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
-36.0	-52.0	-75.79551445320249	2.0	2.9595708108	-36	-75.79551445320249	-52	2	1.1435350481

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

2025-11-12 22:13:22 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 3ec5638cb1f0bc5d7c3e2c4fbff92d92c23a3902 (9079-1-g3ec5638cb)

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,1.182929642800000014091210687184,2.899116151599999913202054813155,-39,-76.874815523624420166015625,-53,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.706101546600000018472087504051,2.248646480800000180266806637519,-100,10,10,1
2,1762985564,2,0d228ca6-c197-4f08-8bb9-9072c0f036a7,1762985566,1762985572,6,./.tests/optimization_example --int_param='-36' --float_param='-75.79551445320248603821' --choice_param='2'  --int_param_two='-52' --nr_results=2,0,,runnervmw9dnm,-36,-52,-75.7955144532024860382080078125,2,2_0,COMPLETED,BO_MIXED,1.143535048099999951176641843631,2.959570810799999840412510820897,-36,-75.7955144532024860382080078125,-52,2
3,1762985589,2,0d228ca6-c197-4f08-8bb9-9072c0f036a7,1762985591,1762985597,6,./.tests/optimization_example --int_param='-90' --float_param='-60.03167817470490774667' --choice_param='16'  --int_param_two='-34' --nr_results=2,0,,runnervmw9dnm,-90,-34,-60.031678174704900641245330916718,16,3_0,COMPLETED,BO_MIXED,1.474727924521179955874572442553,2.51836402234355016815925409901,-90,-60.03167817470490774667268851772,-34,16


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

Current git-hash: 3ec5638cb1f0bc5d7c3e2c4fbff92d92c23a3902 (last fully tested stable version 1 commit ago [297c9bf79ff8699386ca64b00f917f7524e44aef, 9079])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 22:12:34] 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: bb744d99-9faf-4675-b87c-1864e31de6f7
  ____________________________________________
| OmniOpt2 - Hyperparameter alchemy in action! |
  ============================================
                                              \
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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=195 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -39    │ -76.87481552362442 │      -53      │      16      │   1.1829296428   │   2.8991161516   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │   -100    │         10         │      10       │      1       │   1.7061015466   │   2.2486464808   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -36    │ -75.79551445320249 │      -52      │      2       │   1.1435350481   │   2.9595708108   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -90    │ -60.03167817470491 │      -34      │      16      │ 1.47472792452118 │ 2.51836402234355 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-12 22:12:38 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, Started OmniOpt2 run...
2025-11-12 22:12:44 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, getting new HP set (no sbatch)
2025-11-12 22:12:44 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, requested 1 jobs, got 1, 5.76 s/job
2025-11-12 22:12:44 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, eval #1/1 start                    
2025-11-12 22:12:44 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, starting new job                   
2025-11-12 22:12:44 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, started new job                    
2025-11-12 22:12:53 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, new result: RESULT1: 1.143535, RESULT2: 2.959571
2025-11-12 22:12:57 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-11-12 22:13:09 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-11-12 22:13:09 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, requested 1 jobs, got 1, 11.86 s/job    
2025-11-12 22:13:09 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, eval #1/1 start                         
2025-11-12 22:13:09 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, starting new job                        
2025-11-12 22:13:09 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, started new job                         
2025-11-12 22:13:18 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 3 done, new result: RESULT1: 1.474728, RESULT2: 2.518364
2025-11-12 22:13:22 (0d228ca6-c197-4f08-8bb9-9072c0f036a7): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.226 │    1 │        0.226 │
│       2 │   0.113 │    1 │        0.113 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.169 │      │              │
│  Median │   0.169 │      │              │
│   Total │   0.339 │      │              │
│     Max │   0.226 │      │              │
│     Min │   0.113 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   5.761 │    1 │        5.761 │
│         2 │  11.860 │    1 │       11.860 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   8.811 │      │              │
│    Median │   8.811 │      │              │
│     Total │  17.621 │      │              │
│       Max │  11.860 │      │              │
│       Min │   5.761 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762985555,777.94921875,27.1

`RESULT1` (goal: minimize)

Best value: 1.1435350481
Achieved at:
- RESULT2 = 2.9595708108
- int_param = -36
- float_param = -75.795514453202
- int_param_two = -52
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.2486464808
Achieved at:
- RESULT1 = 1.7061015466
- int_param = -100
- float_param = 10
- int_param_two = 10
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-90	-36	-63	27	2
OO_Info_int_param_two	-52	-34	-43	9	2
OO_Info_float_param	-75.7955	-60.0317	-67.9136	7.8819	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.1435	1.7061	1.3768	0.2291	4
RESULT2	2.2486	2.9596	2.6564	0.2899	4
int_param	-100	-36	-66.25	28.986	4
float_param	-76.8748	10	-50.6755	35.6598	4
int_param_two	-53	10	-32.25	25.538	4
choice_param	1	16	8.75	7.2586	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 (2025-11-12 22:12:44,967) - Starting with JobEnvironment(job_id=181497, hostname=runnervmw9dnm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 22:12:44,967) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/181497/181497_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -36, "float_param": -75.79551445320249, "choice_param": 2, "int_param_two": -52}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-36' --float_param='-75.79551445320248603821' --choice_param='2'  --int_param_two='-52' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762981793.8887846
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762982250.7650862
Last modification: 1762981793.8887846
Hostname: runnervmw9dnm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-36' --float_param='-75.79551445320248603821' --choice_param='2'  --int_param_two='-52' --nr_results=2 
stdout:
 OO-Info: int_param: -36
OO-Info: int_param_two: -52
OO-Info: float_param: -75.79551445320248603821
OO-Info: choice_param: 2
RESULT1: 1.14353504807605
RESULT2: 2.95957081075491

stderr was empty
Result: {'RESULT1': 1.14353504807605, 'RESULT2': 2.95957081075491}
Final-results: {'RESULT1': 1.14353504807605, 'RESULT2': 2.95957081075491}
EXIT_CODE: 0
submitit INFO (2025-11-12 22:12:52,560) - Job completed successfully
submitit INFO (2025-11-12 22:12:52,560) - Exiting after successful completion