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
10.0	10.0	-69.79209072544711	2.0	2.0727029937	10	-69.79209072544711	10	2	1.084172881

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

2025-11-04 12:21:37 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 9812430dc710edc134b5a49e8c7bfda8c78d31fc (9049-1-g9812430dc)

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,1.257670172799999930290937300015,2.345144128099999836223332749796,-78,-8.28946590423583984375,-82,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.198954934100000091490301201702,2.021786760599999954735039864318,10,-100,10,2
2,1762258861,2,0f8e4885-fe1d-41c8-8b57-25eb737df715,1762258863,1762258869,6,./.tests/optimization_example --int_param='10' --float_param='-69.79209072544711034425' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmxu1zt,10,10,-69.792090725447110344248358160257,2,2_0,COMPLETED,BO_MIXED,1.084172880999999977191805555776,2.072702993700000106969127955381,10,-69.792090725447110344248358160257,10,2
3,1762258885,2,0f8e4885-fe1d-41c8-8b57-25eb737df715,1762258887,1762258893,6,./.tests/optimization_example --int_param='-15' --float_param='-74.49853644816624864688' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmxu1zt,-15,10,-74.498536448166234436030208598822,2,3_0,COMPLETED,BO_MIXED,1.455920509834869980281268908584,2.275950478480329941533000237541,-15,-74.498536448166248646884923800826,10,2


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

Current git-hash: 9812430dc710edc134b5a49e8c7bfda8c78d31fc (last fully tested stable version 1 commit ago [b67ae9b91c483cf433b5d0aa5226c1b3a6a2e3a8, 9049])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 12:20:51] 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: 561a9d8b-7b6a-4196-b29d-18958f090db1
                                                                             
 @@@@@@   @@@@@@@@@@   @@@  @@@  @@@   @@@@@@   @@@@@@@   @@@@@@@   @@@@@@   
@@@@@@@@  @@@@@@@@@@@  @@@@ @@@  @@@  @@@@@@@@  @@@@@@@@  @@@@@@@  @@@@@@@@  
@@!  @@@  @@! @@! @@!  @@!@!@@@  @@!  @@!  @@@  @@!  @@@    @@!         @@@  
!@!  @!@  !@! !@! !@!  !@!!@!@!  !@!  !@!  @!@  !@!  @!@    !@!        @!@   
@!@  !@!  @!! !!@ @!@  @!@ !!@!  !!@  @!@  !@!  @!@@!@!     @!!       !!@    
!@!  !!!  !@!   ! !@!  !@!  !!!  !!!  !@!  !!!  !!@!!!      !!!      !!:     
!!:  !!!  !!:     !!:  !!:  !!!  !!:  !!:  !!!  !!:         !!:     !:!      
:!:  !:!  :!:     :!:  :!:  !:!  :!:  :!:  !:!  :!:         :!:    :!:       
::::: ::  :::     ::    ::   ::   ::  ::::: ::   ::          ::    :: :::::  
 : :  :    :      :    ::    :   :     : :  :    :           :     :: : :::  
                                                                             

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=73 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       │      2       │ 1.1989549341 │ 2.0217867606 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    10     │ -69.79209072544711 │      10       │      2       │ 1.084172881  │ 2.0727029937 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 12:20:55 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, Started OmniOpt2 run...
2025-11-04 12:21:01 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, getting new HP set (no sbatch)
2025-11-04 12:21:01 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, requested 1 jobs, got 1, 6.49 s/job
2025-11-04 12:21:01 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, eval #1/1 start                    
2025-11-04 12:21:01 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, starting new job                   
2025-11-04 12:21:02 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, started new job                    
2025-11-04 12:21:11 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, new result: RESULT1: 1.084173, RESULT2: 2.072703
2025-11-04 12:21:14 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-11-04 12:21:25 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-11-04 12:21:25 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, requested 1 jobs, got 1, 11.13 s/job    
2025-11-04 12:21:25 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, eval #1/1 start                         
2025-11-04 12:21:25 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, starting new job                        
2025-11-04 12:21:25 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, started new job                         
2025-11-04 12:21:34 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 3 done, new result: RESULT1: 1.455921, RESULT2: 2.275950
2025-11-04 12:21:37 (0f8e4885-fe1d-41c8-8b57-25eb737df715): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.100 │    1 │        0.100 │
│       2 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.096 │      │              │
│  Median │   0.096 │      │              │
│   Total │   0.191 │      │              │
│     Max │   0.100 │      │              │
│     Min │   0.091 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   6.489 │    1 │        6.489 │
│         2 │  11.126 │    1 │       11.126 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   8.808 │      │              │
│    Median │   8.808 │      │              │
│     Total │  17.615 │      │              │
│       Max │  11.126 │      │              │
│       Min │   6.489 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762258852,752.88671875,28.9

`RESULT1` (goal: minimize)

Best value: 1.084172881
Achieved at:
- RESULT2 = 2.0727029937
- int_param = 10
- float_param = -69.792090725447
- int_param_two = 10
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.0217867606
Achieved at:
- RESULT1 = 1.1989549341
- int_param = 10
- float_param = -100
- int_param_two = 10
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-15	10	-2.5	12.5	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-74.4985	-69.7921	-72.1453	2.3532	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.0842	1.4559	1.2492	0.1347	4
RESULT2	2.0218	2.3451	2.1789	0.1351	4
int_param	-78	10	-18.25	35.9748	4
float_param	-100	-8.2895	-63.145	33.6916	4
int_param_two	-82	10	-13	39.8372	4
choice_param	1	2	1.75	0.433	4

submitit INFO (2025-11-04 12:21:02,318) - Starting with JobEnvironment(job_id=183822, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 12:21:02,318) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/183822/183822_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": -69.79209072544711, "choice_param": 2, "int_param_two": 10}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='-69.79209072544711034425' --choice_param='2'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762255750.5692801
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762256109.846023
Last modification: 1762255750.5692801
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='-69.79209072544711034425' --choice_param='2'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: 10
OO-Info: float_param: -69.79209072544711034425
OO-Info: choice_param: 2
RESULT1: 1.0841728810492
RESULT2: 2.07270299372928

stderr was empty
Result: {'RESULT1': 1.0841728810492, 'RESULT2': 2.07270299372928}
Final-results: {'RESULT1': 1.0841728810492, 'RESULT2': 2.07270299372928}
EXIT_CODE: 0
submitit INFO (2025-11-04 12:21:09,871) - Job completed successfully
submitit INFO (2025-11-04 12:21:09,871) - Exiting after successful completion