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	2.8555855473	-38	-37.65824854373932	5	hallo	1.2590760364

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

2026-05-28 10:36:15 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 4 done, █▃▇▁, finishing jobs, finished 1 job

Git-Version

Commit: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (9335-5-g5c399eb6c)

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,1.25907603639999998712539763801,2.855585547300000026638144845492,-38,-37.65824854373931884765625,5,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.463576524800000111525832835468,2.63746345380000013491894605977,-65,-25.584574456573236034273577388376,8,4
2,1779964550,2,56bb2694-1ed3-4a6d-930c-8cfc3da220e0,1779964552,1779964558,6,./.tests/optimization_example --int_param='-87' --float_param='-95.6498048257722928156' --choice_param='16'  --int_param_two='-25' --nr_results=2,0,,runnervmiav63,-87,-25,-95.649804825772292815599939785898,16,2_0,COMPLETED,UNIFORM,1.291003280900000049769005272537,2.38155041710000014987258509791,-87,-95.649804825772292815599939785898,-25,16
3,1779964563,1,56bb2694-1ed3-4a6d-930c-8cfc3da220e0,1779964564,1779964570,6,./.tests/optimization_example --int_param='-5' --float_param='-26.85509897945641455408' --choice_param='2'  --int_param_two='-76' --nr_results=2,0,,runnervmiav63,-5,-76,-26.855098979456411001365268020891,2,3_0,COMPLETED,UNIFORM,1.545655428971260070269977404678,2.29979121577658984776348916057,-5,-26.855098979456414554078946821392,-76,2


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

Current git-hash: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (last fully tested stable version 5 commits ago [3d587dc4b297f4e0db9767b04ad80de912dc9888, 9335])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-28 10:35:47] 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: 3eddbd54-264d-44cc-96df-af8c76f7a6ee
/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 - Cracking the code of perfect parameter |
| s!                                                |
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                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=13 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -38    │ -37.65824854373932  │       5       │    hallo     │   1.2590760364   │   2.8555855473   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -87    │ -95.64980482577229  │      -25      │      16      │   1.2910032809   │   2.3815504171   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -5     │ -26.855098979456415 │      -76      │      2       │ 1.54565542897126 │ 2.29979121577659 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 36s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2590760364                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.29979121577659                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                                                                  │
│    🧠 Model: UNIFORM                                                                                                                                                                                 │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-28 10:35:50 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, Started OmniOpt2 run...
2026-05-28 10:35:50 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, getting new HP set (no sbatch)
2026-05-28 10:35:50 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-05-28 10:35:50 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, eval #1/1 start                    
2026-05-28 10:35:50 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, starting new job                   
2026-05-28 10:35:50 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, started new job                    
2026-05-28 10:35:59 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, new result: RESULT1: 1.291003, RESULT2: 2.381550
2026-05-28 10:36:02 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, finishing jobs, finished 1 job     
2026-05-28 10:36:02 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, getting new HP set (no sbatch)     
2026-05-28 10:36:02 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, requested 1 jobs, got 1, 0.08 s/job
2026-05-28 10:36:02 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, eval #1/1 start                    
2026-05-28 10:36:03 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, starting new job                   
2026-05-28 10:36:03 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, started new job                    
2026-05-28 10:36:12 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 3 done, █▁▆, new result: RESULT1: 1.545655, RESULT2: 2.299791
2026-05-28 10:36:15 (56bb2694-1ed3-4a6d-930c-8cfc3da220e0): UNIFORM, 4 done, █▃▇▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.098 │    1 │        0.098 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.108 │      │              │
│  Median │   0.108 │      │              │
│   Total │   0.217 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   0.078 │    1 │        0.078 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.054 │      │              │
│    Median │   0.054 │      │              │
│     Total │   0.108 │      │              │
│       Max │   0.078 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1779964547,756.51171875,28.2

`RESULT1` (goal: minimize)

Best value: 1.2590760364
Achieved at:
- RESULT2 = 2.8555855473
- int_param = -38
- float_param = -37.658248543739
- int_param_two = 5

`RESULT2` (goal: minimize)

Best value: 2.2997912157766
Achieved at:
- RESULT1 = 1.5456554289713
- int_param = -5
- float_param = -26.855098979456
- int_param_two = -76

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-87	-5	-46	41	2
OO_Info_int_param_two	-76	-25	-50.5	25.5	2
OO_Info_float_param	-95.6498	-26.8551	-61.2525	34.3974	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.2591	1.5457	1.3898	0.1189	4
RESULT2	2.2998	2.8556	2.5436	0.219	4
int_param	-87	-5	-48.75	30.6462	4
float_param	-95.6498	-25.5846	-46.4369	28.7977	4
int_param_two	-76	8	-22	33.7417	4
choice_param	No numerical statistics available

submitit INFO (2026-05-28 10:35:50,875) - Starting with JobEnvironment(job_id=162298, hostname=runnervmiav63, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-28 10:35:50,875) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/162298/162298_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -87, "float_param": -95.64980482577229, "int_param_two": -25, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-87' --float_param='-95.6498048257722928156' --choice_param='16'  --int_param_two='-25' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1779961025.9780056
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1779961665.2103298
Last modification: 1779961025.9780056
Hostname: runnervmiav63
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-87' --float_param='-95.6498048257722928156' --choice_param='16'  --int_param_two='-25' --nr_results=2 
stdout:
 OO-Info: int_param: -87
OO-Info: int_param_two: -25
OO-Info: float_param: -95.6498048257722928156
OO-Info: choice_param: 16
RESULT1: 1.29100328085861
RESULT2: 2.38155041713932

stderr was empty
Result: {'RESULT1': 1.29100328085861, 'RESULT2': 2.38155041713932}
Final-results: {'RESULT1': 1.29100328085861, 'RESULT2': 2.38155041713932}
EXIT_CODE: 0
submitit INFO (2026-05-28 10:35:58,389) - Job completed successfully
submitit INFO (2026-05-28 10:35:58,390) - Exiting after successful completion