trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,x,y,z
0,1755130876,6,4c6cad7c-0bb4-4d42-9541-9eccdb985418,1755130882,1755130889,7,echo "RESULT: 253346983702.06582818115884947474" && echo "RESULT2: 215",0,,i8032,1787709,0_0,COMPLETED,EXTERNAL_GENERATOR,253346983702.065826416015625,25334698,3702.065828181158849474741145968437,215
1,1755130843,8,4c6cad7c-0bb4-4d42-9541-9eccdb985418,1755130851,1755130857,6,echo "RESULT: 461647612179.70389962196350097656" && echo "RESULT2: 221",0,,i8032,1787707,1_0,COMPLETED,SOBOL,461647612179.70391845703125,46164761,2179.7038996219635009765625,221
========================================================================
To cancel, press CTRL c, then run 'scancel 1787706'
โ Importing logging...
โ Importing warnings...
โ Importing argparse...
โ Importing datetime...
โ Importing dataclass...
โ Importing socket...
โ Importing stat...
โ Importing pwd...
โ Importing base64...
โ Importing json...
โ Importing yaml...
โ Importing toml...
โ Importing csv...
โ Importing ast...
โ Importing rich.table...
โ Importing rich print...
โ Importing rich.pretty...
โ Importing rich.prompt...
โ Importing types.FunctionType...
โ Importing typing...
โ Importing ThreadPoolExecutor...
โ Importing submitit.LocalExecutor...
โ Importing submitit.Job...
โ Importing importlib.util...
โ Importing platform...
โ Importing inspect frame info...
โ Importing pathlib.Path...
โ Importing uuid...
โ Importing cowsay...
โ Importing shutil...
โ Importing itertools.combinations...
โ Importing os.listdir...
โ Importing os.path...
โ Importing PIL.Image...
โ Importing sixel...
โ Importing subprocess...
โ Importing tqdm...
โ น Importing beartype...
โ Importing statistics...
โ Trying to import pyfiglet...
โ Importing helpers...
โ Parsing arguments...
[WARNING 08-14 02:20:07] 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]`.
โ น Importing ax random seed...
โ Importing torch...
โ Importing numpy...
โ Importing ax...
โ Importing ax.core.generator_run...
โ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
โ Importing ax.core.arm...
โ Importing ax.core.objective...
โ Importing ax.core.Metric...
โ Importing ax.exceptions.core...
โ Importing ax.exceptions.generation_strategy...
โ Importing CORE_DECODER_REGISTRY...
โ Trying ax.generation_strategy.generation_node...
โ Importing GenerationStep, GenerationStrategy from generation_strategy...
โ Importing GenerationNode from generation_node...
โ Importing ExternalGenerationNode...
โ Importing MaxTrials...
โ Importing GeneratorSpec...
โ Importing Models from ax.generation_strategy.registry...
โ Importing get_pending_observation_features...
โ Importing load_experiment...
โ Importing save_experiment...
โ Importing save_experiment_to_db...
โ Importing TrialStatus...
โ Importing Data...
โ Importing Experiment...
โ Importing parameter types...
โ Importing TParameterization...
โ Importing pandas...
โ Importing AxClient and ObjectiveProperties...
โ Importing RandomForestRegressor...
โ Importing botorch...
โ Importing submitit...
โ Importing ax logger...
โ Importing SQL-Storage-Stuff...
Run-UUID: 22ca0aa6-5c1e-441d-a601-1992eaeff83f
____ _ ____ _ ___
/ __ \ (_)/ __ \ | | |__ \
| | | |_ __ ___ _ __ _| | | |_ __ | |_ ) |
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /
| |__| | | | | | | | | | | |__| | |_) | |_ / /_
\____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
| |
|_|
โ Writing worker creation log...
omniopt --partition=alpha --experiment_name=EXTERNAL_GENERATOR_with_constraints_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 100000000 int false --parameter y range 1234 4321 --parameter z range 111 222 int --external_generator cHl0aG9uMyAvaG9tZS9zMzgxMTE0MS90ZXN0L3JhbmRvbXRlc3RfOTMzODIvT21uaU9wdC8udGVzdHMvZXhhbXBsZV9leHRlcm5hbC5weQo= --experiment_constraint eCA+PSB5Cg== --seed 1234
โ Disabling logging...
โ Setting run folder...
โ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/EXTERNAL_GENERATOR_with_constraints_test/0...
โ Writing revert_to_random_when_seemingly_exhausted file ...
โ Writing username state file...
โ Writing result names file...
โ Writing result min/max file...
โ Saving state files...
Run-folder: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/EXTERNAL_GENERATOR_with_constraints_test/0
โ Printing run info...
โ Initializing NVIDIA-Logs...
โ Writing ui_url file if it is present...
โ Writing live_share file if it is present...
โ Writing job_start_time file...
โ น Writing git information
โ Checking max_eval...
โ Calculating number of steps...
โ Adding excluded nodes...
โ Handling random steps...
โ Setting global generation strategy
โ Initializing ax_client...
โ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=EXTERNAL_GENERATOR_with_constraints_test&run_nr=1 for live-results.
โ Initializing live share...
โ Initializing live share...
You have 2 CPUs available for the main process. Using CUDA device NVIDIA A100-SXM4-40GB. 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
โโโโโโโโณโโโโโโโโณโโโโโโโโโโโโโโณโโโโโโโโโโโโโโณโโโโโโโโณโโโโโโโโโโโโโ
โ Name โ Type โ Lower bound โ Upper bound โ Type โ Log Scale? โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ x โ range โ 123 โ 100000000 โ int โ No โ
โ y โ range โ 1234 โ 4321 โ float โ No โ
โ z โ range โ 111 โ 222 โ int โ No โ
โโโโโโโโดโโโโโโโโดโโโโโโโโโโโโโโดโโโโโโโโโโโโโโดโโโโโโโโดโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโ
โ Constraints โ
โกโโโโโโโโโโโโโโฉ
โ x >= y โ
โโโโโโโโโโโโโโโ
Result-Names
โโโโโโโโโโโโโโโณโโโโโโโโโโโโโโ
โ Result-Name โ Min or max? โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ RESULT โ max โ
โโโโโโโโโโโโโโโดโโโโโโโโโโโโโโ
โ น Write files and show overview
โ Starting generator workers
SOBOL, best RESULT: 461647612179.7039, waiting for 1 job, finished 1 job : 100%|โโโโโโโโโโ| 2/2 [00:56<00:00, 28.12s/it]
Best RESULT, max (total: 2)
โโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโณโโโโโโณโโโโโโโโโโโโโโโโโโโโ
โ OO_Info_SLURM_JOB_ID โ x โ y โ z โ RESULT โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ 1787707 โ 46164761 โ 2179.7038996219635 โ 221 โ 461647612179.7039 โ
โโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโดโโโโโโดโโโโโโโโโโโโโโโโโโโโ
Runtime Infos
โโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโ
โ Number of evaluations โ Min time โ Max time โ Average time โ Median time โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ 2 โ 6.00 sec โ 7.00 sec โ 6.50 sec โ 6.50 sec โ
โโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโ
2025-08-14 02:20:43 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, Started OmniOpt2 run...
2025-08-14 02:20:43 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, getting new HP set
2025-08-14 02:20:43 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, requested 1 jobs, got 1, 0.07 s/job
2025-08-14 02:20:43 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, eval #1/1 start
2025-08-14 02:20:43 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, starting new job
2025-08-14 02:20:44 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, started new job
2025-08-14 02:20:45 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:46 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:46 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:47 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:47 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:48 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:50 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:50 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:51 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:51 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:52 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:52 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:53 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:53 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:54 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:55 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:55 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:56 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:56 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:57 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:20:57 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, running 1 = ∑1/1, new result: 461647612179.7039
2025-08-14 02:21:16 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, waiting for 1 job, finished 1 job
2025-08-14 02:21:16 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, getting new HP set
2025-08-14 02:21:16 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, requested 1 jobs, got 1, 0.19 s/job
2025-08-14 02:21:16 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, eval #1/1 start
2025-08-14 02:21:16 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, starting new job
2025-08-14 02:21:18 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, unknown 1 = ∑1/1, started new job
2025-08-14 02:21:19 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:20 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:20 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:21 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:21 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:22 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:23 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:24 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:24 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:25 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:25 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:26 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:26 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:27 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:28 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:28 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, waiting for 1 job
2025-08-14 02:21:29 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, running 1 = ∑1/1, new result: 253346983702.06583
2025-08-14 02:21:39 (4c6cad7c-0bb4-4d42-9541-9eccdb985418): SOBOL, best RESULT: 461647612179.7039, waiting for 1 job, finished 1 job
timestamp,ram_usage_mb,cpu_usage_percent
1755130843,765.43359375,16.0
1755130843,765.44140625,16.4
1755130843,765.44140625,13.3