OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	OO_Info_SLURM_JOB_ID	int_param	float_param	int_param_two	choice_param	RESULT
-98	-96	-13.41100650925554	4	1167602	-98	-13.41100650925554	-96	4	-210886.571606838

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-24 19:36:40 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -210886.571606838, waiting for 1 job, finished 1 job

Git-Version

Commit: 628555560e665603d20624eb3c8dc87fa6c723cd (8867-1-g628555560)

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,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1761327308,54,04a1d9a2-4220-44c0-bd71-b0b3f7b214ea,1761327364,1761327370,6,./.tests/optimization_example  --int_param='-26' --float_param='-29.83117759227752685547' --choice_param='2' --int_param_two='-2' --nr_results=1,0,,c153,-26,-2,-29.83117759227752685546875,2,1167597,0_0,COMPLETED,SOBOL,-22558.629324647801695391535758972168,-26,-29.83117759227752685546875,-2,2
1,1761327379,10,04a1d9a2-4220-44c0-bd71-b0b3f7b214ea,1761327390,1761327397,7,./.tests/optimization_example  --int_param='-98' --float_param='-13.41100650925553949833' --choice_param='4' --int_param_two='-96' --nr_results=1,0,,c153,-98,-96,-13.411006509255539498326470493339,4,1167602,1_0,COMPLETED,BOTORCH_MODULAR,-210886.571606837998842820525169372559,-98,-13.411006509255539498326470493339,-96,4


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

To cancel, press CTRL c, then run 'scancel 1167591'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
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⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Importing submitit.LocalExecutor...
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⠋ Importing importlib.util...
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⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
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⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
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⠋ Importing subprocess...
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⠋ Trying to import pyfiglet...
⠹ Importing helpers...
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⠇ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 19:34:53] 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]`.
⠏ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
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⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
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⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
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Run-UUID: 3f3a78bc-6697-446a-bb65-e9803e62eaa1
  ____                  _  ____        _   ___  
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠧ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=21 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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=1
                                       Experiment parameters                                       
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -210886.571606838, waiting for 1 job, finished 1 job                   : 100%|██████████| 2/2 [01:35<00:00, 47.56s/it]
                                                                                     Best RESULT, min (total: 2)                                                                                     
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ OO_Info_SLURM_JOB_ID ┃ int_param ┃ float_param        ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -98               │ -96                   │ -13.41100650925554  │ 4                    │ 1167602              │ -98       │ -13.41100650925554 │ -96           │ 4            │ -210886.571606838 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.575 │    1 │        0.575 │
│         2 │   0.639 │    1 │        0.639 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.607 │      │              │
│    Median │   0.607 │      │              │
│     Total │   1.214 │      │              │
│       Max │   0.639 │      │              │
│       Min │   0.575 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.167 │    1 │        1.167 │
│       2 │   2.145 │    1 │        2.145 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.656 │      │              │
│  Median │   1.656 │      │              │
│   Total │   3.312 │      │              │
│     Max │   2.145 │      │              │
│     Min │   1.167 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-24 19:35:05 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, Started OmniOpt2 run...
2025-10-24 19:35:06 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, getting new HP set     
2025-10-24 19:35:07 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, requested 1 jobs, got 1, 0.58 s/job
2025-10-24 19:35:08 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, eval #1/1 start                    
2025-10-24 19:35:08 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, starting new job                   
2025-10-24 19:35:09 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 19:35:10 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 19:35:11 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 19:35:57 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-24 19:36:11 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, running 1 = ∑1/1, new result: RESULT: -22558.629325
2025-10-24 19:36:14 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, waiting for 1 job, finished 1 job
2025-10-24 19:36:16 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, getting new HP set               
2025-10-24 19:36:16 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, requested 1 jobs, got 1, 0.64 s/job
2025-10-24 19:36:17 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, eval #1/1 start                    
2025-10-24 19:36:19 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, starting new job                   
2025-10-24 19:36:20 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, unknown 1 = ∑1/1, started new job  
2025-10-24 19:36:21 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 19:36:22 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 19:36:25 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, running 1 = ∑1/1, waiting for 1 job
2025-10-24 19:36:37 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -22558.6293246478, running 1 = ∑1/1, new result: RESULT: -210886.571607
2025-10-24 19:36:40 (04a1d9a2-4220-44c0-bd71-b0b3f7b214ea): SOBOL, best RESULT: -210886.571606838, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.167 │    1 │        1.167 │
│       2 │   2.145 │    1 │        2.145 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.656 │      │              │
│  Median │   1.656 │      │              │
│   Total │   3.312 │      │              │
│     Max │   2.145 │      │              │
│     Min │   1.167 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.575 │    1 │        0.575 │
│         2 │   0.639 │    1 │        0.639 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.607 │      │              │
│    Median │   0.607 │      │              │
│     Total │   1.214 │      │              │
│       Max │   0.639 │      │              │
│       Min │   0.575 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/s3811141
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	True
revert_to_random_when_seemingly_exhausted	False
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	True
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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	1
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	True
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

1761327297.9294,1,0,0
1761327308.8371,1,0,0
1761327309.1666,1,1,100
1761327371.3071,1,1,100
1761327374.2393,1,0,0
1761327378.1093,1,0,0
1761327379.7441,1,1,100
1761327402.277,1,1,100

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1761327297,807.546875,5
1761327357,821.625,5.4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-98	-26	-62	36	2
OO_Info_int_param_two	-96	-2	-49	47	2
OO_Info_float_param	-29.8312	-13.411	-21.6211	8.2101	2
OO_Info_choice_param	2	4	3	1	2
RESULT	-210886.5716	-22558.6293	-116722.6005	94163.9711	2
int_param	-98	-26	-62	36	2
float_param	-29.8312	-13.411	-21.6211	8.2101	2
int_param_two	-96	-2	-49	47	2
choice_param	2	4	3	1	2

submitit INFO (2025-10-24 19:35:57,590) - Starting with JobEnvironment(job_id=1167597, hostname=c153, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 19:35:57,593) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/1167597/1167597_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -26, "float_param": -29.831177592277527, "int_param_two": -2, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-26' --float_param='-29.83117759227752685547' --choice_param='2' --int_param_two='-2' --nr_results=1
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1167597
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761327364.0
Last modification: 1755343211.0
Hostname: c153
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-26' --float_param='-29.83117759227752685547' --choice_param='2' --int_param_two='-2' --nr_results=1
stdout:
 OO-Info: int_param: -26
OO-Info: int_param_two: -2
OO-Info: float_param: -29.83117759227752685547
OO-Info: choice_param: 2
RESULT: -22558.6293246478

stderr was empty
Result: {'RESULT': -22558.6293246478}
Final-results: {'RESULT': -22558.6293246478}
EXIT_CODE: 0
submitit INFO (2025-10-24 19:36:10,485) - Job completed successfully
submitit INFO (2025-10-24 19:36:10,499) - Exiting after successful completion