,1784577406,6,./.tests/optimization_example --int_param='-69' --float_param='-88.05563730255778409628' --choice_param='4'  --int_param_two='-95' --nr_results=2,0,,runnervm76tkm,-69,-95,-88.055637302557769885424931999296,4,2_0,COMPLETED,BOTORCH_MODULAR,1.150436859200000050407197704772,2.947867209900000062816616264172,-69,-88.0556373025577840962796472013,-95,4
3,1784577412,2,fcfc0f7c-f612-451a-ba41-fe39beb98bf5,1784577414,1784577420,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='8'  --int_param_two='0' --nr_results=2,0,,runnervm76tkm,-100,0,10,8,3_0,COMPLETED,BOTORCH_MODULAR,1.999775812802000007906144674052,2.343087128454020007239932965604,-100,10,0,8


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

Current git-hash: bb3da5498a7ec1994891f33dac83f626ca69e85c (last fully tested stable version 6 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 19:56:35] 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: 29230884-57ad-4958-9a7d-7d680e4c9238
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: the art of maki |
| ng educated guesses look scientific!              |
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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=159 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      │    -58    │ -76.94841235876083  │      -18      │    hallo     │ 1.6804682778000002 │   2.4674994388   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │    -37    │ -1.3457411823872727 │      -81      │      8       │    1.3392088828    │   2.6382999195   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      2      │    -69    │ -88.05563730255778  │      -95      │      4       │    1.1504368592    │   2.9478672099   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │   -100    │         10          │       0       │      8       │   1.999775812802   │ 2.34308712845402 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 37s                                                                                                                               │
│    🏆 Best RESULT1: 1.1504368592                                                                                                                   │
│    🏆 Best RESULT2: 2.34308712845402                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:56:38 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:56:39 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:56:39 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.73 s/job
2026-07-20 19:56:39 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:56:39 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:56:39 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, started new job                    
2026-07-20 19:56:48 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, new result: RESULT1: 1.150437, RESULT2: 2.947867
2026-07-20 19:56:50 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, finishing jobs, finished 1 job     
2026-07-20 19:56:52 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, getting new HP set (no sbatch)     
2026-07-20 19:56:52 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, requested 1 jobs, got 1, 1.28 s/job
2026-07-20 19:56:52 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, eval #1/1 start                    
2026-07-20 19:56:52 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, starting new job                   
2026-07-20 19:56:52 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, started new job                    
2026-07-20 19:57:01 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 3 done, ▁▅█, new result: RESULT1: 1.999776, RESULT2: 2.343087
2026-07-20 19:57:04 (fcfc0f7c-f612-451a-ba41-fe39beb98bf5): BOTORCH_MODULAR, 4 done, ▃▆█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.124 │    1 │        0.124 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.112 │      │              │
│  Median │   0.112 │      │              │
│   Total │   0.223 │      │              │
│     Max │   0.124 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.731 │    1 │        0.731 │
│         2 │   1.279 │    1 │        1.279 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.005 │      │              │
│    Median │   1.005 │      │              │
│     Total │   2.010 │      │              │
│       Max │   1.279 │      │              │
│       Min │   0.731 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784577395,755.90625,28.4

`RESULT1` (goal: minimize)

Best value: 1.1504368592
Achieved at:
- int_param_two = -95 (r=0.977, strong positive correlation)
- RESULT2 = 2.9478672099 (r=-0.948, strong negative correlation)
- int_param = -69 (r=-0.647, moderate negative correlation)
- float_param = -88.055637302558 (r=0.505, moderate positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.343087128454
Achieved at:
- RESULT1 = 1.999775812802 (r=-0.948, strong negative correlation)
- int_param_two = 0 (r=-0.927, strong negative correlation)
- float_param = 10 (r=-0.583, moderate negative correlation)
- int_param = -100 (r=0.375, 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	-100	-69	-84.5	15.5	2
OO_Info_int_param_two	-95	0	-47.5	47.5	2
OO_Info_float_param	-88.0556	10	-39.0278	49.0278	2
OO_Info_choice_param	4	8	6	2	2
RESULT1	1.1504	1.9998	1.5425	0.3253	4
RESULT2	2.3431	2.9479	2.5992	0.227	4
int_param	-100	-37	-66	22.7486	4
float_param	-88.0556	10	-39.0874	43.776	4
int_param_two	-95	0	-48.5	40.3144	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 19:56:39,395) - Starting with JobEnvironment(job_id=151569, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:56:39,395) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/151569/151569_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -69, "float_param": -88.05563730255778, "int_param_two": -95, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-69' --float_param='-88.05563730255778409628' --choice_param='4'  --int_param_two='-95' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574186.1446269
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574812.5089011
Last modification: 1784574186.1446269
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-69' --float_param='-88.05563730255778409628' --choice_param='4'  --int_param_two='-95' --nr_results=2 
stdout:
 OO-Info: int_param: -69
OO-Info: int_param_two: -95
OO-Info: float_param: -88.05563730255778409628
OO-Info: choice_param: 4
RESULT1: 1.15043685918591
RESULT2: 2.94786720988074

stderr was empty
Result: {'RESULT1': 1.15043685918591, 'RESULT2': 2.94786720988074}
Final-results: {'RESULT1': 1.15043685918591, 'RESULT2': 2.94786720988074}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:56:46,977) - Job completed successfully
submitit INFO (2026-07-20 19:56:46,977) - Exiting after successful completion