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
nan	nan	nan	nan	nan	-94	-94.69371121376753	1	8	-198118.080555741

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

2025-11-03 14:33:50 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, waiting for 1 job, finished 1 job

Git-Version

Commit: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (9040-1-g3f5cdd50b)

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,-101427.923020033005741424858570098877,2,6.1577141284942626953125,1,-96
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-125623.27115893000154756009578704834,-53,-90.202495323877712962712394073606,2,-5
2,,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-130533.58978849099366925656795501709,-28,-24.7494029998779296875,16,-100
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-198118.08055574100580997765064239502,-94,-94.693711213767528533935546875,1,8
4,1762176797,3,537a7e60-4a72-4386-b29f-c2149880ff98,1762176801,1762176807,6,./.tests/optimization_example --int_param='-100' --float_param='-53.71390124169339230775' --choice_param='1'  --int_param_two='10' --nr_results=1,0,,c124,-100,10,-53.713901241693392307752219494432,1,1211446,4_0,COMPLETED,BOTORCH_MODULAR,-145636.541990193014498800039291381836,-100,-53.713901241693392307752219494432,1,10
5,1762176812,8,537a7e60-4a72-4386-b29f-c2149880ff98,1762176821,1762176827,6,./.tests/optimization_example --int_param='-55' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=1,0,,c133,-55,10,-100,1,1211447,5_0,COMPLETED,BOTORCH_MODULAR,-147073.320000000006984919309616088867,-55,-100,1,10


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

To cancel, press CTRL c, then run 'scancel 1211445'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Importing submitit.LocalExecutor...
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⠋ Importing subprocess...
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⠋ Importing beartype...
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⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 11-03 14:33:07] 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 load_experiment...
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Run-UUID: 087e4724-1615-4925-855f-1dcd8eb1099d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dialing in hyperparameters like a clas |
| sic noir detective.                               |
 \                                                 /
  =================================================
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                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
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                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
⠋ 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 /home/h8/s3811141/test/randomtest_93382/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: /home/h8/s3811141/test/randomtest_93382/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...
⠋ 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=23 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': -125623.27115893}: Saved results.csv
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': -198118.080555741}: Saved results.csv
BOTORCH_MODULAR, best RESULT: -198118.080555741, waiting for 1 job, finished 1 job            : 10it [00:34,  3.49s/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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ nan                  │ -94       │ -94.69371121376753 │ 1            │ 8             │ -198118.080555741 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴──────────────┴───────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 14:33:15 (537a7e60-4a72-4386-b29f-c2149880ff98): SOBOL, best RESULT: -198118.080555741, Started OmniOpt2 run...
2025-11-03 14:33:16 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, getting new HP set
2025-11-03 14:33:16 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, requested 1 jobs, got 1, 0.82 s/job
2025-11-03 14:33:16 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, eval #1/1 start                    
2025-11-03 14:33:17 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, starting new job                   
2025-11-03 14:33:17 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, unknown 1, started new job         
2025-11-03 14:33:18 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, unknown 1, waiting for 1 job       
2025-11-03 14:33:19 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, running 1, waiting for 1 job       
2025-11-03 14:33:28 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, running 1, new result: RESULT: -145636.541990
2025-11-03 14:33:31 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, waiting for 1 job, finished 1 job            
2025-11-03 14:33:31 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, getting new HP set                           
2025-11-03 14:33:31 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, requested 1 jobs, got 1, 0.65 s/job          
2025-11-03 14:33:32 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, eval #1/1 start                              
2025-11-03 14:33:32 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, starting new job                             
2025-11-03 14:33:37 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, unknown 1, started new job                   
2025-11-03 14:33:38 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, unknown 1, waiting for 1 job                 
2025-11-03 14:33:39 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, pending 1, waiting for 1 job                 
2025-11-03 14:33:42 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, running 1, waiting for 1 job                 
2025-11-03 14:33:48 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, running 1, new result: RESULT: -147073.320000
2025-11-03 14:33:50 (537a7e60-4a72-4386-b29f-c2149880ff98): BOTORCH_MODULAR, best RESULT: -198118.080555741, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.561 │    1 │        0.561 │
│       2 │   5.505 │    1 │        5.505 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   3.033 │      │              │
│  Median │   3.033 │      │              │
│   Total │   6.066 │      │              │
│     Max │   5.505 │      │              │
│     Min │   0.561 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.821 │    1 │        0.821 │
│         2 │   0.653 │    1 │        0.653 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.737 │      │              │
│    Median │   0.737 │      │              │
│     Total │   1.474 │      │              │
│       Max │   0.821 │      │              │
│       Min │   0.653 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

1762176790.3468,1,0,0
1762176797.0092,1,0,0
1762176797.2751,1,1,100
1762176811.9847,1,1,100
1762176812.0276,1,0,0
1762176812.3993,1,0,0
1762176817.6153,1,1,100
1762176830.1151,1,1,100
1762176832.3283,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1762176790,809.51171875,14.2

`RESULT` (goal: minimize)

Best value: -198118.08055574
Achieved at:
- int_param = -94
- float_param = -94.693711213768
- choice_param = 1
- int_param_two = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-55	-77.5	22.5	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-100	-53.7139	-76.857	23.143	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-198118.0806	-101427.923	-141402.1211	29529.1564	6
int_param	-100	2	-54.6667	35.4197	6
float_param	-100	6.1577	-59.5336	39.5253	6
choice_param	1	16	3.6667	5.5277	6
int_param_two	-100	10	-28.8333	49.1881	6

submitit INFO (2025-11-03 14:33:18,762) - Starting with JobEnvironment(job_id=1211446, hostname=c124, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 14:33:18,763) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/1211446/1211446_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -53.71390124169339, "int_param_two": 10, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-53.71390124169339230775' --choice_param='1'  --int_param_two='10' --nr_results=1
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1211446
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1762176696.8403537
Last modification: 1751868744.0086284
Hostname: c124
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-53.71390124169339230775' --choice_param='1'  --int_param_two='10' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -53.71390124169339230775
OO-Info: choice_param: 1
RESULT: -145636.541990193

stderr was empty
Result: {'RESULT': -145636.541990193}
Final-results: {'RESULT': -145636.541990193}
EXIT_CODE: 0
submitit INFO (2025-11-03 14:33:27,979) - Job completed successfully
submitit INFO (2025-11-03 14:33:27,987) - Exiting after successful completion