OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4
Nr. imported jobs	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	int_param_two	choice_param	RESULT
10.0	10.0	1000.0	2.0	1211253.0	10	1000.0	10	2	-9901134.12

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-03 13:50:08 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -9901134.12, 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,int_param_two,choice_param
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-67390.245927120704436674714088439941,-28,-47.221572101116180419921875,-49,hallo
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-68680.049190887395525351166725158691,-77,2.904070829264452147100428192061,-5,2
2,,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-171047.720000000001164153218269348145,-100,10,-73,2
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-213988.519999999989522621035575866699,-100,10,-97,2
4,1762174145,25,dea54997-2830-4887-936a-10ae7927688a,1762174170,1762174176,6,./.tests/optimization_example  --int_param='-100' --float_param='879.4435927664090968392' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,c106,-100,-100,879.44359276640909683919744566083,2,1211249,4_0,COMPLETED,BOTORCH_MODULAR,-7866432.089302250184118747711181640625,-100,879.44359276640909683919744566083,-100,2
5,1762174180,20,dea54997-2830-4887-936a-10ae7927688a,1762174200,1762174206,6,./.tests/optimization_example  --int_param='10' --float_param='1000' --choice_param='2' --int_param_two='10' --nr_results=1,0,,c106,10,10,1000,2,1211253,5_0,COMPLETED,BOTORCH_MODULAR,-9901134.11999999918043613433837890625,10,1000,10,2


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

To cancel, press CTRL c, then run 'scancel 1211180'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
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⠋ Importing json...
⠋ Importing yaml...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
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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...
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⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
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⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
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⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠸ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 11-03 13:48:51] 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...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
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⠋ Importing botorch...
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⠋ Importing ax logger...
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Using old run's --time: 60
Run-UUID: d4b9d050-f293-4f00-930f-759602a31f37
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

⠋ Writing worker creation log...
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=1 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
⠋ 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...
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=36 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: BOTORCH_MODULAR for 9 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=1
                                           Experiment parameters                                            
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -1000       │ 1000        │                       │ 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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -9901134.12, waiting for 1 job, finished 1 job                          : 100%|██████████| 6/6 [01:11<00:00, 11.86s/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 ┃ int_param_two ┃ choice_param ┃ RESULT      ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 10.0              │ 10.0                  │ 1000.0              │ 2.0                  │ 1211253.0            │ 10        │ 1000.0      │ 10            │ 2            │ -9901134.12 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴─────────────┘
                                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 13:48:57 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-03 13:49:02 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, getting new HP set     
2025-11-03 13:49:02 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, requested 1 jobs, got 1, 2.40 s/job
2025-11-03 13:49:05 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-03 13:49:05 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, starting new job                   
2025-11-03 13:49:17 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, unknown 1 = ∑1/1, started new job  
2025-11-03 13:49:18 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, unknown 1 = ∑1/1, waiting for 1 job
2025-11-03 13:49:22 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, pending 1 = ∑1/1, waiting for 1 job
2025-11-03 13:49:28 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, running 1 = ∑1/1, waiting for 1 job
2025-11-03 13:49:37 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, running 1 = ∑1/1, new result: RESULT: -7866432.089302
2025-11-03 13:49:39 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, waiting for 1 job, finished 1 job
2025-11-03 13:49:40 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, getting new HP set               
2025-11-03 13:49:40 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, requested 1 jobs, got 1, 0.79 s/job
2025-11-03 13:49:40 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, eval #1/1 start                    
2025-11-03 13:49:40 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, starting new job                   
2025-11-03 13:49:47 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, unknown 1 = ∑1/1, started new job  
2025-11-03 13:49:48 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, unknown 1 = ∑1/1, waiting for 1 job
2025-11-03 13:49:52 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, pending 1 = ∑1/1, waiting for 1 job
2025-11-03 13:49:58 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, running 1 = ∑1/1, waiting for 1 job
2025-11-03 13:50:06 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -7866432.08930225, running 1 = ∑1/1, new result: RESULT: -9901134.120000
2025-11-03 13:50:08 (dea54997-2830-4887-936a-10ae7927688a): BOTORCH_MODULAR, best RESULT: -9901134.12, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │  12.741 │    1 │       12.741 │
│       2 │   6.973 │    1 │        6.973 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   9.857 │      │              │
│  Median │   9.857 │      │              │
│   Total │  19.714 │      │              │
│     Max │  12.741 │      │              │
│     Min │   6.973 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.402 │    1 │        2.402 │
│         2 │   0.791 │    1 │        0.791 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.596 │      │              │
│    Median │   1.596 │      │              │
│     Total │   3.193 │      │              │
│       Max │   2.402 │      │              │
│       Min │   0.791 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
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	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	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
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	10
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	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	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

1762174133.8482,1,0,0
1762174145.2677,1,0,0
1762174157.6541,1,1,100
1762174210.868,1,1,100

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

timestamp,ram_usage_mb,cpu_usage_percent
1762174133,807.2421875,7.6
1762174193,842.23046875,9

`RESULT` (goal: minimize)

Best value: -9901134.12
Achieved at:
- int_param = 10
- float_param = 1000
- int_param_two = 10

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	879.4436	1000	939.7218	60.2782	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-9901134.12	-67390.2459	-3048112.1241	4168364.8344	6
int_param	-100	10	-65.8333	42.4438	6
float_param	-47.2216	1000	309.1877	447.6377	6
int_param_two	-100	10	-52.3333	42.4879	6
choice_param	No numerical statistics available

submitit INFO (2025-11-03 13:49:28,116) - Starting with JobEnvironment(job_id=1211249, hostname=c106, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 13:49:28,116) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/1211249/1211249_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": 879.4435927664091, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='879.4435927664090968392' --choice_param='2' --int_param_two='-100' --nr_results=1
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1211249
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1762174170.4706779
Last modification: 1751868744.0086284
Hostname: c106
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='879.4435927664090968392' --choice_param='2' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 879.4435927664090968392
OO-Info: choice_param: 2
RESULT: -7866432.08930225

stderr was empty
Result: {'RESULT': -7866432.08930225}
Final-results: {'RESULT': -7866432.08930225}
EXIT_CODE: 0
submitit INFO (2025-11-03 13:49:36,596) - Job completed successfully
submitit INFO (2025-11-03 13:49:36,605) - Exiting after successful completion