========================================================================
To cancel, press CTRLc, then run 'scancel 2116605'
⠋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...
[WARNING 12-29 11:39:42] 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...⠋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 MinTrials...⠋Importing GeneratorSpec...⠋Importing Generators 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: 9e99188d-f62e-4900-98f7-382a3ae95363
.oOOOo. .oOOOo.
.O o. o .O o. .oOOo.
O o O o O O
o O o O oOo o
O o `oOOoOO. 'OoOo. O O o .oOo. o O'
o O O o o o O o o O O o O O
`o O' o O O O o O `o O' o O o .O
`OoooO' O o o o O o' `OoooO' oOoO' `oO oOoOoO
O
o'
⠋Writing worker creation log...
omniopt --partition=alpha --experiment_name=EXTERNAL_GENERATOR_test --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --num_random_steps=1 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=max --run_program=ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=EXTERNAL_GENERATOR --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=1 --slurm_signal_delay_s=0 --n_estimators_randomforest=100 --parameter x range 123 1000 int false --parameter y choice 5431,1234 --parameter z fixed 111 --external_generator=cHl0aG9uMyAvaG9tZS9zMzgxMTE0MS90ZXN0L3JhbmRvbXRlc3RfOTMzODIvT21uaU9wdC8udGVzdHMvZXhhbXBsZV9leHRlcm5hbC5weQo=
⠋Disabling logging...⠋Setting run folder...⠋Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/EXTERNAL_GENERATOR_test/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/EXTERNAL_GENERATOR_test/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=EXTERNAL_GENERATOR_test&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 EXTERNAL_GENERATOR for 1 step.
Run-Program: echo "RESULT: %(x)%(y)" && echo "RESULT2: %z"
External-Generator: python3 /home/s3811141/test/randomtest_93382/OmniOpt/.tests/example_external.py
Experiment parameters
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━┓
┃Name┃Type ┃Lower bound┃Upper bound┃Values ┃Type┃Log Scale?┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━┩
│x │range │123 │1000 ││int │No │
│y │choice│││5431, 1234│││
│z │fixed │││111 │││
└──────┴────────┴─────────────┴─────────────┴────────────┴──────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃Result-Name┃Min or max?┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│RESULT │ max│
└─────────────┴─────────────┘
⠋Write files and show overview
EXTERNAL_GENERATOR, best RESULT: 3831234, waiting for 1 job, finished 1 job : 100%|██████████| 2/2 [00:44<00:00, 22.12s/it]
Best RESULT, max (total: 2)
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━┳━━━━━━┳━━━━━┳━━━━━━━━━━━┓
┃OO_Info_SLURM_JOB_ID┃x ┃y ┃z ┃RESULT ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│2116609 │383│1234│111│3831234.0│
└──────────────────────┴─────┴──────┴─────┴───────────┘
2025-12-29 11:39:49 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, Started OmniOpt2 run...
2025-12-29 11:39:49 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, getting new HP set
2025-12-29 11:39:49 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, requested 1 jobs, got 1, 0.10 s/job
2025-12-29 11:39:50 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, eval #1/1 start
2025-12-29 11:39:50 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, starting new job
2025-12-29 11:39:50 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, unknown 1 = ∑1/1, started new job
2025-12-29 11:39:51 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-12-29 11:39:55 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-12-29 11:40:00 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-12-29 11:40:02 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, running 1 = ∑1/1, new result: RESULT: 1325431.000000
2025-12-29 11:40:03 (814e33b0-928b-4df9-a06b-f0642a04c1bd): SOBOL, best RESULT: 1325431, waiting for 1 job, finished 1 job
2025-12-29 11:40:03 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, getting new HP set
2025-12-29 11:40:03 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, requested 1 jobs, got 1, 0.10 s/job
2025-12-29 11:40:03 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, eval #1/1 start
2025-12-29 11:40:03 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, starting new job
2025-12-29 11:40:04 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, unknown 1 = ∑1/1, started new job
2025-12-29 11:40:05 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, unknown 1 = ∑1/1, waiting for 1 job
2025-12-29 11:40:08 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, pending 1 = ∑1/1, waiting for 1 job
2025-12-29 11:40:31 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 1325431, pending 1 = ∑1/1, new result: RESULT: 3831234.000000
2025-12-29 11:40:33 (814e33b0-928b-4df9-a06b-f0642a04c1bd): EXTERNAL_GENERATOR, best RESULT: 3831234, waiting for 1 job, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.415 │ 1 │ 0.415 │
│ 2 │ 0.159 │ 1 │ 0.159 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.287 │ │ │
│ Median │ 0.287 │ │ │
│ Total │ 0.574 │ │ │
│ Max │ 0.415 │ │ │
│ Min │ 0.159 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.099 │ 1 │ 0.099 │
│ 2 │ 0.102 │ 1 │ 0.102 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.100 │ │ │
│ Median │ 0.100 │ │ │
│ Total │ 0.201 │ │ │
│ Max │ 0.102 │ │ │
│ Min │ 0.099 │ │ │
└───────────┴─────────┴──────┴──────────────┘