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Current git-hash: 728acdfd8a4372c9f91ba690cde85872e9aa371c (last fully tested stable version 4 commits ago [5bc15eb90264da1af3a4f977836d321945e13f09, 8682])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋Importing logging...⠋Importing warnings...⠋Importing argparse...⠋Importing datetime...⠋Importing dataclass...⠋Importing socket...⠋Importing stat...⠋Importing pwd...⠋Importing base64...⠋Importing json...⠋Importing yaml...⠋Importing toml...⠋Importing csv...⠋Importing ast...⠋Importing rich.table...⠋Importing rich print...⠋Importing rich.pretty...⠋Importing pformat...⠋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...⠋Importing cowsay...⠋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 10-18 09:49:37] 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...⠋Importing AxClient and ObjectiveProperties...⠋Importing RandomForestRegressor...⠋Importing botorch...⠋Importing submitit...⠋Importing ax logger...⠋Importing SQL-Storage-Stuff...
Run-UUID: da63fcb2-49b4-42fb-97c0-c8f831a9cd1b
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/ \
| OmniOpt2 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase. |
\ /
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⠋Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --generate_all_jobs_at_once --follow --show_generate_time_table
⠋Disabling logging...⠋Setting run folder...⠋Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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...⠋Setting global generation strategy⠋Initializing ax_client...⠋Setting orchestrator...Warning: The disk space is almost full. This may lead to error messages and you not being able to push jobs. If you want to see results anyway, check https://imageseg.scads.de/omniax/tutorials?tutorial=oo_share#run-locally-in-docker on how to install it locally (with docker). If you run on HPC, you may want to install this into a Research Cloud at the TU Dresden.
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=362 for live-results.You have 4 CPUs available for the main process.No CUDA devices found.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
SOBOL, best RESULT: -170166.336654245, finishing jobs, finished 1 job : 100%|██████████| 2/2 [00:28<00:00, 14.35s/it]
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃OO_Info_int_param┃OO_Info_int_param_two┃OO_Info_float_param┃OO_Info_choice_param┃int_param┃float_param ┃int_param_two┃choice_param┃RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│-29 │-68 │-97.78006453308215 │1 │-29 │-97.78006453308215│-68 │1 │-170166.336654245│
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │ 0.017 │ 1 │ 0.017 │
│ 2 │ 0.534 │ 1 │ 0.534 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.275 │ │ │
│ Median │ 0.275 │ │ │
│ Total │ 0.551 │ │ │
│ Max │ 0.534 │ │ │
│ Min │ 0.017 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch┃Seconds┃Jobs┃Time per job┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.175 │ 1 │ 0.175 │
│ 2 │ 0.097 │ 1 │ 0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.136 │ │ │
│ Median │ 0.136 │ │ │
│ Total │ 0.272 │ │ │
│ Max │ 0.175 │ │ │
│ Min │ 0.097 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-10-18 09:49:51 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, Started OmniOpt2 run...
2025-10-18 09:49:51 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, getting new HP set (no sbatch)
2025-10-18 09:49:51 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-10-18 09:49:51 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, eval #1/1 start
2025-10-18 09:49:51 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, starting new job
2025-10-18 09:49:51 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, started new job
2025-10-18 09:50:00 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, new result: -70700.5260439285
2025-10-18 09:50:06 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, finishing jobs, finished 1 job
2025-10-18 09:50:07 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, getting new HP set (no sbatch)
2025-10-18 09:50:07 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, requested 1 jobs, got 1, 0.53 s/job
2025-10-18 09:50:07 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, eval #1/1 start
2025-10-18 09:50:07 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, starting new job
2025-10-18 09:50:07 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, started new job
2025-10-18 09:50:16 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -70700.5260439285, new result: -170166.336654245
2025-10-18 09:50:20 (46ec81fc-dff5-4213-8971-86f22182e83e): SOBOL, best RESULT: -170166.336654245, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.175 │ 1 │ 0.175 │
│ 2 │ 0.097 │ 1 │ 0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.136 │ │ │
│ Median │ 0.136 │ │ │
│ Total │ 0.272 │ │ │
│ Max │ 0.175 │ │ │
│ Min │ 0.097 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.017 │ 1 │ 0.017 │
│ 2 │ 0.534 │ 1 │ 0.534 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.275 │ │ │
│ Median │ 0.275 │ │ │
│ Total │ 0.551 │ │ │
│ Max │ 0.534 │ │ │
│ Min │ 0.017 │ │ │
└───────────┴─────────┴──────┴──────────────┘
