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	2.6519941293000002	-70	-33.613733649253845	-59	hallo	1.5189027724000002

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

2026-05-10 10:39:15 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 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,1.51890277240000015623877516191,2.651994129300000224702671403065,-70,-33.61373364925384521484375,-59,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.899516067800000040932673073257,2.722428109099999993247820384568,10,-100,10,1
2,1778409525,2,fe7314f7-98ec-4d43-8352-64e3615a4729,1778409527,1778409533,6,./.tests/optimization_example --int_param='-65' --float_param='-7.45289787466936815008' --choice_param='hallo'  --int_param_two='-78' --nr_results=2,0,,runnervmrc6n4,-65,-78,-7.452897874669368150080117629841,hallo,2_0,COMPLETED,BO_MIXED,1.834492301900000121861467050621,2.251565931900000094856295618229,-65,-7.452897874669368150080117629841,-78,hallo
3,1778409543,2,fe7314f7-98ec-4d43-8352-64e3615a4729,1778409545,1778409551,6,./.tests/optimization_example --int_param='-68' --float_param='-20.4209772080040643516' --choice_param='hallo'  --int_param_two='-68' --nr_results=2,0,,runnervmrc6n4,-68,-68,-20.420977208004064351598572102375,hallo,3_0,COMPLETED,BO_MIXED,1.935855730277580066811538017646,2.12315550176159995032776350854,-68,-20.420977208004064351598572102375,-68,hallo


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

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 10:38:39] 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: 27396e8d-5777-4ece-9498-60b3590378a2
  ___________________________________
| OmniOpt2 - Turning dials like a DJ! |
  ===================================
                                     \
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                                               /0  0  \\__  /    //  | \\ \\
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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=141 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      │    -70    │ -33.613733649253845 │      -59      │    hallo     │ 1.5189027724000002 │ 2.6519941293000002 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼────────────────────┤
│      2      │    -65    │ -7.452897874669368  │      -78      │    hallo     │ 1.8344923019000001 │    2.2515659319    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼────────────────────┤
│      3      │    -68    │ -20.420977208004064 │      -68      │    hallo     │  1.93585573027758  │  2.1231555017616   │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴────────────────────┘
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: 43s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.5189027724000002                                                                                                                                                               │
│    🏆 Best RESULT2: 2.1231555017616                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🧠 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:38:42 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, Started OmniOpt2 run...
2026-05-10 10:38:45 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, getting new HP set (no sbatch)
2026-05-10 10:38:45 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, requested 1 jobs, got 1, 2.35 s/job
2026-05-10 10:38:45 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, eval #1/1 start                    
2026-05-10 10:38:45 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, starting new job                   
2026-05-10 10:38:45 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, started new job                    
2026-05-10 10:38:54 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, new result: RESULT1: 1.834492, RESULT2: 2.251566
2026-05-10 10:38:57 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, finishing jobs, finished 1 job     
2026-05-10 10:39:03 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, getting new HP set (no sbatch)     
2026-05-10 10:39:03 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, requested 1 jobs, got 1, 6.16 s/job
2026-05-10 10:39:03 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, eval #1/1 start                    
2026-05-10 10:39:03 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, starting new job                   
2026-05-10 10:39:03 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, started new job                    
2026-05-10 10:39:12 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 3 done, █▁▂, new result: RESULT1: 1.935856, RESULT2: 2.123156
2026-05-10 10:39:15 (fe7314f7-98ec-4d43-8352-64e3615a4729): BO_MIXED, 4 done, █▁▂▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.098 │    1 │        0.098 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.110 │      │              │
│  Median │   0.110 │      │              │
│   Total │   0.220 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.352 │    1 │        2.352 │
│         2 │   6.157 │    1 │        6.157 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   4.254 │      │              │
│    Median │   4.254 │      │              │
│     Total │   8.509 │      │              │
│       Max │   6.157 │      │              │
│       Min │   2.352 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778409520,744.2421875,28.4

`RESULT1` (goal: minimize)

Best value: 1.5189027724
Achieved at:
- RESULT2 = 2.6519941293
- int_param = -70
- float_param = -33.613733649254
- int_param_two = -59

`RESULT2` (goal: minimize)

Best value: 2.1231555017616
Achieved at:
- RESULT1 = 1.9358557302776
- int_param = -68
- float_param = -20.420977208004
- int_param_two = -68

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-68	-65	-66.5	1.5	2
OO_Info_int_param_two	-78	-68	-73	5	2
OO_Info_float_param	-20.421	-7.4529	-13.9369	6.484	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.5189	1.9359	1.7972	0.1647	4
RESULT2	2.1232	2.7224	2.4373	0.2552	4
int_param	-70	10	-48.25	33.6777	4
float_param	-100	-7.4529	-40.3719	35.6472	4
int_param_two	-78	10	-48.75	34.5787	4
choice_param	No numerical statistics available

submitit INFO (2026-05-10 10:38:45,588) - Starting with JobEnvironment(job_id=164688, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:38:45,588) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/164688/164688_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -65, "float_param": -7.452897874669368, "choice_param": "hallo", "int_param_two": -78}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-65' --float_param='-7.45289787466936815008' --choice_param='hallo'  --int_param_two='-78' --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='-7.45289787466936815008' --choice_param='hallo'  --int_param_two='-78' --nr_results=2 
stdout:
 OO-Info: int_param: -65
OO-Info: int_param_two: -78
OO-Info: float_param: -7.45289787466936815008
OO-Info: choice_param: hallo
RESULT1: 1.83449230187489
RESULT2: 2.25156593192102

stderr was empty
Result: {'RESULT1': 1.83449230187489, 'RESULT2': 2.25156593192102}
Final-results: {'RESULT1': 1.83449230187489, 'RESULT2': 2.25156593192102}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:38:53,062) - Job completed successfully
submitit INFO (2026-05-10 10:38:53,063) - Exiting after successful completion