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	2.5809919118	-27	-61.24177247285843	-81	1	1.0693395406

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

2026-05-30 12:53:43 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 4 done, █▇▁▄, finishing jobs, finished 1 job

Git-Version

Commit: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (9344)

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,1.069339540599999915926332505478,2.580991911799999982690678734798,-27,-61.241772472858428955078125,-81,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.126935051100000029222769626358,2.924723965700000150036430568434,-100,10,10,16
2,1780145583,2,94734fe2-a98a-4dd4-aca8-49827c58decb,1780145585,1780145591,6,./.tests/optimization_example --int_param='-4' --float_param='-56.24215830479008104703' --choice_param='1'  --int_param_two='-100' --nr_results=2,0,,runnervm3jyl0,-4,-100,-56.242158304790081047030980698764,1,2_0,COMPLETED,BO_MIXED,1.559335914300000069943052949384,2.930202352900000306590300169773,-4,-56.242158304790081047030980698764,-100,1
3,1780145611,2,94734fe2-a98a-4dd4-aca8-49827c58decb,1780145613,1780145619,6,./.tests/optimization_example --int_param='-34' --float_param='-62.64505755304534062589' --choice_param='1'  --int_param_two='-76' --nr_results=2,0,,runnervm3jyl0,-34,-76,-62.645057553045340625885728513822,1,3_0,COMPLETED,BO_MIXED,1.286751374675989989526669887709,2.522765790435610000486121862195,-34,-62.645057553045340625885728513822,-76,1


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

Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (version: 9344)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-30 12:52:51] ax.storage.sqa_store.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: c8fddd0e-86cb-4b87-9bed-4fc786d4142e
/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 - Dialing in hyperparameters like a clas |
| sic noir detective.                               |
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  =================================================
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                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
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                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
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=21 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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      │    -27    │ -61.24177247285843 │      -81      │      1       │   1.0693395406   │   2.5809919118   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -34    │ -62.64505755304534 │      -76      │      1       │ 1.28675137467599 │ 2.52276579043561 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 64s (1m4s)                                                                                                                                                                          │
│    🏆 Best RESULT1: 1.0693395406                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.52276579043561                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🧠 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-30 12:52:55 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, Started OmniOpt2 run...
2026-05-30 12:53:03 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, getting new HP set (no sbatch)
2026-05-30 12:53:03 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, requested 1 jobs, got 1, 8.44 s/job
2026-05-30 12:53:03 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, eval #1/1 start                    
2026-05-30 12:53:03 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, starting new job                   
2026-05-30 12:53:03 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, started new job                    
2026-05-30 12:53:12 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, new result: RESULT1: 1.559336, RESULT2: 2.930202
2026-05-30 12:53:15 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, finishing jobs, finished 1 job     
2026-05-30 12:53:31 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, getting new HP set (no sbatch)     
2026-05-30 12:53:31 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, requested 1 jobs, got 1, 16.06 s/job
2026-05-30 12:53:31 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, eval #1/1 start                     
2026-05-30 12:53:31 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, starting new job                    
2026-05-30 12:53:31 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, started new job                     
2026-05-30 12:53:40 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 3 done, █▇▁, new result: RESULT1: 1.286751, RESULT2: 2.522766
2026-05-30 12:53:43 (94734fe2-a98a-4dd4-aca8-49827c58decb): BO_MIXED, 4 done, █▇▁▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.255 │    1 │        0.255 │
│       2 │   0.108 │    1 │        0.108 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.182 │      │              │
│  Median │   0.182 │      │              │
│   Total │   0.363 │      │              │
│     Max │   0.255 │      │              │
│     Min │   0.108 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   8.437 │    1 │        8.437 │
│         2 │  16.060 │    1 │       16.060 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  12.248 │      │              │
│    Median │  12.248 │      │              │
│     Total │  24.497 │      │              │
│       Max │  16.060 │      │              │
│       Min │   8.437 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1780145573,784.3203125,26.8

`RESULT1` (goal: minimize)

Best value: 1.0693395406
Achieved at:
- int_param = -27 (r=0.606, moderate positive correlation)
- int_param_two = -81 (r=-0.55, moderate negative correlation)
- choice_param = 1 (r=-0.406, moderate negative correlation)
- RESULT2 = 2.5809919118 (r=0.396, weak positive correlation)
- float_param = -61.241772472858 (r=-0.349, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.5227657904356
Achieved at:
- float_param = -62.645057553045 (r=0.628, moderate positive correlation)
- choice_param = 1 (r=0.566, moderate positive correlation)
- RESULT1 = 1.286751374676 (r=0.396, weak positive correlation)
- int_param_two = -76 (r=0.379, weak positive correlation)
- int_param = -34 (r=-0.282, 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	-34	-4	-19	15	2
OO_Info_int_param_two	-100	-76	-88	12	2
OO_Info_float_param	-62.6451	-56.2422	-59.4436	3.2014	2
OO_Info_choice_param	1	1	1	0	2
RESULT1	1.0693	1.5593	1.2606	0.19	4
RESULT2	2.5228	2.9302	2.7397	0.1889	4
int_param	-100	-4	-41.25	35.6888	4
float_param	-62.6451	10	-42.5322	30.4227	4
int_param_two	-100	10	-61.75	42.3815	4
choice_param	1	16	4.75	6.4952	4

submitit INFO (2026-05-30 12:53:03,978) - Starting with JobEnvironment(job_id=164093, hostname=runnervm3jyl0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-30 12:53:03,978) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/164093/164093_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -4, "float_param": -56.24215830479008, "choice_param": 1, "int_param_two": -100}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-4' --float_param='-56.24215830479008104703' --choice_param='1'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1780141835.839483
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1780142444.5979247
Last modification: 1780141835.839483
Hostname: runnervm3jyl0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-4' --float_param='-56.24215830479008104703' --choice_param='1'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -4
OO-Info: int_param_two: -100
OO-Info: float_param: -56.24215830479008104703
OO-Info: choice_param: 1
RESULT1: 1.5593359142813
RESULT2: 2.93020235290484

stderr was empty
Result: {'RESULT1': 1.5593359142813, 'RESULT2': 2.93020235290484}
Final-results: {'RESULT1': 1.5593359142813, 'RESULT2': 2.93020235290484}
EXIT_CODE: 0
submitit INFO (2026-05-30 12:53:11,506) - Job completed successfully
submitit INFO (2026-05-30 12:53:11,506) - Exiting after successful completion