OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BO_MIXED
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 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
-63	-84	-76.16970866918564	16	2.8602572827	-63	-76.16970866918564	-84	16	1.3765600813

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-07-19 06:46:10 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 2 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
0,1784443546,2,3e6253b1-7384-4316-b03a-b66e114d459a,1784443548,1784443554,6,./.tests/optimization_example --int_param='-63' --float_param='-76.16970866918563842773' --choice_param='16'  --int_param_two='-84' --nr_results=2,0,,runnervm76tkm,-63,-84,-76.169708669185638427734375,16,0_0,COMPLETED,SOBOL,1.376560081300000071280464908341,2.860257282700000125430506159319,-63,-76.169708669185638427734375,-84,16
1,1784443558,2,3e6253b1-7384-4316-b03a-b66e114d459a,1784443560,1784443566,6,./.tests/optimization_example --int_param='10' --float_param='1.49396343078195203979' --choice_param='8'  --int_param_two='10' --nr_results=2,0,,runnervm76tkm,10,10,1.493963430781952039794191477995,8,1_0,COMPLETED,BO_MIXED,1.794293199506689973077300237492,2.487609888517429812537784528104,10,1.493963430781952039794191477995,10,8


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

Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (version: 9396)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-19 06:45:43] 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]`.
Run-UUID: e1efcdfd-5d17-49ce-8c56-f13b42da275a
/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 quest: It's dangerous t |
| o go alone, take this!                            |
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  =================================================
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                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BO_MIXED&run_nr=40 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -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      │    -63    │ -76.16970866918564 │      -84      │      16      │   1.3765600813   │   2.8602572827   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    10     │ 1.493963430781952  │      10       │      8       │ 1.79429319950669 │ 2.48760988851743 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 35s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.3765600813                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.48760988851743                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/results.csv                                                                                                 │
│    🤖 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-19 06:45:46 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, Started OmniOpt2 run...
2026-07-19 06:45:46 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, getting new HP set (no sbatch)
2026-07-19 06:45:46 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-19 06:45:46 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, eval #1/1 start                    
2026-07-19 06:45:46 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, starting new job                   
2026-07-19 06:45:46 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, started new job                    
2026-07-19 06:45:55 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, new result: RESULT1: 1.376560, RESULT2: 2.860257
2026-07-19 06:45:57 (3e6253b1-7384-4316-b03a-b66e114d459a): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-07-19 06:45:58 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 1 done, getting new HP set (no sbatch)       
2026-07-19 06:45:58 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 1 done, requested 1 jobs, got 1, 1.36 s/job  
2026-07-19 06:45:58 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 1 done, eval #1/1 start                      
2026-07-19 06:45:58 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 1 done, starting new job                     
2026-07-19 06:45:58 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 1 done, started new job                      
2026-07-19 06:46:07 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 1 done, new result: RESULT1: 1.794293, RESULT2: 2.487610
2026-07-19 06:46:10 (3e6253b1-7384-4316-b03a-b66e114d459a): BO_MIXED, 2 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 │   0.111 │      │              │
│  Median │   0.111 │      │              │
│   Total │   0.223 │      │              │
│     Max │   0.123 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   1.360 │    1 │        1.360 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.695 │      │              │
│    Median │   0.695 │      │              │
│     Total │   1.390 │      │              │
│       Max │   1.360 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	multi_results_2_results_BO_MIXED
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BO_MIXED
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
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	['RESULT1=min', 'RESULT2=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1784443544,752.703125,28.6

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	-63	10	-26.5	36.5	2
OO_Info_int_param_two	-84	10	-37	47	2
OO_Info_float_param	-76.1697	1.494	-37.3379	38.8318	2
OO_Info_choice_param	8	16	12	4	2
RESULT1	1.3766	1.7943	1.5854	0.2089	2
RESULT2	2.4876	2.8603	2.6739	0.1863	2
int_param	-63	10	-26.5	36.5	2
float_param	-76.1697	1.494	-37.3379	38.8318	2
int_param_two	-84	10	-37	47	2
choice_param	8	16	12	4	2

submitit INFO (2026-07-19 06:45:47,190) - Starting with JobEnvironment(job_id=163924, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-19 06:45:47,190) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/163924/163924_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -63, "float_param": -76.16970866918564, "int_param_two": -84, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-63' --float_param='-76.16970866918563842773' --choice_param='16'  --int_param_two='-84' --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='-63' --float_param='-76.16970866918563842773' --choice_param='16'  --int_param_two='-84' --nr_results=2 
stdout:
 OO-Info: int_param: -63
OO-Info: int_param_two: -84
OO-Info: float_param: -76.16970866918563842773
OO-Info: choice_param: 16
RESULT1: 1.37656008133581
RESULT2: 2.86025728271076

stderr was empty
Result: {'RESULT1': 1.37656008133581, 'RESULT2': 2.86025728271076}
Final-results: {'RESULT1': 1.37656008133581, 'RESULT2': 2.86025728271076}
EXIT_CODE: 0
submitit INFO (2026-07-19 06:45:54,728) - Job completed successfully
submitit INFO (2026-07-19 06:45:54,729) - Exiting after successful completion