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	2.8767464884000002	-46	-24.134594863094748	-10	4	1.2722758216

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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

2026-05-10 01:17:00 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 4 done, ▄█▁▄, finishing jobs, finished 1 job

Git-Version

Commit: 01b08d618b49d942e55420979b7925f87f54957e (9305-14-g01b08d618)

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,1.545073914200000064766982177389,2.774098054600000029523698685807,-19,-14.402835369110107421875,-65,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.272275821600000078603898145957,2.876746488400000245633236772846,-46,-24.134594863094747552167973481119,-10,4
2,1778375799,1,f3401cb7-9e68-46d4-99e8-b5ff493eccfe,1778375800,1778375807,7,./.tests/optimization_example --int_param='-50' --float_param='-5.29709301589343795058' --choice_param='2'  --int_param_two='-32' --nr_results=2,0,,runnervmrc6n4,-50,-32,-5.297093015893437950580846518278,2,2_0,COMPLETED,UNIFORM,1.786128940800000064470509641978,2.474533886700000184788450496853,-50,-5.297093015893437950580846518278,-32,2
3,1778375810,1,f3401cb7-9e68-46d4-99e8-b5ff493eccfe,1778375811,1778375817,6,./.tests/optimization_example --int_param='-9' --float_param='-91.71656366268585713897' --choice_param='2'  --int_param_two='-17' --nr_results=2,0,,runnervmrc6n4,-9,-17,-91.716563662685842928112833760679,2,3_0,COMPLETED,UNIFORM,1.525660028754830088715266356303,2.060537028449719976208598382073,-9,-91.716563662685857138967548962682,-17,2


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

Current git-hash: 01b08d618b49d942e55420979b7925f87f54957e (last fully tested stable version 14 commits ago [5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2, 9305])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 01:16:37] 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: de2e76ec-7157-4a9e-8d00-93a53025297d
/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 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
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                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
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                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/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_UNIFORM&run_nr=133 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM 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       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      1      │    -46    │ -24.134594863094748 │      -10      │      4       │   1.2722758216   │ 2.8767464884000002 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    -9     │ -91.71656366268586  │      -17      │      2       │ 1.52566002875483 │  2.06053702844972  │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
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  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 31s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2722758216                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.06053702844972                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                                                                  │
│    🧠 Model: UNIFORM                                                                                                                                                                                 │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 01:16:39 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, Started OmniOpt2 run...
2026-05-10 01:16:39 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, getting new HP set (no sbatch)
2026-05-10 01:16:39 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, requested 1 jobs, got 1, 0.02 s/job
2026-05-10 01:16:39 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, eval #1/1 start                    
2026-05-10 01:16:39 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, starting new job                   
2026-05-10 01:16:39 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, started new job                    
2026-05-10 01:16:47 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, new result: RESULT1: 1.786129, RESULT2: 2.474534
2026-05-10 01:16:49 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, finishing jobs, finished 1 job     
2026-05-10 01:16:50 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, getting new HP set (no sbatch)     
2026-05-10 01:16:50 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, requested 1 jobs, got 1, 0.06 s/job
2026-05-10 01:16:50 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, eval #1/1 start                    
2026-05-10 01:16:50 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, starting new job                   
2026-05-10 01:16:50 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, started new job                    
2026-05-10 01:16:58 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 3 done, ▄█▁, new result: RESULT1: 1.525660, RESULT2: 2.060537
2026-05-10 01:17:00 (f3401cb7-9e68-46d4-99e8-b5ff493eccfe): UNIFORM, 4 done, ▄█▁▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.090 │    1 │        0.090 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.083 │      │              │
│  Median │   0.083 │      │              │
│   Total │   0.165 │      │              │
│     Max │   0.090 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.059 │    1 │        0.059 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.041 │      │              │
│    Median │   0.041 │      │              │
│     Total │   0.082 │      │              │
│       Max │   0.059 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_UNIFORM/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
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
1778375797,744.3203125,28.8

`RESULT1` (goal: minimize)

Best value: 1.2722758216
Achieved at:
- RESULT2 = 2.8767464884
- int_param = -46
- float_param = -24.134594863095
- int_param_two = -10
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.0605370284497
Achieved at:
- RESULT1 = 1.5256600287548
- int_param = -9
- float_param = -91.716563662686
- int_param_two = -17
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-50	-9	-29.5	20.5	2
OO_Info_int_param_two	-32	-17	-24.5	7.5	2
OO_Info_float_param	-91.7166	-5.2971	-48.5068	43.2097	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.2723	1.7861	1.5323	0.1818	4
RESULT2	2.0605	2.8767	2.5465	0.3171	4
int_param	-50	-9	-31	17.4213	4
float_param	-91.7166	-5.2971	-33.8878	34.0455	4
int_param_two	-65	-10	-31	21.1778	4
choice_param	2	4	2.5	0.866	4

submitit INFO (2026-05-10 01:16:39,736) - Starting with JobEnvironment(job_id=159470, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 01:16:39,736) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/159470/159470_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -50, "float_param": -5.297093015893438, "int_param_two": -32, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-50' --float_param='-5.29709301589343795058' --choice_param='2'  --int_param_two='-32' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778372821.5631092
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778373373.4255393
Last modification: 1778372821.5631092
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-50' --float_param='-5.29709301589343795058' --choice_param='2'  --int_param_two='-32' --nr_results=2 
stdout:
 OO-Info: int_param: -50
OO-Info: int_param_two: -32
OO-Info: float_param: -5.29709301589343795058
OO-Info: choice_param: 2
RESULT1: 1.7861289408329
RESULT2: 2.47453388673918

stderr was empty
Result: {'RESULT1': 1.7861289408329, 'RESULT2': 2.47453388673918}
Final-results: {'RESULT1': 1.7861289408329, 'RESULT2': 2.47453388673918}
EXIT_CODE: 0
submitit INFO (2026-05-10 01:16:47,011) - Job completed successfully
submitit INFO (2026-05-10 01:16:47,012) - Exiting after successful completion