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	2.8151631342	10	-100.0	10	1	1.0633517265

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

2025-11-20 13:55:29 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: e16cc47f68741e1b27528fd70f714f7e1341746b (9086-2-ge16cc47f6)

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,1.79429046369999989352095326467,2.560483067899999909400321485009,-77,-17.78153002262115478515625,-82,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.063351726500000093977860160521,2.815163134200000083495751823648,10,-100,10,1
2,1763646888,2,93349dc3-430e-40ce-8d97-c5d93db73dd8,1763646890,1763646896,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-2' --nr_results=2,0,,runnervmg1sw1,-100,-2,10,2,2_0,COMPLETED,BO_MIXED,1.710458915100000032438742891827,2.108757346500000018352238839725,-100,10,-2,2
3,1763646915,2,93349dc3-430e-40ce-8d97-c5d93db73dd8,1763646917,1763646923,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='2'  --int_param_two='3' --nr_results=2,0,,runnervmg1sw1,10,3,-100,2,3_0,COMPLETED,BO_MIXED,1.256231813765229965440539672272,2.56888917865896004855130740907,10,-100,3,2


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

Current git-hash: e16cc47f68741e1b27528fd70f714f7e1341746b (last fully tested stable version 2 commits ago [184950ddc2ff417bb4c0315dffdeac7715a7f11f, 9086])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:54:31] 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: 5cf394ef-7992-4e7e-bec7-3067e398f66d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameters: The Hitchcock thrille |
| r of machine learning.                            |
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  =================================================
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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=231 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    10     │    -100     │      10       │      1       │   1.0633517265   │   2.8151631342   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │   -100    │     10      │      -2       │      2       │   1.7104589151   │   2.1087573465   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    10     │    -100     │       3       │      2       │ 1.25623181376523 │ 2.56888917865896 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-20 13:54:36 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, Started OmniOpt2 run...
2025-11-20 13:54:48 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, getting new HP set (no sbatch)
2025-11-20 13:54:48 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, requested 1 jobs, got 1, 11.63 s/job
2025-11-20 13:54:48 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, eval #1/1 start                     
2025-11-20 13:54:48 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, starting new job                    
2025-11-20 13:54:48 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, started new job                     
2025-11-20 13:54:57 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, new result: RESULT1: 1.710459, RESULT2: 2.108757
2025-11-20 13:55:01 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-11-20 13:55:15 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-11-20 13:55:15 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, requested 1 jobs, got 1, 13.81 s/job    
2025-11-20 13:55:15 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, eval #1/1 start                         
2025-11-20 13:55:15 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, starting new job                        
2025-11-20 13:55:15 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, started new job                         
2025-11-20 13:55:24 (93349dc3-430e-40ce-8d97-c5d93db73dd8): BO_MIXED, 3 done, new result: RESULT1: 1.256232, RESULT2: 2.568889
2025-11-20 13:55:29 (93349dc3-430e-40ce-8d97-c5d93db73dd8): 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 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.171 │      │              │
│  Median │   0.171 │      │              │
│   Total │   0.342 │      │              │
│     Max │   0.230 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  11.630 │    1 │       11.630 │
│         2 │  13.811 │    1 │       13.811 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  12.720 │      │              │
│    Median │  12.720 │      │              │
│     Total │  25.440 │      │              │
│       Max │  13.811 │      │              │
│       Min │  11.630 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763646872,780.63671875,27.1

`RESULT1` (goal: minimize)

Best value: 1.0633517265
Achieved at:
- RESULT2 = 2.8151631342
- int_param = 10
- float_param = -100
- int_param_two = 10
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.1087573465
Achieved at:
- RESULT1 = 1.7104589151
- int_param = -100
- float_param = 10
- int_param_two = -2
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-2	3	0.5	2.5	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.0634	1.7943	1.4561	0.3055	4
RESULT2	2.1088	2.8152	2.5133	0.255	4
int_param	-100	10	-39.25	49.9168	4
float_param	-100	10	-51.9454	49.0482	4
int_param_two	-82	10	-17.75	37.3388	4
choice_param	1	8	3.25	2.7726	4

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-20 13:54:49,030) - Starting with JobEnvironment(job_id=181174, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:54:49,030) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/181174/181174_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "choice_param": 2, "int_param_two": -2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-2' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1763642846.8757772
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763643203.726125
Last modification: 1763642846.8757772
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-2' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -2
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.71045891505583
RESULT2: 2.10875734649332

stderr was empty
Result: {'RESULT1': 1.71045891505583, 'RESULT2': 2.10875734649332}
Final-results: {'RESULT1': 1.71045891505583, 'RESULT2': 2.10875734649332}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:54:56,592) - Job completed successfully
submitit INFO (2025-11-20 13:54:56,593) - Exiting after successful completion