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_flo…	OO_Info_choi…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100.0	-100.0	10.0	2.0	2.985344402…	-100	10.0	-100	2	1.049193187…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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 19:57:03 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 4 done, ▁▃▁█, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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,2.687056843500000180569031726918,1.69623665049999994280938153679,-13,-58.860762417316436767578125,-26,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.664756741499999748157279100269,1.469714471900000152260190589004,-100,10,-100,4
2,1784577392,2,09ce3599-d855-45a9-8459-f478ecc55d2e,1784577394,1784577400,6,./.tests/optimization_example --int_param='-93' --float_param='-19.80112834278310884883' --choice_param='4'  --int_param_two='-91' --nr_results=2,0,,runnervm3jd5f,-93,-91,-19.801128342783108848834672244266,4,2_0,COMPLETED,BO_MIXED,2.954372238499999969718601278146,1.626477355000000013518501873477,-93,-19.801128342783108848834672244266,-91,4
3,1784577410,2,09ce3599-d855-45a9-8459-f478ecc55d2e,1784577412,1784577418,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-100,-100,10,2,3_0,COMPLETED,BO_MIXED,2.985344402815340192347548509133,1.049193187690439899029115622398,-100,10,-100,2

config_objectives not found


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 19:56:08] 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: 926e08a3-a4ab-462d-859a-1f701f81d003
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - It’s a hyperparameter life – every twe |
| ak counts!                                        |
 \                                                 /
  =================================================
                                                         \
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                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --continue runs/multi_results_2_results_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=157 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      1      │   -100    │     10      │     -100      │      4       │ 1.4697144719000002 │ 2.6647567414999997 │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼────────────────────┼────────────────────┤
│      3      │   -100    │     10      │     -100      │      2       │  1.04919318769044  │  2.98534440281534  │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────────────┴────────────────────┘
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: 68s (1m8s)                                                                                                                        │
│    🏆 Best RESULT1: 1.04919318769044                                                                                                               │
│    🏆 Best RESULT2: 2.6647567414999997                                                                                                             │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                               │
│    🤖 Model: BO_MIXED                                                                                                                              │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:56:12 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, Started OmniOpt2 run...
2026-07-20 19:56:32 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, getting new HP set (no sbatch)
2026-07-20 19:56:32 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, requested 1 jobs, got 1, 20.31 s/job
2026-07-20 19:56:32 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, eval #1/1 start                     
2026-07-20 19:56:32 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, starting new job                    
2026-07-20 19:56:32 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, started new job                     
2026-07-20 19:56:41 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, new result: RESULT1: 1.626477, RESULT2: 2.954372
2026-07-20 19:56:45 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, finishing jobs, finished 1 job     
2026-07-20 19:56:50 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, getting new HP set (no sbatch)     
2026-07-20 19:56:50 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, requested 1 jobs, got 1, 5.38 s/job
2026-07-20 19:56:50 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, eval #1/1 start                    
2026-07-20 19:56:50 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, starting new job                   
2026-07-20 19:56:50 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, started new job                    
2026-07-20 19:56:59 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 3 done, ▁█▃, new result: RESULT1: 1.049193, RESULT2: 2.985344
2026-07-20 19:57:03 (09ce3599-d855-45a9-8459-f478ecc55d2e): BO_MIXED, 4 done, ▁▃▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.115 │    1 │        0.115 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.190 │      │              │
│  Median │   0.190 │      │              │
│   Total │   0.379 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.115 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  20.313 │    1 │       20.313 │
│         2 │   5.378 │    1 │        5.378 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  12.846 │      │              │
│    Median │  12.846 │      │              │
│     Total │  25.692 │      │              │
│       Max │  20.313 │      │              │
│       Min │   5.378 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BO_MIXED/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
1784577370,889.76953125,26.9

`RESULT1` (goal: minimize)

Best value: 1.0491931876904
Achieved at:
- float_param = 10 (r=-0.746, strong negative correlation)
- int_param_two = -100 (r=0.609, moderate positive correlation)
- int_param = -100 (r=0.587, moderate positive correlation)
- RESULT2 = 2.9853444028153 (r=-0.529, moderate negative correlation)
- choice_param = 2 (r=0.088, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.6647567415
Achieved at:
- RESULT1 = 1.4697144719 (r=-0.529, moderate negative correlation)
- int_param = -100 (r=-0.502, moderate negative correlation)
- int_param_two = -100 (r=-0.485, moderate negative correlation)
- float_param = 10 (r=0.326, weak positive correlation)
- choice_param = 4 (r=0.108, 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	-93	-96.5	3.5	2
OO_Info_int_param_two	-100	-91	-95.5	4.5	2
OO_Info_float_param	-19.8011	10	-4.9006	14.9006	2
OO_Info_choice_param	2	4	3	1	2
RESULT2	2.6648	2.9853	2.8229	0.1476	4
RESULT1	1.0492	1.6962	1.4604	0.2512	4
int_param	-100	-13	-76.5	36.773	4
float_param	-58.8608	10	-14.6655	28.2682	4
int_param_two	-100	-26	-79.25	30.9627	4
choice_param	1	4	2.75	1.299	4

submitit INFO (2026-07-20 19:56:33,192) - Starting with JobEnvironment(job_id=158641, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:56:33,192) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/158641/158641_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -93, "float_param": -19.80112834278311, "choice_param": 4, "int_param_two": -91}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-93' --float_param='-19.80112834278310884883' --choice_param='4'  --int_param_two='-91' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784573462.072331
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574108.153935
Last modification: 1784573462.072331
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-93' --float_param='-19.80112834278310884883' --choice_param='4'  --int_param_two='-91' --nr_results=2 
stdout:
 OO-Info: int_param: -93
OO-Info: int_param_two: -91
OO-Info: float_param: -19.80112834278310884883
OO-Info: choice_param: 4
RESULT1: 1.62647735497831
RESULT2: 2.95437223845826

stderr was empty
Result: {'RESULT1': 1.62647735497831, 'RESULT2': 2.95437223845826}
Final-results: {'RESULT1': 1.62647735497831, 'RESULT2': 2.95437223845826}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:56:40,731) - Job completed successfully
submitit INFO (2026-07-20 19:56:40,731) - Exiting after successful completion