Experiment overview Setting Value Model for non-random steps EXTERNAL_GENERATOR Max. nr. evaluations 2 Number random steps 1 Nr. of workers (parameter) 1
Best RESULT, max (total: 2) x y z RESULT 824 5431 111 8245431.0
Job Summary per Generation Node
Generation Node Total COMPLETED
SOBOL 1 1 EXTERNAL_GENERATOR 1 1
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
Number of evaluations
Failed
Succeeded
Running
Total
0
2
0
2
Result names and types
Last progressbar status
2026-07-20 19:25:27 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 8245431, ▁█, finishing jobs, finished 1 job Git-Version
Commit: bb3da5498a7ec1994891f33dac83f626ca69e85c (9405-6-gbb3da5498)
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
0,1784575505,2,4cb0917e-85e4-4250-81fe-1a8ec9e1fc61,1784575507,1784575513,6,echo "RESULT: 6605431" && echo "RESULT2: 111",0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,6605431,660,5431,111
1,1784575516,2,4cb0917e-85e4-4250-81fe-1a8ec9e1fc61,1784575518,1784575524,6,echo "RESULT: 8245431" && echo "RESULT2: 111",0,,runnervm3jd5f,1_0,COMPLETED,EXTERNAL_GENERATOR,8245431,824,5431,111
========================================================================
Current git-hash: bb3da5498a7ec1994891f33dac83f626ca69e85c (last fully tested stable version 6 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 19:25:02] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 0fdd5926-7ba5-43a8-ad2f-6272e41cb79c
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
warnings.warn("notify-send not found.")
_____ _____ __ ___
/\ __`\ __/\ __`\ /\ \__ /'___`\
\ \ \/\ \ ___ ___ ___ /\_\ \ \/\ \ _____\ \ ,_\/\_\ /\ \
\ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__
\ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_ // /_\ \
\ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
\/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/ \/__/\/_____/
\ \_\
\/_/
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=110 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 ┃
┡━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│ 824 │ 5431 │ 111 │ 8245431.0 │
└─────┴──────┴─────┴───────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
╭─ ────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────── ─╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 37s │
│ 🏆 Best RESULT: 8245431 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0/results.csv │
│ 🤖 Model: EXTERNAL_GENERATOR │
│ │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-07-20 19:25:05 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, Started OmniOpt2 run...
2026-07-20 19:25:05 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, getting new HP set (no sbatch)
2026-07-20 19:25:05 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-20 19:25:05 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, eval #1/1 start
2026-07-20 19:25:05 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, starting new job
2026-07-20 19:25:06 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, started new job
2026-07-20 19:25:15 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, new result: RESULT: 6605431.000000
2026-07-20 19:25:16 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): SOBOL, best RESULT: 6605431, finishing jobs, finished 1 job
2026-07-20 19:25:16 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 6605431, getting new HP set (no sbatch)
2026-07-20 19:25:16 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 6605431, requested 1 jobs, got 1, 0.11 s/job
2026-07-20 19:25:16 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 6605431, eval #1/1 start
2026-07-20 19:25:16 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 6605431, starting new job
2026-07-20 19:25:16 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 6605431, started new job
2026-07-20 19:25:25 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 6605431, new result: RESULT: 8245431.000000
2026-07-20 19:25:27 (4cb0917e-85e4-4250-81fe-1a8ec9e1fc61): EXTERNAL_GENERATOR, best RESULT: 8245431, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.266 │ 1 │ 0.266 │
│ 2 │ 0.094 │ 1 │ 0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.180 │ │ │
│ Median │ 0.180 │ │ │
│ Total │ 0.360 │ │ │
│ Max │ 0.266 │ │ │
│ Min │ 0.094 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.041 │ 1 │ 0.041 │
│ 2 │ 0.114 │ 1 │ 0.114 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.077 │ │ │
│ Median │ 0.077 │ │ │
│ Total │ 0.154 │ │ │
│ Max │ 0.114 │ │ │
│ Min │ 0.041 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview Key Value config_yaml None config_toml None config_json None num_random_steps 1 max_eval 2 run_program [['ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi']] experiment_name EXTERNAL_GENERATOR_test mem_gb 1 parameter [['x', 'range', '123', '1000', 'int', 'false'], ['y', 'choice', '5431,1234'], ['z', 'fixed', '111']] continue_previous_job None experiment_constraints None run_dir runs seed None verbose_tqdm False model EXTERNAL_GENERATOR gridsearch False occ False show_sixel_scatter False show_sixel_general False show_sixel_trial_index_result False follow True send_anonymized_usage_stats True ui_url None root_venv_dir /home/runner exclude None main_process_gb 8 max_nr_of_zero_results 1 abbreviate_job_names False orchestrator_file None checkout_to_latest_tested_version False live_share True disable_tqdm False disable_previous_job_constraint False workdir occ_type euclid result_names ['RESULT=max'] minkowski_p 2 signed_weighted_euclidean_weights generation_strategy None generate_all_jobs_at_once True revert_to_random_when_seemingly_exhausted True load_data_from_existing_jobs [] n_estimators_randomforest 100 max_attempts_for_generation 20 external_generator cHl0aG9uMyAvaG9tZS9ydW5uZXIvd29yay9PbW5pT3B0L09tbmlPcHQvLnRlc3RzL2V4YW1wbGVfZXh0ZXJuYWwucHkK username None max_failed_jobs None num_cpus_main_job None calculate_pareto_front_of_job [] show_generate_time_table False force_choice_for_ranges False max_abandoned_retrial 20 share_password None dryrun False db_url None run_program_once None worker_generator_path None save_to_database False range_max_difference 1000000 skip_search False nr_evals_per_arm 1 disable_notifications False dump_config None dont_warm_start_refitting False refit_on_cv False fit_out_of_design False fit_abandoned False dont_jit_compile False num_restarts 20 raw_samples 1024 max_num_of_parallel_sruns 16 no_transform_inputs False no_normalize_y False transforms [] number_of_generators 1 num_parallel_jobs 1 worker_timeout 60 slurm_use_srun False time 60 partition alpha reservation None force_local_execution False slurm_signal_delay_s 0 nodes_per_job 1 cpus_per_task 1 account None gpus 1 dependency None run_mode local verbose False verbose_break_run_search_table False debug False flame_graph False memray False no_sleep False tests False show_worker_percentage_table_at_end False auto_exclude_defective_hosts False run_tests_that_fail_on_taurus False raise_in_eval False show_ram_every_n_seconds 0 show_generation_and_submission_sixel False just_return_defaults False prettyprint False runtime_debug False debug_stack_regex debug_stack_trace_regex None show_func_name False beartype False
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1784575503,886.69921875,26.7
! No notable correlations between parameters were found (threshold: |r| > 0.3).Top-5 Best Results Parameter Sensitivity Ranking Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.
Parameter statistics Parameter Min Max Mean Std Dev Count run_time 6 6 6 0 2 RESULT 6605431 8245431 7425431 820000 2 x 660 824 742 82 2 y 5431 5431 5431 0 2 z 111 111 111 0 2
0 (7s)
1 (7s)
submitit INFO (2026-07-20 19:25:06,377 ) - Starting with JobEnvironment(job_id=83742, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:25:06,377 ) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0/single_runs/83742/83742_submitted.pkl
Trial-Index: 0
Parameters: {"x": 660, "y": 5431, "z": 111}
Debug-Infos:
echo "RESULT: 6605431" && echo "RESULT2: 111"
stdout:
RESULT: 6605431
RESULT2: 111
stderr was empty
Result: {'RESULT': 6605431.0}
Final-results: {'RESULT': 6605431.0}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:25:13,924 ) - Job completed successfully
submitit INFO (2026-07-20 19:25:13,925 ) - Exiting after successful completion
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