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⠋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 10-24 18:46:19] 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: d83dcfb0-1d51-4245-9299-f012f5badd21
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⠋Writing worker creation log...
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=20 --gpus=1 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --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/example_all_float/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/example_all_float/0⠋Writing live_share file if it is present...⠋Writing job_start_time file...⠋Writing git information⠋Checking max_eval...Warning: --num_random_steps 1 is smaller than --num_parallel_jobs 20. It's recommended that --num_parallel_jobs is the same as or a multiple of --num_random_steps⠋Calculating number of steps...⠋Adding excluded nodes...⠋Setting global generation strategy⠋Initializing ax_client...⠋Setting orchestrator...See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=example_all_float&run_nr=4 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_all_float --x=%(x) --y=%(y) --z=%(z) --a=%(a)
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃Name┃Type ┃Lower bound┃Upper bound┃Type ┃Log Scale?┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│x │range│-1000 │1000 │float│No │
│y │range│-1000 │1000 │float│No │
│z │range│-1000 │1000 │float│No │
│a │range│-1000 │1000 │float│No │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃Result-Name┃Min or max?┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│RESULT │ min│
└─────────────┴─────────────┘
⠋Write files and show overview
SOBOL, best RESULT: -16605924.0465366, waiting for 1 job, finished 1 job : 100%|██████████| 2/2 [02:28<00:00, 74.24s/it]
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃OO_Info_SLURM_JOB_ID┃x ┃y ┃z ┃a ┃RESULT ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│1167457 │544.9827034026384│867.4517404288054│751.4335680752993│-254.7186966985464│-16605924.0465366│
└──────────────────────┴───────────────────┴───────────────────┴───────────────────┴────────────────────┴───────────────────┘
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃Number of evaluations┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 2 │ 121.00 sec (2m1s) │ 122.00 sec (2m2s) │ 121.50 sec (2m1s) │ 121.50 sec (2m1s) │
└───────────────────────┴───────────────────┴───────────────────┴───────────────────┴───────────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃Iteration┃Seconds┃Jobs┃Time per job┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 1.666 │ 2 │ 0.833 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 1.666 │ │ │
│ Median │ 1.666 │ │ │
│ Total │ 1.666 │ │ │
│ Max │ 1.666 │ │ │
│ Min │ 1.666 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch┃Seconds┃Jobs┃Time per job┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 2.776 │ 2 │ 1.388 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 2.776 │ │ │
│ Median │ 2.776 │ │ │
│ Total │ 2.776 │ │ │
│ Max │ 2.776 │ │ │
│ Min │ 2.776 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-10-24 18:46:33 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, Started OmniOpt2 run...
2025-10-24 18:46:37 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, getting new HP set #1/2
2025-10-24 18:46:37 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, getting new HP set #2/2
2025-10-24 18:46:38 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, requested 2 jobs, got 2, 0.83 s/job
2025-10-24 18:46:40 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, eval #1/2 start
2025-10-24 18:46:41 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, eval #2/2 start
2025-10-24 18:46:42 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, starting new job
2025-10-24 18:46:42 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, unknown 2 = ∑2/20, started new job
2025-10-24 18:46:45 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, unknown 2 = ∑2/20, waiting for 2 jobs
2025-10-24 18:46:48 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, running 2 = ∑2/20, waiting for 2 jobs
2025-10-24 18:48:54 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, running 2 = ∑2/20, new result: RESULT: -15526040.422053
2025-10-24 18:48:58 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, best RESULT: -15526040.4220526, running 1 = ∑1/20, waiting for 2 jobs, finished 1 job
2025-10-24 18:48:58 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, best RESULT: -15526040.4220526, running 1 = ∑1/20, waiting for 1 job
2025-10-24 18:48:59 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, best RESULT: -15526040.4220526, running 1 = ∑1/20, new result: RESULT: -16605924.046537
2025-10-24 18:49:02 (d558f474-a958-411e-9d65-d0caaf46867c): SOBOL, best RESULT: -16605924.0465366, waiting for 1 job, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 2.776 │ 2 │ 1.388 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 2.776 │ │ │
│ Median │ 2.776 │ │ │
│ Total │ 2.776 │ │ │
│ Max │ 2.776 │ │ │
│ Min │ 2.776 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 1.666 │ 2 │ 0.833 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 1.666 │ │ │
│ Median │ 1.666 │ │ │
│ Total │ 1.666 │ │ │
│ Max │ 1.666 │ │ │
│ Min │ 1.666 │ │ │
└───────────┴─────────┴──────┴──────────────┘
