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
-13.0	-46.0	-32.604506976002185	2.0	2.2652823353000002	-13	-32.604506976002185	-46	2	1.0211519546

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

2025-12-28 17:04:50 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 58e649822e26cd86d048a231030de21ba5917183 (9196)

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,1.935849596399999983376005729951,2.836333706800000076242440627539,-13,-32.49496996402740478515625,-46,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.961504881600000027574992600421,2.683788166899999882986094235093,-100,-100,10,2
2,1766941461,2,5fc43da2-9db4-4610-870d-f16232b49067,1766941463,1766941469,6,./.tests/optimization_example --int_param='-13' --float_param='-32.60450697600218461503' --choice_param='2'  --int_param_two='-46' --nr_results=2,0,,runnervmh13bl,-13,-46,-32.60450697600218461502663558349,2,2_0,COMPLETED,BO_MIXED,1.021151954600000077988397606532,2.265282335300000227107375394553,-13,-32.60450697600218461502663558349,-46,2
3,1766941478,2,5fc43da2-9db4-4610-870d-f16232b49067,1766941480,1766941486,6,./.tests/optimization_example --int_param='3' --float_param='-19.83808031933282123305' --choice_param='2'  --int_param_two='-56' --nr_results=2,0,,runnervmh13bl,3,-56,-19.838080319332821233047070563771,2,3_0,COMPLETED,BO_MIXED,1.901782461515729938383856278961,2.154779801468489797144911790383,3,-19.838080319332821233047070563771,-56,2


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

Current git-hash: 58e649822e26cd86d048a231030de21ba5917183 (version: 9196)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 17:04:15] 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: b6b00a4d-a1df-4754-918f-25db6e1df714
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
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  =================================================
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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=468 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       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      2      │    -13    │ -32.604506976002185 │      -46      │      2       │   1.0211519546   │ 2.2652823353000002 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │     3     │ -19.83808031933282  │      -56      │      2       │ 1.90178246151573 │  2.15477980146849  │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 17:04:19 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, Started OmniOpt2 run...
2025-12-28 17:04:21 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, getting new HP set (no sbatch)
2025-12-28 17:04:21 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, requested 1 jobs, got 1, 1.93 s/job
2025-12-28 17:04:21 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, eval #1/1 start                    
2025-12-28 17:04:21 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, starting new job                   
2025-12-28 17:04:21 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, started new job                    
2025-12-28 17:04:30 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, new result: RESULT1: 1.021152, RESULT2: 2.265282
2025-12-28 17:04:33 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-12-28 17:04:38 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-12-28 17:04:38 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, requested 1 jobs, got 1, 4.50 s/job     
2025-12-28 17:04:38 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, eval #1/1 start                         
2025-12-28 17:04:38 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, starting new job                        
2025-12-28 17:04:38 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, started new job                         
2025-12-28 17:04:47 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 3 done, new result: RESULT1: 1.901782, RESULT2: 2.154780
2025-12-28 17:04:50 (5fc43da2-9db4-4610-870d-f16232b49067): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.230 │    1 │        0.230 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.172 │      │              │
│  Median │   0.172 │      │              │
│   Total │   0.345 │      │              │
│     Max │   0.230 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.927 │    1 │        1.927 │
│         2 │   4.498 │    1 │        4.498 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.212 │      │              │
│    Median │   3.212 │      │              │
│     Total │   6.425 │      │              │
│       Max │   4.498 │      │              │
│       Min │   1.927 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1766941456,786.3046875,27.1

`RESULT1` (goal: minimize)

Best value: 1.0211519546
Achieved at:
- RESULT2 = 2.2652823353
- int_param = -13
- float_param = -32.604506976002
- int_param_two = -46
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.1547798014685
Achieved at:
- RESULT1 = 1.9017824615157
- int_param = 3
- float_param = -19.838080319333
- int_param_two = -56
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-13	3	-5	8	2
OO_Info_int_param_two	-56	-46	-51	5	2
OO_Info_float_param	-32.6045	-19.8381	-26.2213	6.3832	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.0212	1.9615	1.7051	0.3954	4
RESULT2	2.1548	2.8363	2.485	0.283	4
int_param	-100	3	-30.75	40.5116	4
float_param	-100	-19.8381	-46.2344	31.4724	4
int_param_two	-56	10	-34.5	26.0144	4
choice_param	2	8	3.5	2.5981	4

submitit INFO (2025-12-28 17:04:21,820) - Starting with JobEnvironment(job_id=157987, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 17:04:21,821) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/157987/157987_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -13, "float_param": -32.604506976002185, "choice_param": 2, "int_param_two": -46}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-13' --float_param='-32.60450697600218461503' --choice_param='2'  --int_param_two='-46' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766937658.4797015
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766938315.2947187
Last modification: 1766937658.4797015
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-13' --float_param='-32.60450697600218461503' --choice_param='2'  --int_param_two='-46' --nr_results=2 
stdout:
 OO-Info: int_param: -13
OO-Info: int_param_two: -46
OO-Info: float_param: -32.60450697600218461503
OO-Info: choice_param: 2
RESULT1: 1.02115195461466
RESULT2: 2.26528233531596

stderr was empty
Result: {'RESULT1': 1.02115195461466, 'RESULT2': 2.26528233531596}
Final-results: {'RESULT1': 1.02115195461466, 'RESULT2': 2.26528233531596}
EXIT_CODE: 0
submitit INFO (2025-12-28 17:04:29,425) - Job completed successfully
submitit INFO (2025-12-28 17:04:29,425) - Exiting after successful completion