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_param… | OO_Info_float_par… | OO_Info_choice_pa… | OO_Info_SLURM_JOB… | RESULT2 | int_param | float_param | int_param_two | choice_param | RESULT1 |
|---|
| -57 | 10 | -100.0 | hallo | 2104037 | 2.26272942856619 | -57 | -100.0 | 10 | hallo | 1.17957284727982 |
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
2025-12-28 19:58:34 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 2 done, waiting for 1 job, finished 1 job
Git-Version
Commit: c53538d72fd964f91794defe73be612acdc56009 (9205)
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
0,1766948270,13,16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3,1766948284,1766948290,6,./.tests/optimization_example --int_param='-35' --float_param='-20.19412934780120849609' --choice_param='8' --int_param_two='-77' --nr_results=2,0,,c92,-35,-77,-20.19412934780120849609375,8,2104036,0_0,COMPLETED,SOBOL,1.964526731100000089824675342243,2.793370130300000031553508961224,-35,-20.19412934780120849609375,-77,8
1,1766948293,11,16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3,1766948305,1766948311,6,./.tests/optimization_example --int_param='-57' --float_param='-100' --choice_param='hallo' --int_param_two='10' --nr_results=2,0,,c92,-57,10,-100,hallo,2104037,1_0,COMPLETED,BOTORCH_MODULAR,1.179572847279819924892763083335,2.262729428566189859850510401884,-57,-100,10,hallo
========================================================================
To cancel, press CTRL c, then run 'scancel 2104035'
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⠋ Importing typing...
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⠋ Importing submitit.LocalExecutor...
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⠋ Importing PIL.Image...
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⠋ Importing beartype...
[WARNING 12-28 19:57:42] 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 rendering stuff...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
⠋ Importing numpy...
⠋ 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...
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⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
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Run-UUID: a30754b7-fbce-4c88-b241-04e1bce684e5
______ .___ ___. .__ __. __ ______ .______ .___________.___
/ __ \ | \/ | | \ | | | | / __ \ | _ \ | |__ \
| | | | | \ / | | \| | | | | | | | | |_) | `---| |----` ) |
| | | | | |\/| | | . ` | | | | | | | | ___/ | | / /
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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 /home/h8/s3811141/test/randomtest_93382/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: /home/h8/s3811141/test/randomtest_93382/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=2 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
BOTORCH_MODULAR, 2 done, waiting for 1 job, finished 1 job : 100%|██████████| 2/2 [00:45<00:00, 22.81s/it]
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT1 ┃ RESULT2 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 1 │ -57 │ -100 │ 10 │ hallo │ 1.17957284727982 │ 2.26272942856619 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.290 │ 1 │ 0.290 │
│ 2 │ 0.864 │ 1 │ 0.864 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.577 │ │ │
│ Median │ 0.577 │ │ │
│ Total │ 1.153 │ │ │
│ Max │ 0.864 │ │ │
│ Min │ 0.290 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.523 │ 1 │ 0.523 │
│ 2 │ 0.248 │ 1 │ 0.248 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.385 │ │ │
│ Median │ 0.385 │ │ │
│ Total │ 0.771 │ │ │
│ Max │ 0.523 │ │ │
│ Min │ 0.248 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-12-28 19:57:49 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, Started OmniOpt2 run...
2025-12-28 19:57:50 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, getting new HP set
2025-12-28 19:57:50 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, requested 1 jobs, got 1, 0.29 s/job
2025-12-28 19:57:50 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, eval #1/1 start
2025-12-28 19:57:50 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, starting new job
2025-12-28 19:57:51 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, pending 1 = ∑1/1, started new job
2025-12-28 19:57:52 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-12-28 19:58:00 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-12-28 19:58:11 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, completed 1 = ∑1/1, new result: RESULT1: 1.964527, RESULT2: 2.793370
2025-12-28 19:58:12 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): SOBOL, 1 done, waiting for 1 job, finished 1 job
2025-12-28 19:58:13 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, getting new HP set
2025-12-28 19:58:13 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.86 s/job
2025-12-28 19:58:13 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, eval #1/1 start
2025-12-28 19:58:13 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, starting new job
2025-12-28 19:58:14 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, unknown 1 = ∑1/1, started new job
2025-12-28 19:58:15 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, unknown 1 = ∑1/1, waiting for 1 job
2025-12-28 19:58:16 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, pending 1 = ∑1/1, waiting for 1 job
2025-12-28 19:58:24 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, running 1 = ∑1/1, waiting for 1 job
2025-12-28 19:58:31 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 1 done, running 1 = ∑1/1, new result: RESULT1: 1.179573, RESULT2: 2.262729
2025-12-28 19:58:34 (16d4b20d-0f42-4e0a-b7e4-c020e1f7c8e3): BOTORCH_MODULAR, 2 done, waiting for 1 job, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.523 │ 1 │ 0.523 │
│ 2 │ 0.248 │ 1 │ 0.248 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.385 │ │ │
│ Median │ 0.385 │ │ │
│ Total │ 0.771 │ │ │
│ Max │ 0.523 │ │ │
│ Min │ 0.248 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.290 │ 1 │ 0.290 │
│ 2 │ 0.864 │ 1 │ 0.864 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.577 │ │ │
│ Median │ 0.577 │ │ │
│ Total │ 1.153 │ │ │
│ Max │ 0.864 │ │ │
│ Min │ 0.290 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 |
1766948265.9644,1,0,0
1766948270.6302,1,0,0
1766948270.8896,1,1,100
1766948314.8905,1,1,100
1766948319.7423,1,0,0
1766948321.4611,1,0,0
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1766948265,817.31640625,12.2
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| OO_Info_int_param | -57 | -35 | -46 | 11 | 2 |
| OO_Info_int_param_two | -77 | 10 | -33.5 | 43.5 | 2 |
| OO_Info_float_param | -100 | -20.1941 | -60.0971 | 39.9029 | 2 |
| OO_Info_choice_param | No numerical statistics available |
| RESULT1 | 1.1796 | 1.9645 | 1.572 | 0.3925 | 2 |
| RESULT2 | 2.2627 | 2.7934 | 2.528 | 0.2653 | 2 |
| int_param | -57 | -35 | -46 | 11 | 2 |
| float_param | -100 | -20.1941 | -60.0971 | 39.9029 | 2 |
| int_param_two | -77 | 10 | -33.5 | 43.5 | 2 |
| choice_param | No numerical statistics available |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-12-28 19:58:00,842) - Starting with JobEnvironment(job_id=2104036, hostname=c92, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 19:58:00,842) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/2104036/2104036_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -35, "float_param": -20.19412934780121, "int_param_two": -77, "choice_param": 8}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-35' --float_param='-20.19412934780120849609' --choice_param='8' --int_param_two='-77' --nr_results=2
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2104036
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1766947672.855996
Last modification: 1751868744.0086284
Hostname: c92
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-35' --float_param='-20.19412934780120849609' --choice_param='8' --int_param_two='-77' --nr_results=2
stdout:
OO-Info: int_param: -35
OO-Info: int_param_two: -77
OO-Info: float_param: -20.19412934780120849609
OO-Info: choice_param: 8
RESULT1: 1.9645267311289
RESULT2: 2.79337013032952
stderr was empty
Result: {'RESULT1': 1.9645267311289, 'RESULT2': 2.79337013032952}
Final-results: {'RESULT1': 1.9645267311289, 'RESULT2': 2.79337013032952}
EXIT_CODE: 0
submitit INFO (2025-12-28 19:58:10,778) - Job completed successfully
submitit INFO (2025-12-28 19:58:10,780) - Exiting after successful completion