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,RESULT,int_param,float_param,int_param_two,choice_param
0,1756378834,13,c2e152c4-160f-4ef5-920b-07fe9a058140,1756378848,1756378854,6,./.tests/optimization_example --int_param='-44' --float_param='-43.79060566425323486328' --choice_param='16' --int_param_two='-20' --nr_results=1,0,,c101,-44,-20,-43.79060566425323486328125,16,682194,0_0,COMPLETED,SOBOL,-55504.552010846600751392543315887451,-44,-43.79060566425323486328125,-20,16
1,1756378860,12,c2e152c4-160f-4ef5-920b-07fe9a058140,1756378873,1756378879,6,./.tests/optimization_example --int_param='-79' --float_param='9.21182714639467725704' --choice_param='1' --int_param_two='-83' --nr_results=1,0,,c101,-79,-83,9.211827146394675480678415624425,1,682197,1_0,COMPLETED,BOTORCH_MODULAR,-147794.314879111014306545257568359375,-79,9.211827146394677257035255024675,-83,1
========================================================================
To cancel, press CTRL c, then run 'scancel 682180'
⠋ 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 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 08-28 13:00:17] 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: d2fd8ce1-bcb2-4721-991e-da0aa0c2170c
________________________________________
| OmniOpt2 - Dialing in the magic numbers. |
========================================
\
\
\
|\_/|,,_____,~~`
(.".)~~ )`~}}
\o/\ /---~\\ ~}}
_// _// ~}
⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/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/adding_old_jobs_to_new_jobs/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...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=adding_old_jobs_to_new_jobs&run_nr=6 for live-results.
⠸ Initializing live share...
⠸ Initializing live share...
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=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: -147794.314879111, waiting for 1 job, finished 1 job : 100%|██████████| 2/2 [00:49<00:00, 24.91s/it]
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ OO_Info_SLURM_JOB_ID ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -79 │ -83 │ 9.211827146394675 │ 1 │ 682197 │ -79 │ 9.211827146394677 │ -83 │ 1 │ -147794.314879111 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴───────────────────┴───────────────┴──────────────┴───────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-08-28 13:00:33 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, Started OmniOpt2 run...
2025-08-28 13:00:34 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, getting new HP set
2025-08-28 13:00:34 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, requested 1 jobs, got 1, 0.26 s/job
2025-08-28 13:00:34 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, eval #1/1 start
2025-08-28 13:00:34 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, starting new job
2025-08-28 13:00:34 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, unknown 1, started new job
2025-08-28 13:00:40 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:41 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:41 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:42 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:42 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:43 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:43 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:44 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:44 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:45 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:45 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:46 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:46 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:47 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:48 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:48 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:49 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:49 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:50 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:50 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:51 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:51 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:52 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:52 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:53 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:53 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:54 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, waiting for 1 job
2025-08-28 13:00:54 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, running 1, new result: -55504.5520108466
2025-08-28 13:00:58 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, waiting for 1 job, finished 1 job
2025-08-28 13:01:00 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, getting new HP set
2025-08-28 13:01:00 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, requested 1 jobs, got 1, 1.36 s/job
2025-08-28 13:01:00 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, eval #1/1 start
2025-08-28 13:01:00 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, starting new job
2025-08-28 13:01:00 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, unknown 1, started new job
2025-08-28 13:01:06 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:07 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:07 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:08 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:08 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:09 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:09 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:10 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:10 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:11 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, pending 1, waiting for 1 job
2025-08-28 13:01:12 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:12 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:13 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:13 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:14 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:14 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:15 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:15 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:16 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:16 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:17 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:17 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:18 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:18 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:19 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:19 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, waiting for 1 job
2025-08-28 13:01:20 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -55504.5520108466, running 1, new result: -147794.314879111
2025-08-28 13:01:23 (c2e152c4-160f-4ef5-920b-07fe9a058140): SOBOL, best RESULT: -147794.314879111, waiting for 1 job, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1756378833,800.984375,20.4