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
0,1761925158,5,477cb075-576c-47d6-b34c-004b3233a109,1761925163,1761925169,6,./.tests/optimization_example --int_param='-64' --float_param='-27.63538897037506103516' --choice_param='16' --int_param_two='10' --nr_results=1,0,,norman-20fms48v00,-64,10,-27.63538897037506103515625,16,0_0,COMPLETED,SOBOL,-60314.006132476803031750023365020752,-64,-27.63538897037506103515625,10,16
1,1761925180,2,477cb075-576c-47d6-b34c-004b3233a109,1761925182,1761925188,6,./.tests/optimization_example --int_param='-34' --float_param='-89.87059927545487880707' --choice_param='4' --int_param_two='-85' --nr_results=1,0,,norman-20fms48v00,-34,-85,-89.87059927545487880706787109375,4,1_0,COMPLETED,SOBOL,-185602.026068839011713862419128417969,-34,-89.87059927545487880706787109375,-85,4
2,1761925193,2,477cb075-576c-47d6-b34c-004b3233a109,1761925195,1761925201,6,./.tests/optimization_example --int_param='10' --float_param='-34.73635278746301935371' --choice_param='4' --int_param_two='-100' --nr_results=1,0,,norman-20fms48v00,10,-100,-34.736352787463019353708659764379,4,2_0,COMPLETED,BOTORCH_MODULAR,-125427.497328497003763914108276367188,10,-34.736352787463019353708659764379,-100,4
3,1761925212,3,477cb075-576c-47d6-b34c-004b3233a109,1761925215,1761925222,7,./.tests/optimization_example --int_param='-84' --float_param='-100' --choice_param='4' --int_param_two='-90' --nr_results=1,0,,norman-20fms48v00,-84,-90,-100,4,3_0,COMPLETED,BOTORCH_MODULAR,-279143.719999999972060322761535644531,-84,-100,-90,4
Current git-hash: c9639b0c4f870bca3a4f5aaabebfd604020ebb5f (last fully tested stable version 1 commit ago [b0be50d275c42846a83038bf3c24241d60ce4e7d, 8952])
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⠋ Importing pathlib.Path...
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⠙ Importing torch...
⠋ Importing numpy...
[WARNING 10-31 16:39:13] 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...
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⠋ Importing ax.exceptions.core...
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⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
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⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
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Run-UUID: 86002ce1-3fd1-4c90-933d-54a06e81cdde
.88888. oo .88888. dP d8888b.
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⠋ Writing worker creation log...
./omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=1 --time=60 --worker_timeout=5 --max_eval 4 --num_parallel_jobs 2 --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 2 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/norman/repos/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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/norman/repos/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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...
You have 4 CPUs available for the main process. No CUDA devices found.
See https://imageseg.scads.de/omniax/share?user_id=norman&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=0 for live-results.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
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: -279143.72, finishing jobs, finished 1 job : 100%|██████████| 4/4 [01:07<00:00, 16.90s/it]
Best RESULT, min (total: 4)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -84 │ -90 │ -100.0 │ 4 │ -84 │ -100.0 │ -90 │ 4 │ -279143.72 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 4 │ 6.00 sec │ 7.00 sec │ 6.25 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.081 │ 1 │ 0.081 │
│ 2 │ 0.058 │ 1 │ 0.058 │
│ 3 │ 0.894 │ 1 │ 0.894 │
│ 4 │ 1.840 │ 1 │ 1.840 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.718 │ │ │
│ Median │ 0.487 │ │ │
│ Total │ 2.873 │ │ │
│ Max │ 1.840 │ │ │
│ Min │ 0.058 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.160 │ 1 │ 0.160 │
│ 2 │ 0.072 │ 1 │ 0.072 │
│ 3 │ 0.094 │ 1 │ 0.094 │
│ 4 │ 0.179 │ 1 │ 0.179 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.126 │ │ │
│ Median │ 0.127 │ │ │
│ Total │ 0.506 │ │ │
│ Max │ 0.179 │ │ │
│ Min │ 0.072 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-10-31 16:39:18 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, Started OmniOpt2 run...
2025-10-31 16:39:18 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, getting new HP set (no sbatch)
2025-10-31 16:39:18 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, requested 1 jobs, got 1, 0.08 s/job
2025-10-31 16:39:18 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, eval #1/1 start
2025-10-31 16:39:18 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, starting new job
2025-10-31 16:39:18 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, started new job
2025-10-31 16:39:32 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, new result: RESULT: -60314.006132
2025-10-31 16:39:39 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, finishing jobs, finished 1 job
2025-10-31 16:39:39 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, getting new HP set (no sbatch)
2025-10-31 16:39:39 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, requested 1 jobs, got 1, 0.06 s/job
2025-10-31 16:39:40 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, eval #1/1 start
2025-10-31 16:39:40 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, starting new job
2025-10-31 16:39:40 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, started new job
2025-10-31 16:39:50 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -60314.0061324768, new result: RESULT: -185602.026069
2025-10-31 16:39:52 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, finishing jobs, finished 1 job
2025-10-31 16:39:52 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, getting new HP set (no sbatch)
2025-10-31 16:39:52 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, requested 1 jobs, got 1, 0.89 s/job
2025-10-31 16:39:53 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, eval #1/1 start
2025-10-31 16:39:53 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, starting new job
2025-10-31 16:39:53 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, started new job
2025-10-31 16:40:03 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, new result: RESULT: -125427.497328
2025-10-31 16:40:10 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, finishing jobs, finished 1 job
2025-10-31 16:40:12 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, getting new HP set (no sbatch)
2025-10-31 16:40:12 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, requested 1 jobs, got 1, 1.84 s/job
2025-10-31 16:40:12 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, eval #1/1 start
2025-10-31 16:40:12 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, starting new job
2025-10-31 16:40:12 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, started new job
2025-10-31 16:40:23 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -185602.026068839, new result: RESULT: -279143.720000
2025-10-31 16:40:26 (477cb075-576c-47d6-b34c-004b3233a109): SOBOL, best RESULT: -279143.72, finishing jobs, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1761925153,785.4453125,65.4
1761925223,821.51953125,44.5