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 + inserted jobs: 4)

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	choice_param	int_param_two	RESULT
-100.0	-100.0	-85.88493906020051	4.0	1167960.0	-100	-85.88493906020051	4	-100	-302458.441479764

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-24 20:02:20 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -302458.441479764, 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,choice_param,int_param_two
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-15197.702421690299161127768456935883,6,-15.6319713592529296875,1,-28
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-301453.119821681000757962465286254883,-99,-94.880428424031563849894155282527,4,-92
2,,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-72432.173188408996793441474437713623,-14,-13.60766828060150146484375,hallo,-76
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-186007.389453451003646478056907653809,-81,-98.772091360563464945698797237128,8,-15
4,1761328877,29,4242cdf2-47d2-4bf8-b85b-c078c5301518,1761328907,1761328913,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='-84' --nr_results=1,0,,c105,-100,-84,-100,4,1167949,4_0,COMPLETED,BOTORCH_MODULAR,-299240.520000000018626451492309570312,-100,-100,4,-84
5,1761328918,11,4242cdf2-47d2-4bf8-b85b-c078c5301518,1761328930,1761328936,6,./.tests/optimization_example --int_param='-100' --float_param='-85.8849390602005087203' --choice_param='4'  --int_param_two='-100' --nr_results=1,0,,c139,-100,-100,-85.884939060200508720299694687128,4,1167960,5_0,COMPLETED,BOTORCH_MODULAR,-302458.441479764005634933710098266602,-100,-85.884939060200508720299694687128,4,-100


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To cancel, press CTRL c, then run 'scancel 1167934'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
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⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
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⠋ Importing sixel...
⠋ Importing subprocess...
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⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠹ Importing helpers...
⠋ Parsing arguments...
⠦ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 20:00:58] 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...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
⠋ Importing MaxTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
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⠋ Importing Data...
⠋ Importing Experiment...
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Run-UUID: 8213b382-71b4-44e4-bb94-d850321561ac
  _________________________________________________
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| OmniOpt2 - Cracking the code of perfect parameter |
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --load_data_from_existing_jobs runs/adding_old_jobs_to_new_jobs//0 runs/adding_old_jobs_to_new_jobs//1
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/2...
⠋ 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/adding_old_jobs_to_new_jobs/2
⠋ 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=adding_old_jobs_to_new_jobs&run_nr=17 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
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
⠴ Loading job 1/2 from runs/adding_old_jobs_to_new_jobs/0/results.csv into ax_client, result: {'RESULT': -301453.119821681}: Saved results.csv
⠋ Setting global generation strategy
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
⠙ Loading job 1/2 from runs/adding_old_jobs_to_new_jobs/1/results.csv into ax_client, result: {'RESULT': -186007.389453451}: Saved results.csv
⠋ Setting global generation strategy
SOBOL, best RESULT: -302458.441479764, waiting for 1 job, finished 1 job            : 10it [01:06,  6.70s/it]
                                                                           Best RESULT, min (total: 2 + inserted jobs: 4)                                                                            
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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        ┃ choice_param ┃ int_param_two ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ -85.88493906020051  │ 4.0                  │ 1167960.0            │ -100      │ -85.88493906020051 │ 4            │ -100          │ -302458.441479764 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴──────────────┴───────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-24 20:01:13 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, Started OmniOpt2 run...
2025-10-24 20:01:15 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, getting new HP set     
2025-10-24 20:01:15 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, requested 1 jobs, got 1, 0.98 s/job
2025-10-24 20:01:16 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, eval #1/1 start                    
2025-10-24 20:01:17 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, starting new job                   
2025-10-24 20:01:17 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, unknown 1, started new job         
2025-10-24 20:01:19 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, unknown 1, waiting for 1 job       
2025-10-24 20:01:20 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, pending 1, waiting for 1 job       
2025-10-24 20:01:44 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, running 1, waiting for 1 job       
2025-10-24 20:01:53 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, running 1, new result: RESULT: -299240.520000
2025-10-24 20:01:56 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, waiting for 1 job, finished 1 job            
2025-10-24 20:01:57 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, getting new HP set                           
2025-10-24 20:01:57 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, requested 1 jobs, got 1, 1.28 s/job          
2025-10-24 20:01:58 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, eval #1/1 start                              
2025-10-24 20:01:58 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, starting new job                             
2025-10-24 20:01:58 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, unknown 1, started new job                   
2025-10-24 20:01:59 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, unknown 1, waiting for 1 job                 
2025-10-24 20:02:00 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, pending 1, waiting for 1 job                 
2025-10-24 20:02:03 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, running 1, waiting for 1 job                 
2025-10-24 20:02:17 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -301453.119821681, running 1, new result: RESULT: -302458.441480
2025-10-24 20:02:20 (4242cdf2-47d2-4bf8-b85b-c078c5301518): SOBOL, best RESULT: -302458.441479764, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.355 │    1 │        1.355 │
│       2 │   0.467 │    1 │        0.467 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.911 │      │              │
│  Median │   0.911 │      │              │
│   Total │   1.822 │      │              │
│     Max │   1.355 │      │              │
│     Min │   0.467 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.985 │    1 │        0.985 │
│         2 │   1.276 │    1 │        1.276 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.130 │      │              │
│    Median │   1.130 │      │              │
│     Total │   2.261 │      │              │
│       Max │   1.276 │      │              │
│       Min │   0.985 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	adding_old_jobs_to_new_jobs
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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['runs/adding_old_jobs_to_new_jobs//0', 'runs/adding_old_jobs_to_new_jobs//1']
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	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

1761328861.8002,1,0,0
1761328877.0209,1,0,0
1761328877.3239,1,1,100
1761328940.1229,1,1,100
1761328942.2616,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761328861,806.19140625,4.2
1761328921,841.3828125,3.6

`RESULT` (goal: minimize)

Best value: -302458.44147976
Achieved at:
- int_param = -100
- float_param = -85.884939060201
- choice_param = 4
- int_param_two = -100

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-84	-92	8	2
OO_Info_float_param	-100	-85.8849	-92.9425	7.0575	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-302458.4415	-15197.7024	-196131.5577	116311.7881	6
int_param	-100	6	-64.6667	43.7861	6
float_param	-100	-13.6077	-68.1295	38.1099	6
choice_param	No numerical statistics available
int_param_two	-100	-15	-65.8333	32.4058	6

submitit INFO (2025-10-24 20:01:34,843) - Starting with JobEnvironment(job_id=1167949, hostname=c105, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 20:01:34,845) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/2/single_runs/1167949/1167949_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -84, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='-84' --nr_results=1
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1167949
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761328907.0
Last modification: 1755343211.0
Hostname: c105
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='-84' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -84
OO-Info: float_param: -100
OO-Info: choice_param: 4
RESULT: -299240.52

stderr was empty
Result: {'RESULT': -299240.52}
Final-results: {'RESULT': -299240.52}
EXIT_CODE: 0
submitit INFO (2025-10-24 20:01:53,387) - Job completed successfully
submitit INFO (2025-10-24 20:01:53,389) - Exiting after successful completion