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	2.7526170992	10	10.0	-100	1	1.1551460191

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 04:49:51 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 7df9cc742d72dd218d8e828d99d3902f6eff6df0 (9169)

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,1.178502197700000087010607785487,2.57255004310000012779369171767,-90,-66.871986091136932373046875,-26,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.155146019100000032153729989659,2.752617099200000083669692685362,10,10,-100,1
2,1766897360,2,94d03184-832f-4be1-9615-39ea3241a8a9,1766897362,1766897368,6,./.tests/optimization_example --int_param='-8' --float_param='6.60795966369973886145' --choice_param='2'  --int_param_two='9' --nr_results=2,0,,runnervmh13bl,-8,9,6.607959663699737973274750402197,2,2_0,COMPLETED,BO_MIXED,1.326842346799999905471167949145,2.761740595900000094786719273543,-8,6.607959663699738861453170102322,9,2
3,1766897378,2,94d03184-832f-4be1-9615-39ea3241a8a9,1766897380,1766897386,6,./.tests/optimization_example --int_param='-90' --float_param='-67.3177790392569619371' --choice_param='4'  --int_param_two='-61' --nr_results=2,0,,runnervmh13bl,-90,-61,-67.317779039256961937098822090775,4,3_0,COMPLETED,BO_MIXED,1.163301623267219975232933393272,2.173077692368199809180850934354,-90,-67.317779039256961937098822090775,-61,4


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

Current git-hash: 7df9cc742d72dd218d8e828d99d3902f6eff6df0 (version: 9169)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 04:49:14] 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: 9fddb32c-2817-42bc-b147-3b99b796358d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning: because close enough isn't goo |
| d enough.                                         |
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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=387 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     │         10         │     -100      │      1       │   1.1551460191   │  2.7526170992   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼─────────────────┤
│      3      │    -90    │ -67.31777903925696 │      -61      │      4       │ 1.16330162326722 │ 2.1730776923682 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴─────────────────┘
                                     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 04:49:18 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, Started OmniOpt2 run...
2025-12-28 04:49:20 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, getting new HP set (no sbatch)
2025-12-28 04:49:20 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, requested 1 jobs, got 1, 1.74 s/job
2025-12-28 04:49:20 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, eval #1/1 start                    
2025-12-28 04:49:20 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, starting new job                   
2025-12-28 04:49:20 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, started new job                    
2025-12-28 04:49:29 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, new result: RESULT1: 1.326842, RESULT2: 2.761741
2025-12-28 04:49:32 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-12-28 04:49:38 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-12-28 04:49:38 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, requested 1 jobs, got 1, 5.45 s/job     
2025-12-28 04:49:38 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, eval #1/1 start                         
2025-12-28 04:49:38 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, starting new job                        
2025-12-28 04:49:38 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, started new job                         
2025-12-28 04:49:47 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 3 done, new result: RESULT1: 1.163302, RESULT2: 2.173078
2025-12-28 04:49:51 (94d03184-832f-4be1-9615-39ea3241a8a9): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.233 │    1 │        0.233 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.172 │      │              │
│  Median │   0.172 │      │              │
│   Total │   0.345 │      │              │
│     Max │   0.233 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.741 │    1 │        1.741 │
│         2 │   5.447 │    1 │        5.447 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.594 │      │              │
│    Median │   3.594 │      │              │
│     Total │   7.188 │      │              │
│       Max │   5.447 │      │              │
│       Min │   1.741 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766897356,786.71875,27.3

`RESULT1` (goal: minimize)

Best value: 1.1551460191
Achieved at:
- RESULT2 = 2.7526170992
- int_param = 10
- float_param = 10
- int_param_two = -100
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.1730776923682
Achieved at:
- RESULT1 = 1.1633016232672
- int_param = -90
- float_param = -67.317779039257
- int_param_two = -61
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-90	-8	-49	41	2
OO_Info_int_param_two	-61	9	-26	35	2
OO_Info_float_param	-67.3178	6.608	-30.3549	36.9629	2
OO_Info_choice_param	2	4	3	1	2
RESULT1	1.1551	1.3268	1.2059	0.0703	4
RESULT2	2.1731	2.7617	2.565	0.2385	4
int_param	-90	10	-44.5	45.9429	4
float_param	-67.3178	10	-29.3955	37.7188	4
int_param_two	-100	9	-44.5	40.4877	4
choice_param	1	4	2.75	1.299	4

submitit INFO (2025-12-28 04:49:21,074) - Starting with JobEnvironment(job_id=147182, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 04:49:21,075) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/147182/147182_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -8, "float_param": 6.607959663699739, "choice_param": 2, "int_param_two": 9}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-8' --float_param='6.60795966369973886145' --choice_param='2'  --int_param_two='9' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766893769.6942778
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766894116.6440337
Last modification: 1766893769.6942778
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-8' --float_param='6.60795966369973886145' --choice_param='2'  --int_param_two='9' --nr_results=2 
stdout:
 OO-Info: int_param: -8
OO-Info: int_param_two: 9
OO-Info: float_param: 6.60795966369973886145
OO-Info: choice_param: 2
RESULT1: 1.32684234676799
RESULT2: 2.76174059589127

stderr was empty
Result: {'RESULT1': 1.32684234676799, 'RESULT2': 2.76174059589127}
Final-results: {'RESULT1': 1.32684234676799, 'RESULT2': 2.76174059589127}
EXIT_CODE: 0
submitit INFO (2025-12-28 04:49:28,620) - Job completed successfully
submitit INFO (2025-12-28 04:49:28,620) - Exiting after successful completion