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
-9.0	6.0	-98.12092210523384	1.0	2.8688831621	-9	-98.12092210523384	6	1	1.2867235114

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

2026-05-06 07:23:12 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: c6b965b5df80f147fbdd74e75ddafd6b080b9454 (9292)

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,1.550224529699999909126972852391,2.975763320300000014384522728506,-64,2.4245548248291015625,-87,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.295944411600000067963378569402,2.62203999290000000499389898323,-9,-98.011130775007799798004270996898,6,4
2,1778052163,2,8dcd51c9-082a-4ac2-a6fc-1080859a8307,1778052165,1778052171,6,./.tests/optimization_example --int_param='-9' --float_param='-98.12092210523384494536' --choice_param='1'  --int_param_two='6' --nr_results=2,0,,runnervmeorf1,-9,6,-98.120922105233844945360033307225,1,2_0,COMPLETED,BO_MIXED,1.286723511399999964055496093351,2.868883162099999939442795948707,-9,-98.120922105233844945360033307225,6,1
3,1778052180,2,8dcd51c9-082a-4ac2-a6fc-1080859a8307,1778052182,1778052188,6,./.tests/optimization_example --int_param='7' --float_param='-76.36965788989081715954' --choice_param='4'  --int_param_two='10' --nr_results=2,0,,runnervmeorf1,7,10,-76.3696578898908171595394378528,4,3_0,COMPLETED,BO_MIXED,1.682759452219219964419494317553,2.131167027025609783663639973383,7,-76.3696578898908171595394378528,10,4


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

Current git-hash: c6b965b5df80f147fbdd74e75ddafd6b080b9454 (version: 9292)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 07:22:37] ax.storage.sqa_store.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: a8dea6cd-1734-44e9-8860-b16ee584bd88
  ________________________________________
| OmniOpt2 - Dialing in the magic numbers. |
  ========================================
                                          \
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                                                                    _-~~             ~~-_
                                                                 _-~                    /~-_
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                                             /|  O|| O|        /      \_______________/        \
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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=85 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      │    -9     │ -98.0111307750078  │       6       │      4       │   1.2959444116   │   2.6220399929   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -9     │ -98.12092210523384 │       6       │      1       │   1.2867235114   │   2.8688831621   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │     7     │ -76.36965788989082 │      10       │      4       │ 1.68275945221922 │ 2.13116702702561 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 07:22:41 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, Started OmniOpt2 run...
2026-05-06 07:22:43 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, getting new HP set (no sbatch)
2026-05-06 07:22:43 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, requested 1 jobs, got 1, 2.04 s/job
2026-05-06 07:22:43 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, eval #1/1 start                    
2026-05-06 07:22:43 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, starting new job                   
2026-05-06 07:22:43 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, started new job                    
2026-05-06 07:22:52 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, new result: RESULT1: 1.286724, RESULT2: 2.868883
2026-05-06 07:22:55 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-05-06 07:23:00 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-05-06 07:23:00 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, requested 1 jobs, got 1, 4.79 s/job     
2026-05-06 07:23:00 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, eval #1/1 start                         
2026-05-06 07:23:00 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, starting new job                        
2026-05-06 07:23:00 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, started new job                         
2026-05-06 07:23:09 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 3 done, new result: RESULT1: 1.682759, RESULT2: 2.131167
2026-05-06 07:23:12 (8dcd51c9-082a-4ac2-a6fc-1080859a8307): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.254 │    1 │        0.254 │
│       2 │   0.105 │    1 │        0.105 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.180 │      │              │
│  Median │   0.180 │      │              │
│   Total │   0.359 │      │              │
│     Max │   0.254 │      │              │
│     Min │   0.105 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.043 │    1 │        2.043 │
│         2 │   4.792 │    1 │        4.792 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.418 │      │              │
│    Median │   3.418 │      │              │
│     Total │   6.835 │      │              │
│       Max │   4.792 │      │              │
│       Min │   2.043 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
nr_evals_per_arm	1
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
1778052159,773.984375,26.9

`RESULT1` (goal: minimize)

Best value: 1.2867235114
Achieved at:
- RESULT2 = 2.8688831621
- int_param = -9
- float_param = -98.120922105234
- int_param_two = 6
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.1311670270256
Achieved at:
- RESULT1 = 1.6827594522192
- int_param = 7
- float_param = -76.369657889891
- int_param_two = 10
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-9	7	-1	8	2
OO_Info_int_param_two	6	10	8	2	2
OO_Info_float_param	-98.1209	-76.3697	-87.2453	10.8756	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.2867	1.6828	1.4539	0.1692	4
RESULT2	2.1312	2.9758	2.6495	0.3256	4
int_param	-64	7	-18.75	26.9293	4
float_param	-98.1209	2.4246	-67.5193	41.3421	4
int_param_two	-87	10	-16.25	40.8802	4
choice_param	1	16	6.25	5.7609	4

submitit INFO (2026-05-06 07:22:43,859) - Starting with JobEnvironment(job_id=159089, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 07:22:43,859) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/159089/159089_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -9, "float_param": -98.12092210523384, "choice_param": 1, "int_param_two": 6}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-9' --float_param='-98.12092210523384494536' --choice_param='1'  --int_param_two='6' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778048233.83314
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778048857.880476
Last modification: 1778048233.83314
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-9' --float_param='-98.12092210523384494536' --choice_param='1'  --int_param_two='6' --nr_results=2 
stdout:
 OO-Info: int_param: -9
OO-Info: int_param_two: 6
OO-Info: float_param: -98.12092210523384494536
OO-Info: choice_param: 1
RESULT1: 1.2867235113672
RESULT2: 2.86888316212887

stderr was empty
Result: {'RESULT1': 1.2867235113672, 'RESULT2': 2.86888316212887}
Final-results: {'RESULT1': 1.2867235113672, 'RESULT2': 2.86888316212887}
EXIT_CODE: 0
submitit INFO (2026-05-06 07:22:51,341) - Job completed successfully
submitit INFO (2026-05-06 07:22:51,341) - Exiting after successful completion