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	2.0482508972	5	-98.28123360872269	-53	16	1.0841613385

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 10:37:42 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 4 done, █▇▁▆, finishing jobs, finished 1 job

Git-Version

Commit: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (9325-1-ga02171f59)

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,1.084161338499999960305331114796,2.048250897199999975839546095813,5,-98.281233608722686767578125,-53,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.166028056800000101134173746686,2.571820139699999785420914122369,-60,-11.791684358052179959486238658428,-45,hallo
2,1778409438,2,095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a,1778409440,1778409446,6,./.tests/optimization_example --int_param='-65' --float_param='-62.41875178632952980706' --choice_param='8'  --int_param_two='-54' --nr_results=2,0,,runnervmrc6n4,-65,-54,-62.41875178632952980706249945797,8,2_0,COMPLETED,UNIFORM,1.784020174100000133421417558566,2.81755572379999996712740539806,-65,-62.41875178632952980706249945797,-54,8
3,1778409450,2,095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a,1778409452,1778409458,6,./.tests/optimization_example --int_param='-53' --float_param='-4.07455962560999296329' --choice_param='1'  --int_param_two='-60' --nr_results=2,0,,runnervmrc6n4,-53,-60,-4.074559625609992963291006162763,1,3_0,COMPLETED,UNIFORM,1.252857331958699971252713112335,2.047531600200700019343003077665,-53,-4.074559625609992963291006162763,-60,1


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

Current git-hash: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (last fully tested stable version 1 commit ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:37:14] 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: c234fdb3-4e83-4b0e-a89e-17c2e5591b7a
  _________________________________________________
 /                                                 \
| 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=141 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      │     5     │ -98.28123360872269 │      -53      │      16      │  1.0841613385   │  2.0482508972   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼─────────────────┼─────────────────┤
│      3      │    -53    │ -4.074559625609993 │      -60      │      1       │ 1.2528573319587 │ 2.0475316002007 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴─────────────────┴─────────────────┘
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: 1.0841613385                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.0475316002007                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                                                                  │
│    🧠 Model: UNIFORM                                                                                                                                                                                 │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:37:18 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, Started OmniOpt2 run...
2026-05-10 10:37:18 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, getting new HP set (no sbatch)
2026-05-10 10:37:18 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-05-10 10:37:18 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, eval #1/1 start                    
2026-05-10 10:37:18 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, starting new job                   
2026-05-10 10:37:18 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, started new job                    
2026-05-10 10:37:27 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, new result: RESULT1: 1.784020, RESULT2: 2.817556
2026-05-10 10:37:30 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, finishing jobs, finished 1 job     
2026-05-10 10:37:30 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, getting new HP set (no sbatch)     
2026-05-10 10:37:30 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, requested 1 jobs, got 1, 0.08 s/job
2026-05-10 10:37:30 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, eval #1/1 start                    
2026-05-10 10:37:30 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, starting new job                   
2026-05-10 10:37:30 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, started new job                    
2026-05-10 10:37:39 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 3 done, █▇▁, new result: RESULT1: 1.252857, RESULT2: 2.047532
2026-05-10 10:37:42 (095f6e3f-dd54-4e98-a8d6-2fcf471c5e9a): UNIFORM, 4 done, █▇▁▆, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.109 │      │              │
│  Median │   0.109 │      │              │
│   Total │   0.218 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.078 │    1 │        0.078 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.054 │      │              │
│    Median │   0.054 │      │              │
│     Total │   0.108 │      │              │
│       Max │   0.078 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778409435,744.68359375,28.3

`RESULT1` (goal: minimize)

Best value: 1.0841613385
Achieved at:
- RESULT2 = 2.0482508972
- int_param = 5
- float_param = -98.281233608723
- int_param_two = -53
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.0475316002007
Achieved at:
- RESULT1 = 1.2528573319587
- int_param = -53
- float_param = -4.07455962561
- int_param_two = -60
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-65	-53	-59	6	2
OO_Info_int_param_two	-60	-54	-57	3	2
OO_Info_float_param	-62.4188	-4.0746	-33.2467	29.1721	2
OO_Info_choice_param	1	8	4.5	3.5	2
RESULT1	1.0842	1.784	1.3218	0.2735	4
RESULT2	2.0475	2.8176	2.3713	0.3349	4
int_param	-65	5	-43.25	28.1813	4
float_param	-98.2812	-4.0746	-44.1416	38.4611	4
int_param_two	-60	-45	-53	5.3385	4
choice_param	No numerical statistics available

submitit INFO (2026-05-10 10:37:19,071) - Starting with JobEnvironment(job_id=159774, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:37:19,071) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/159774/159774_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -65, "float_param": -62.41875178632953, "int_param_two": -54, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-65' --float_param='-62.41875178632952980706' --choice_param='8'  --int_param_two='-54' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778406039.296941
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778406671.9422488
Last modification: 1778406039.296941
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-65' --float_param='-62.41875178632952980706' --choice_param='8'  --int_param_two='-54' --nr_results=2 
stdout:
 OO-Info: int_param: -65
OO-Info: int_param_two: -54
OO-Info: float_param: -62.41875178632952980706
OO-Info: choice_param: 8
RESULT1: 1.78402017413555
RESULT2: 2.81755572380231

stderr was empty
Result: {'RESULT1': 1.78402017413555, 'RESULT2': 2.81755572380231}
Final-results: {'RESULT1': 1.78402017413555, 'RESULT2': 2.81755572380231}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:37:26,548) - Job completed successfully
submitit INFO (2026-05-10 10:37:26,548) - Exiting after successful completion