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
-41.0	-31.0	-16.360019162346845	16.0	2.21619617505664	-41	-16.360019162346845	-31	16	1.1482252758733

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 18:15:55 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 4a28738a034158e648d88394b7c99e219886729f (9062-1-g4a28738a0)

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,1.635759142099999952080224829842,2.606861281300000054983456720947,-62,-5.721700191497802734375,-43,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.691352280899999893648555371328,2.728989925600000088223850980285,10,-100,-100,1
2,1762280115,2,b073876e-7bf6-47c0-8430-a529408737b7,1762280117,1762280123,6,./.tests/optimization_example --int_param='-46' --float_param='-14.15207840367968117334' --choice_param='16'  --int_param_two='-15' --nr_results=2,0,,runnervmf2e7y,-46,-15,-14.152078403679679396987012296449,16,2_0,COMPLETED,BO_MIXED,1.7690585459000001122831235989,2.220188371899999957292948238319,-46,-14.1520784036796811733438516967,-15,16
3,1762280142,2,b073876e-7bf6-47c0-8430-a529408737b7,1762280144,1762280150,6,./.tests/optimization_example --int_param='-41' --float_param='-16.36001916234684472329' --choice_param='16'  --int_param_two='-31' --nr_results=2,0,,runnervmf2e7y,-41,-31,-16.360019162346844723288086242974,16,3_0,COMPLETED,BO_MIXED,1.148225275873300033069313030865,2.216196175056639905420752256759,-41,-16.360019162346844723288086242974,-31,16


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

Current git-hash: 4a28738a034158e648d88394b7c99e219886729f (last fully tested stable version 1 commit ago [ecd3b7b2c5392f9a0f7e3f8f3f3fe0583b404213, 9062])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:14:59] 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: 54b6dd0f-8f8c-4add-95ad-567f492729ee
  _________________________________________________
 /                                                 \
| OmniOpt2 - Finding the needle in the hyper haysta |
| ck!                                               |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=128 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      3      │    -41    │ -16.360019162346845 │      -31      │      16      │ 1.1482252758733 │ 2.21619617505664 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴─────────────────┴──────────────────┘
                                     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 18:15:05 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, Started OmniOpt2 run...
2025-11-04 18:15:15 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, getting new HP set (no sbatch)
2025-11-04 18:15:15 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, requested 1 jobs, got 1, 9.39 s/job
2025-11-04 18:15:15 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, eval #1/1 start                    
2025-11-04 18:15:15 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, starting new job                   
2025-11-04 18:15:15 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, started new job                    
2025-11-04 18:15:24 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, new result: RESULT1: 1.769059, RESULT2: 2.220188
2025-11-04 18:15:29 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-11-04 18:15:42 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-11-04 18:15:42 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, requested 1 jobs, got 1, 13.42 s/job    
2025-11-04 18:15:42 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, eval #1/1 start                         
2025-11-04 18:15:42 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, starting new job                        
2025-11-04 18:15:42 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, started new job                         
2025-11-04 18:15:51 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 3 done, new result: RESULT1: 1.148225, RESULT2: 2.216196
2025-11-04 18:15:55 (b073876e-7bf6-47c0-8430-a529408737b7): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.214 │    1 │        0.214 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.161 │      │              │
│  Median │   0.161 │      │              │
│   Total │   0.323 │      │              │
│     Max │   0.214 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   9.392 │    1 │        9.392 │
│         2 │  13.415 │    1 │       13.415 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  11.404 │      │              │
│    Median │  11.404 │      │              │
│     Total │  22.807 │      │              │
│       Max │  13.415 │      │              │
│       Min │   9.392 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762280100,778.31640625,27

`RESULT1` (goal: minimize)

Best value: 1.1482252758733
Achieved at:
- RESULT2 = 2.2161961750566
- int_param = -41
- float_param = -16.360019162347
- int_param_two = -31
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.2161961750566
Achieved at:
- RESULT1 = 1.1482252758733
- int_param = -41
- float_param = -16.360019162347
- int_param_two = -31
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-46	-41	-43.5	2.5	2
OO_Info_int_param_two	-31	-15	-23	8	2
OO_Info_float_param	-16.36	-14.1521	-15.256	1.104	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.1482	1.7691	1.5611	0.243	4
RESULT2	2.2162	2.729	2.4431	0.229	4
int_param	-62	10	-34.75	26.9757	4
float_param	-100	-5.7217	-34.0584	38.2778	4
int_param_two	-100	-15	-47.25	32.0342	4
choice_param	1	16	12.25	6.4952	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 (2025-11-04 18:15:15,830) - Starting with JobEnvironment(job_id=181542, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:15:15,830) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/181542/181542_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -46, "float_param": -14.152078403679681, "choice_param": 16, "int_param_two": -15}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-46' --float_param='-14.15207840367968117334' --choice_param='16'  --int_param_two='-15' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762276307.41033
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762276726.1482286
Last modification: 1762276307.41033
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-46' --float_param='-14.15207840367968117334' --choice_param='16'  --int_param_two='-15' --nr_results=2 
stdout:
 OO-Info: int_param: -46
OO-Info: int_param_two: -15
OO-Info: float_param: -14.15207840367968117334
OO-Info: choice_param: 16
RESULT1: 1.76905854589222
RESULT2: 2.22018837192761

stderr was empty
Result: {'RESULT1': 1.76905854589222, 'RESULT2': 2.22018837192761}
Final-results: {'RESULT1': 1.76905854589222, 'RESULT2': 2.22018837192761}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:15:23,323) - Job completed successfully
submitit INFO (2025-11-04 18:15:23,323) - Exiting after successful completion