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
-92.0	-14.0	-56.83687456653331	16	2.25986494971173	-92	-56.83687456653331	-14	16	1.25807925577192

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

2026-05-06 07:18:03 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 6efe9b5645abb6a4e0471dd42a96833aed7eb7e7 (9292-1-g6efe9b564)

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,1.371845998600000005041010808782,2.682295276900000136066637423937,-63,-29.30994808673858642578125,6,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.732795714499999917279637884349,2.260890610800000199986925508711,-74,8.4457095933371846285808715038,-30,16
2,1778051859,2,450577bd-7a33-41d1-8aef-fae02fdaad6f,1778051861,1778051867,6,./.tests/optimization_example --int_param='-58' --float_param='-82.43992433055834112565' --choice_param='hallo'  --int_param_two='-17' --nr_results=2,0,,runnervmrc6n4,-58,-17,-82.43992433055834112565207760781,hallo,2_0,COMPLETED,UNIFORM,1.515867776999999971820898281294,2.173262598099999998169096215861,-58,-82.43992433055834112565207760781,-17,hallo
3,1778051871,2,450577bd-7a33-41d1-8aef-fae02fdaad6f,1778051873,1778051879,6,./.tests/optimization_example --int_param='-92' --float_param='-56.83687456653331082634' --choice_param='16'  --int_param_two='-14' --nr_results=2,0,,runnervmrc6n4,-92,-14,-56.836874566533310826343949884176,16,3_0,COMPLETED,UNIFORM,1.258079255771920035300581730553,2.259864949711730019998867646791,-92,-56.836874566533310826343949884176,-14,16


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

Current git-hash: 6efe9b5645abb6a4e0471dd42a96833aed7eb7e7 (last fully tested stable version 1 commit ago [c6b965b5df80f147fbdd74e75ddafd6b080b9454, 9292])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 07:17:37] 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: e9385751-40f8-4c4e-9e49-bfad5645e669
  ________________________________________________
| OmniOpt2 - Finding the sweet spot in the matrix. |
  ================================================
                                                  \
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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=83 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      2      │    -58    │ -82.43992433055834 │      -17      │    hallo     │   1.515867777    │   2.1732625981   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -92    │ -56.83687456653331 │      -14      │      16      │ 1.25807925577192 │ 2.25986494971173 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 07:17:39 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, Started OmniOpt2 run...
2026-05-06 07:17:39 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, getting new HP set (no sbatch)
2026-05-06 07:17:39 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-05-06 07:17:39 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, eval #1/1 start                    
2026-05-06 07:17:39 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, starting new job                   
2026-05-06 07:17:39 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, started new job                    
2026-05-06 07:17:48 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, new result: RESULT1: 1.515868, RESULT2: 2.173263
2026-05-06 07:17:51 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, finishing jobs, finished 1 job          
2026-05-06 07:17:51 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, getting new HP set (no sbatch)          
2026-05-06 07:17:51 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, requested 1 jobs, got 1, 0.08 s/job     
2026-05-06 07:17:51 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, eval #1/1 start                         
2026-05-06 07:17:51 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, starting new job                        
2026-05-06 07:17:51 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, started new job                         
2026-05-06 07:18:00 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 3 done, new result: RESULT1: 1.258079, RESULT2: 2.259865
2026-05-06 07:18:03 (450577bd-7a33-41d1-8aef-fae02fdaad6f): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.100 │    1 │        0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.111 │      │              │
│  Median │   0.111 │      │              │
│   Total │   0.221 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.032 │    1 │        0.032 │
│         2 │   0.077 │    1 │        0.077 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.055 │      │              │
│    Median │   0.055 │      │              │
│     Total │   0.109 │      │              │
│       Max │   0.077 │      │              │
│       Min │   0.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778051857,743.16796875,28.2

`RESULT1` (goal: minimize)

Best value: 1.2580792557719
Achieved at:
- RESULT2 = 2.2598649497117
- int_param = -92
- float_param = -56.836874566533
- int_param_two = -14
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.1732625981
Achieved at:
- RESULT1 = 1.515867777
- int_param = -58
- float_param = -82.439924330558
- int_param_two = -17
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-92	-58	-75	17	2
OO_Info_int_param_two	-17	-14	-15.5	1.5	2
OO_Info_float_param	-82.4399	-56.8369	-69.6384	12.8015	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.2581	1.7328	1.4696	0.1773	4
RESULT2	2.1733	2.6823	2.3441	0.1985	4
int_param	-92	-58	-71.75	13.0456	4
float_param	-82.4399	8.4457	-40.0353	33.7116	4
int_param_two	-30	6	-13.75	12.8914	4
choice_param	No numerical statistics available

submitit INFO (2026-05-06 07:17:40,137) - Starting with JobEnvironment(job_id=157533, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 07:17:40,137) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/157533/157533_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -58, "float_param": -82.43992433055834, "int_param_two": -17, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-58' --float_param='-82.43992433055834112565' --choice_param='hallo'  --int_param_two='-17' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778048531.585664
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778049146.9855466
Last modification: 1778048531.585664
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-58' --float_param='-82.43992433055834112565' --choice_param='hallo'  --int_param_two='-17' --nr_results=2 
stdout:
 OO-Info: int_param: -58
OO-Info: int_param_two: -17
OO-Info: float_param: -82.43992433055834112565
OO-Info: choice_param: hallo
RESULT1: 1.51586777700959
RESULT2: 2.17326259808348

stderr was empty
Result: {'RESULT1': 1.51586777700959, 'RESULT2': 2.17326259808348}
Final-results: {'RESULT1': 1.51586777700959, 'RESULT2': 2.17326259808348}
EXIT_CODE: 0
submitit INFO (2026-05-06 07:17:47,670) - Job completed successfully
submitit INFO (2026-05-06 07:17:47,670) - Exiting after successful completion