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
0,1772005415,2,23bf9ff9-1860-4384-8281-24e4a5c4479d,1772005417,1772005423,6,./.tests/optimization_example --int_param='-26' --float_param='-28.76668870449066162109' --choice_param='hallo' --int_param_two='4' --nr_results=1,0,,runnervmwffz4,-26,4,-28.76668870449066162109375,hallo,0_0,COMPLETED,SOBOL,-21659.612660659800894791260361671448,-26,-28.76668870449066162109375,4,hallo
1,1772005427,2,23bf9ff9-1860-4384-8281-24e4a5c4479d,1772005429,1772005435,6,./.tests/optimization_example --int_param='-97' --float_param='-80.71177804121771259815' --choice_param='1' --int_param_two='-5' --nr_results=1,0,,runnervmwffz4,-97,-5,-80.711778041217712598154321312904,1,1_0,COMPLETED,EXTERNAL_GENERATOR,-179000.408949870005017146468162536621,-97,-80.711778041217712598154321312904,-5,1
========================================================================
Current git-hash: 747fe7706a7fd36667018db94e6396efbd886d4b (last fully tested stable version 3 commits ago [bc2822b1871df4b2070f47480f70b1dd5f2faec4, 9268])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-25 07:43:31] ax.storage.sqa_store.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]`.
Run-UUID: e2ef69e6-c7f2-4361-914b-2a3ae6a8e580
_________________________________________
| OmniOpt2 - Animals are friends, not food! |
=========================================
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.--.
|o_o |
|:_/ |
// \ \
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/'\_ _/`\
\___)=(___/
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --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 --model=TPE --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TPE&run_nr=13 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then TPE 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 │
└─────────────┴─────────────┘
Error loading experiment state: Function __main__.decode_if_base64() parameter
input_str="None" violates type hint , as "None" not instance of str.
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ 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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ -97 │ -5 │ -80.71177804121771 │ 1 │ -97 │ -80.71177804121771 │ -5 │ 1 │ -179000.40894987 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┘
Not printing sixel graphics in CI
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.049 │ 1 │ 0.049 │
│ 2 │ 0.831 │ 1 │ 0.831 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.440 │ │ │
│ Median │ 0.440 │ │ │
│ Total │ 0.880 │ │ │
│ Max │ 0.831 │ │ │
│ Min │ 0.049 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.258 │ 1 │ 0.258 │
│ 2 │ 0.087 │ 1 │ 0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.172 │ │ │
│ Median │ 0.172 │ │ │
│ Total │ 0.345 │ │ │
│ Max │ 0.258 │ │ │
│ Min │ 0.087 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2026-02-25 07:43:35 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, Started OmniOpt2 run...
2026-02-25 07:43:35 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, getting new HP set (no sbatch)
2026-02-25 07:43:35 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-02-25 07:43:35 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, eval #1/1 start
2026-02-25 07:43:35 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, starting new job
2026-02-25 07:43:36 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, started new job
2026-02-25 07:43:45 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, new result: RESULT: -21659.612661
2026-02-25 07:43:46 (23bf9ff9-1860-4384-8281-24e4a5c4479d): SOBOL, best RESULT: -21659.6126606598, finishing jobs, finished 1 job
2026-02-25 07:43:47 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -21659.6126606598, getting new HP set (no sbatch)
2026-02-25 07:43:47 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -21659.6126606598, requested 1 jobs, got 1, 0.83 s/job
2026-02-25 07:43:47 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -21659.6126606598, eval #1/1 start
2026-02-25 07:43:47 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -21659.6126606598, starting new job
2026-02-25 07:43:47 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -21659.6126606598, started new job
2026-02-25 07:43:56 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -21659.6126606598, new result: RESULT: -179000.408950
2026-02-25 07:43:58 (23bf9ff9-1860-4384-8281-24e4a5c4479d): EXTERNAL_GENERATOR, best RESULT: -179000.40894987, finishing jobs, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1772005413,793.9296875,26.9