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,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1761030626,2,27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04,1761030628,1761030634,6,./.tests/optimization_example --int_param='9' --float_param='-13.87232184410095214844' --choice_param='1' --int_param_two='-6' --nr_results=1,0,,d77f89196bc2,9,-6,-13.8723218441009521484375,1,0_0,COMPLETED,SOBOL,-5204.165317873300409701187163591385,9,-13.8723218441009521484375,-6,1
1,1761030637,2,27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04,1761030639,1761030645,6,./.tests/optimization_example --int_param='-75' --float_param='-84.75558293374031393341' --choice_param='8' --int_param_two='-95' --nr_results=1,0,,d77f89196bc2,-75,-95,-84.755582933740299722558120265603,8,1_0,COMPLETED,BOTORCH_MODULAR,-244045.56667775500682182610034942627,-75,-84.755582933740313933412835467607,-95,8
========================================================================
Current git-hash: dd811550b16785d3af0703e3e7559e5ac81ee848 (last fully tested stable version 4 commits ago [9043d91dbe370183252bdf120ecb2c226402839d, 8689])
Using coverage run -p because $RUN_WITH_COVERAGE is set
β Importing logging...
β Importing warnings...
β Importing argparse...
β Importing datetime...
β Importing dataclass...
β Importing socket...
β Importing stat...
β Importing pwd...
β Importing base64...
β Importing json...
β Importing yaml...
β Importing toml...
β Importing csv...
β Importing ast...
β Importing rich.table...
β Importing rich print...
β Importing rich.pretty...
β Importing pformat...
β Importing rich.prompt...
β Importing types.FunctionType...
β Importing typing...
β Importing ThreadPoolExecutor...
β Importing submitit.LocalExecutor...
β Importing submitit.Job...
β Importing importlib.util...
β Importing platform...
β Importing inspect frame info...
β Importing pathlib.Path...
β Importing uuid...
β Importing cowsay...
β Importing shutil...
β Importing itertools.combinations...
β Importing os.listdir...
β Importing os.path...
β Importing PIL.Image...
β Importing sixel...
β Importing subprocess...
β Importing tqdm...
β Importing beartype...
β Importing statistics...
β Trying to import pyfiglet...
β Importing helpers...
β Parsing arguments...
β Ό Importing torch...
β Importing numpy...
[WARNING 10-21 07:10:24] 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]`.
β § Importing ax...
β Importing ax.core.generator_run...
β Importing Cont_X_trans and Y_trans from ax.adapter.registry...
β Importing ax.core.arm...
β Importing ax.core.objective...
β Importing ax.core.Metric...
β Importing ax.exceptions.core...
β Importing ax.exceptions.generation_strategy...
β Importing CORE_DECODER_REGISTRY...
β Trying ax.generation_strategy.generation_node...
β Importing GenerationStep, GenerationStrategy from generation_strategy...
β Importing GenerationNode from generation_node...
β Importing ExternalGenerationNode...
β Importing MaxTrials...
β Importing GeneratorSpec...
β Importing Models from ax.generation_strategy.registry...
β Importing get_pending_observation_features...
β Importing load_experiment...
β Importing save_experiment...
β Importing save_experiment_to_db...
β Importing TrialStatus...
β Importing Data...
β Importing Experiment...
β Importing parameter types...
β Importing TParameterization...
β Importing pandas...
β Importing AxClient and ObjectiveProperties...
β Importing RandomForestRegressor...
β Importing botorch...
β Importing submitit...
β Importing ax logger...
β Importing SQL-Storage-Stuff...
Run-UUID: cd944067-3c42-4400-b6d7-878f62914ddb
_________________________________________________
/ \
| OmniOpt2 - Cranking the dials like a mad scientis |
| t - ITβS ALIIIIVE! |
\ /
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β 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
β Disabling logging...
β Setting run folder...
β Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0...
β Writing revert_to_random_when_seemingly_exhausted file ...
β Writing username state file...
β Writing result names file...
β Writing result min/max file...
β Saving state files...
Run-folder: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
β Writing live_share file if it is present...
β Writing job_start_time file...
β Writing git information
β Checking max_eval...
β Calculating number of steps...
β Adding excluded nodes...
β Setting global generation strategy
β Initializing ax_client...
β Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=380 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
βββββββββββββββββ³βββββββββ³ββββββββββββββ³ββββββββββββββ³ββββββββββββββββββββββββ³ββββββββ³βββββββββββββ
β Name β Type β Lower bound β Upper bound β Values β Type β Log Scale? β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β int_param β range β -100 β 10 β β int β No β
β float_param β range β -100 β 10 β β float β No β
β choice_param β choice β β β 1, 2, 4, 8, 16, hallo β β β
β int_param_two β range β -100 β 10 β β int β No β
βββββββββββββββββ΄βββββββββ΄ββββββββββββββ΄ββββββββββββββ΄ββββββββββββββββββββββββ΄ββββββββ΄βββββββββββββ
Result-Names
βββββββββββββββ³ββββββββββββββ
β Result-Name β Min or max? β
β‘ββββββββββββββββββββββββββββ©
β RESULT β min β
βββββββββββββββ΄ββββββββββββββ
β Write files and show overview
SOBOL, best RESULT: -244045.566677755, finishing jobs, finished 1 job : 100%|ββββββββββ| 2/2 [00:21<00:00, 10.69s/it]
Best RESULT, min (total: 2)
βββββββββββββββββββββ³ββββββββββββββββββββββββ³ββββββββββββββββββββββ³βββββββββββββββββββββββ³ββββββββββββ³βββββββββββββββββββββ³ββββββββββββββββ³βββββββββββββββ³ββββββββββββββββββββ
β OO_Info_int_param β OO_Info_int_param_two β OO_Info_float_param β OO_Info_choice_param β int_param β float_param β int_param_two β choice_param β RESULT β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β -75 β -95 β -84.7555829337403 β 8 β -75 β -84.75558293374031 β -95 β 8 β -244045.566677755 β
βββββββββββββββββββββ΄ββββββββββββββββββββββββ΄ββββββββββββββββββββββ΄βββββββββββββββββββββββ΄ββββββββββββ΄βββββββββββββββββββββ΄ββββββββββββββββ΄βββββββββββββββ΄ββββββββββββββββββββ
Runtime Infos
βββββββββββββββββββββββββ³ββββββββββββ³ββββββββββββ³βββββββββββββββ³ββββββββββββββ
β Number of evaluations β Min time β Max time β Average time β Median time β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β 2 β 6.00 sec β 6.00 sec β 6.00 sec β 6.00 sec β
βββββββββββββββββββββββββ΄ββββββββββββ΄ββββββββββββ΄βββββββββββββββ΄ββββββββββββββ
Model generation times
βββββββββββββ³ββββββββββ³βββββββ³βββββββββββββββ
β Iteration β Seconds β Jobs β Time per job β
β‘ββββββββββββββββββββββββββββββββββββββββββββ©
β 1 β 0.040 β 1 β 0.040 β
β 2 β 0.393 β 1 β 0.393 β
βββββββββββββΌββββββββββΌβββββββΌβββββββββββββββ€
β Average β 0.217 β β β
β Median β 0.217 β β β
β Total β 0.434 β β β
β Max β 0.393 β β β
β Min β 0.040 β β β
βββββββββββββ΄ββββββββββ΄βββββββ΄βββββββββββββββ
Job submission durations
βββββββββββ³ββββββββββ³βββββββ³βββββββββββββββ
β Batch β Seconds β Jobs β Time per job β
β‘ββββββββββββββββββββββββββββββββββββββββββ©
β 1 β 0.171 β 1 β 0.171 β
β 2 β 0.098 β 1 β 0.098 β
βββββββββββΌββββββββββΌβββββββΌβββββββββββββββ€
β Average β 0.134 β β β
β Median β 0.134 β β β
β Total β 0.268 β β β
β Max β 0.171 β β β
β Min β 0.098 β β β
βββββββββββ΄ββββββββββ΄βββββββ΄βββββββββββββββ
2025-10-21 07:10:26 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, Started OmniOpt2 run...
2025-10-21 07:10:26 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, getting new HP set (no sbatch)
2025-10-21 07:10:26 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2025-10-21 07:10:26 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, eval #1/1 start
2025-10-21 07:10:26 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, starting new job
2025-10-21 07:10:26 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, started new job
2025-10-21 07:10:35 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, new result: -5204.1653178733
2025-10-21 07:10:36 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, finishing jobs, finished 1 job
2025-10-21 07:10:37 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, getting new HP set (no sbatch)
2025-10-21 07:10:37 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, requested 1 jobs, got 1, 0.39 s/job
2025-10-21 07:10:37 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, eval #1/1 start
2025-10-21 07:10:37 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, starting new job
2025-10-21 07:10:37 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, started new job
2025-10-21 07:10:46 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -5204.1653178733, new result: -244045.566677755
2025-10-21 07:10:47 (27bfe0e0-0d66-4ce6-8970-aa7d6f4c1f04): SOBOL, best RESULT: -244045.566677755, finishing jobs, finished 1 job
timestamp,ram_usage_mb,cpu_usage_percent
1761030626,806.08203125,23.6
1761030626,806.08203125,100.0