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 RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_para…	OO_Info_float_pa…	OO_Info_choice_p…	OO_Info_SLURM_JO…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-73	-47	-3.2587206363677…	8	1172604	2.5544561742000003	-73	-3.2587206363677…	-47	8	1.0906580431

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
RESULT1	min
RESULT2	min

Last progressbar status

2025-10-25 03:57:26 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 2 done, waiting for 1 job, finished 1 job

Git-Version

Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1761357278,107,618cdf5c-2c06-4650-9b42-05a70bb9696f,1761357386,1761357392,6,./.tests/optimization_example  --int_param='-73' --float_param='-3.25872063636779785156' --choice_param='8' --int_param_two='-47' --nr_results=2,0,,c131,-73,-47,-3.258720636367797407473290149937,8,1172604,0_0,COMPLETED,SOBOL,1.090658043099999918723597147618,2.554456174200000262430876318831,-73,-3.2587206363677978515625,-47,8
1,1761357395,38,618cdf5c-2c06-4650-9b42-05a70bb9696f,1761357434,1761357441,7,./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='2' --int_param_two='10' --nr_results=2,0,,c153,10,10,-100,2,1172632,1_0,COMPLETED,BOTORCH_MODULAR,1.316410431712029982520562043646,2.955393008279739941457364693633,10,-100,10,2


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

To cancel, press CTRL c, then run 'scancel 1172592'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
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⠋ Importing importlib.util...
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⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
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⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠹ Importing helpers...
⠋ Parsing arguments...
⠼ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 03:54:26] 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...
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⠋ 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...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: 038b1dde-df7e-48db-9adf-8f519e97375a
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing like Schrödinger’s cat—unti |
| l you look, it's both perfect and terrible.       |
 \                                                 /
  =================================================
                                                 \
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                                                              |_\  |--^.  /
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans_Y_trans --transforms=Cont_X_trans_Y_trans --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --result_names RESULT1=min RESULT2=min --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/TRANSFORMS_Cont_X_trans_Y_trans/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/TRANSFORMS_Cont_X_trans_Y_trans/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...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=TRANSFORMS_Cont_X_trans_Y_trans&run_nr=1 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=2
                                       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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, 2 done, waiting for 1 job, finished 1 job                                 : 100%|██████████| 2/2 [02:51<00:00, 85.61s/it]


                                         Pareto-Front for RESULT1/RESULT2:                                         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃   RESULT1    ┃      RESULT2       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      0      │    -73    │ -3.258720636367798 │      -47      │      8       │ 1.0906580431 │ 2.5544561742000003 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
                                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 │   0.085 │    1 │        0.085 │
│         2 │   0.721 │    1 │        0.721 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.403 │      │              │
│    Median │   0.403 │      │              │
│     Total │   0.806 │      │              │
│       Max │   0.721 │      │              │
│       Min │   0.085 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.826 │    1 │        0.826 │
│       2 │   0.210 │    1 │        0.210 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.518 │      │              │
│  Median │   0.518 │      │              │
│   Total │   1.035 │      │              │
│     Max │   0.826 │      │              │
│     Min │   0.210 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-25 03:54:35 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, Started OmniOpt2 run...
2025-10-25 03:54:36 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, getting new HP set     
2025-10-25 03:54:36 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, requested 1 jobs, got 1, 0.09 s/job
2025-10-25 03:54:38 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, eval #1/1 start                    
2025-10-25 03:54:38 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, starting new job                   
2025-10-25 03:54:38 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-25 03:54:39 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-25 03:54:41 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-25 03:56:32 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, pending 1 = ∑1/1, new result: RESULT1: 1.090658, RESULT2: 2.554456
2025-10-25 03:56:34 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, waiting for 1 job, finished 1 job                         
2025-10-25 03:56:35 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, getting new HP set                                        
2025-10-25 03:56:35 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, requested 1 jobs, got 1, 0.72 s/job                       
2025-10-25 03:56:35 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, eval #1/1 start                                           
2025-10-25 03:56:35 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, starting new job                                          
2025-10-25 03:56:36 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, unknown 1 = ∑1/1, started new job                         
2025-10-25 03:56:37 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, unknown 1 = ∑1/1, waiting for 1 job                       
2025-10-25 03:56:40 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, pending 1 = ∑1/1, waiting for 1 job                       
2025-10-25 03:57:17 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, running 1 = ∑1/1, waiting for 1 job                       
2025-10-25 03:57:21 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 1 done, running 1 = ∑1/1, new result: RESULT1: 1.316410, RESULT2: 2.955393
2025-10-25 03:57:26 (618cdf5c-2c06-4650-9b42-05a70bb9696f): SOBOL, 2 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.826 │    1 │        0.826 │
│       2 │   0.210 │    1 │        0.210 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.518 │      │              │
│  Median │   0.518 │      │              │
│   Total │   1.035 │      │              │
│     Max │   0.826 │      │              │
│     Min │   0.210 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.085 │    1 │        0.085 │
│         2 │   0.721 │    1 │        0.721 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.403 │      │              │
│    Median │   0.403 │      │              │
│     Total │   0.806 │      │              │
│       Max │   0.721 │      │              │
│       Min │   0.085 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	TRANSFORMS_Cont_X_trans_Y_trans
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	['RESULT1=min', 'RESULT2=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	['Cont_X_trans_Y_trans']
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

1761357270.1533,1,0,0
1761357278.2319,1,0,0
1761357278.7652,1,1,100
1761357446.3598,1,1,100
1761357451.1701,1,0,0
1761357454.7273,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761357270,807.18359375,28.2
1761357330,821.05859375,21.1
1761357390,821.05859375,21.2
1761357451,854.0078125,14.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-73	10	-31.5	41.5	2
OO_Info_int_param_two	-47	10	-18.5	28.5	2
OO_Info_float_param	-100	-3.2587	-51.6294	48.3706	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.0907	1.3164	1.2035	0.1129	2
RESULT2	2.5545	2.9554	2.7549	0.2005	2
int_param	-73	10	-31.5	41.5	2
float_param	-100	-3.2587	-51.6294	48.3706	2
int_param_two	-47	10	-18.5	28.5	2
choice_param	2	8	5	3	2

submitit INFO (2025-10-25 03:56:21,621) - Starting with JobEnvironment(job_id=1172604, hostname=c131, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 03:56:21,623) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/1172604/1172604_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -73, "float_param": -3.258720636367798, "int_param_two": -47, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-73' --float_param='-3.25872063636779785156' --choice_param='8' --int_param_two='-47' --nr_results=2
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1172604
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761357386.0
Last modification: 1755343211.0
Hostname: c131
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-73' --float_param='-3.25872063636779785156' --choice_param='8' --int_param_two='-47' --nr_results=2
stdout:
 OO-Info: int_param: -73
OO-Info: int_param_two: -47
OO-Info: float_param: -3.25872063636779785156
OO-Info: choice_param: 8
RESULT1: 1.09065804311922
RESULT2: 2.55445617423126

stderr was empty
Result: {'RESULT1': 1.09065804311922, 'RESULT2': 2.55445617423126}
Final-results: {'RESULT1': 1.09065804311922, 'RESULT2': 2.55445617423126}
EXIT_CODE: 0
submitit INFO (2025-10-25 03:56:32,248) - Job completed successfully
submitit INFO (2025-10-25 03:56:32,250) - Exiting after successful completion