trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,x,y,z
0,1778322122,2,3be1949b-f74f-40de-b27f-462b1d3afaea,1778322124,1778322130,6,echo "RESULT: 4661234" && echo "RESULT2: 111",0,,runnervmeorf1,0_0,COMPLETED,SOBOL,4661234,466,1234,111
1,1778322133,2,3be1949b-f74f-40de-b27f-462b1d3afaea,1778322135,1778322141,6,echo "RESULT: 1971234" && echo "RESULT2: 111",0,,runnervmeorf1,1_0,COMPLETED,EXTERNAL_GENERATOR,1971234,197,1234,111
========================================================================
Current git-hash: cd62f18b5a7084cd1b34cc9972b8b3a2643139be (last fully tested stable version 1 commit ago [f2198bbca0ddfa2c54bbdce11bcb585e9153edd1, 9298])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 10:21:59] 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: 0b37a3ba-9ea1-4c58-83db-5bf3e4300431
_____ _ _____ ______
/ ___ \ (_)/ ___ \ _ (_____ \
| | | |____ ____ _| | | |____ | |_ ____) )
| | | | \| _ \| | | | | _ \| _) /_____/
| |___| | | | | | | | | |___| | | | | |__ _______
\_____/|_|_|_|_| |_|_|\_____/| ||_/ \___|_______)
|_|
omniopt --partition=alpha --experiment_name=EXTERNAL_GENERATOR_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 1000 int false --parameter y choice 5431,1234 --parameter z fixed 111 --external_generator=cHl0aG9uMyAvaG9tZS9ydW5uZXIvd29yay9PbW5pT3B0L09tbmlPcHQvLnRlc3RzL2V4YW1wbGVfZXh0ZXJuYWwucHkK
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=EXTERNAL_GENERATOR_test&run_nr=1 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
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/runner/work/OmniOpt/OmniOpt/.tests/example_external.py
Experiment parameters
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Values ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━┩
│ x │ range │ 123 │ 1000 │ │ int │ No │
│ y │ choice │ │ │ 5431, 1234 │ │ │
│ z │ fixed │ │ │ 111 │ │ │
└──────┴────────┴─────────────┴─────────────┴────────────┴──────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ max │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, max (total: 2)
┏━━━━━┳━━━━━━┳━━━━━┳━━━━━━━━━━━┓
┃ x ┃ y ┃ z ┃ RESULT ┃
┡━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│ 466 │ 1234 │ 111 │ 4661234.0 │
└─────┴──────┴─────┴───────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2026-05-09 10:22:02 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, Started OmniOpt2 run...
2026-05-09 10:22:02 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, getting new HP set (no sbatch)
2026-05-09 10:22:02 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 10:22:02 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, eval #1/1 start
2026-05-09 10:22:02 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, starting new job
2026-05-09 10:22:03 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, started new job
2026-05-09 10:22:12 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, new result: RESULT: 4661234.000000
2026-05-09 10:22:13 (3be1949b-f74f-40de-b27f-462b1d3afaea): SOBOL, best RESULT: 4661234, finishing jobs, finished 1 job
2026-05-09 10:22:13 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, getting new HP set (no sbatch)
2026-05-09 10:22:13 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, requested 1 jobs, got 1, 0.10 s/job
2026-05-09 10:22:13 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, eval #1/1 start
2026-05-09 10:22:13 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, starting new job
2026-05-09 10:22:13 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, started new job
2026-05-09 10:22:22 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, new result: RESULT: 1971234.000000
2026-05-09 10:22:24 (3be1949b-f74f-40de-b27f-462b1d3afaea): EXTERNAL_GENERATOR, best RESULT: 4661234, finishing jobs, finished 1 job
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1778322121,771.50390625,26.9