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 |
|---|
| 901 | 1234 | 111 | 9011234.0 |
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
2025-11-04 14:06:10 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 9011234, finishing jobs, finished 1 job
Git-Version
Commit: ae59df72b3d3cffa8486196ddf25c15a110de7ba (9056-1-gae59df72b)
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
0,1762265147,2,848047e6-2d59-40fd-ad44-accb7f794896,1762265149,1762265155,6,echo "RESULT: 2765431" && echo "RESULT2: 111",0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,2765431,276,5431,111
1,1762265159,2,848047e6-2d59-40fd-ad44-accb7f794896,1762265161,1762265167,6,echo "RESULT: 9011234" && echo "RESULT2: 111",0,,runnervmxu1zt,1_0,COMPLETED,EXTERNAL_GENERATOR,9011234,901,1234,111
========================================================================
Current git-hash: ae59df72b3d3cffa8486196ddf25c15a110de7ba (last fully tested stable version 1 commit ago [4234251da23ca4c1533f0765399f244bdc2000bc, 9056])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 14:05:43] 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]`.
Run-UUID: 22549422-78b4-4d76-8bad-c3bd162c4094
_________________________________________________
/ \
| OmniOpt2 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase. |
\ /
=================================================
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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=50 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 ┃
┡━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│ 901 │ 1234 │ 111 │ 9011234.0 │
└─────┴──────┴─────┴───────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-11-04 14:05:47 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, Started OmniOpt2 run...
2025-11-04 14:05:47 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, getting new HP set (no sbatch)
2025-11-04 14:05:47 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 14:05:47 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, eval #1/1 start
2025-11-04 14:05:47 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, starting new job
2025-11-04 14:05:47 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, started new job
2025-11-04 14:05:56 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, new result: RESULT: 2765431.000000
2025-11-04 14:05:58 (848047e6-2d59-40fd-ad44-accb7f794896): SOBOL, best RESULT: 2765431, finishing jobs, finished 1 job
2025-11-04 14:05:58 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 2765431, getting new HP set (no sbatch)
2025-11-04 14:05:59 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 2765431, requested 1 jobs, got 1, 0.06 s/job
2025-11-04 14:05:59 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 2765431, eval #1/1 start
2025-11-04 14:05:59 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 2765431, starting new job
2025-11-04 14:05:59 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 2765431, started new job
2025-11-04 14:06:08 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 2765431, new result: RESULT: 9011234.000000
2025-11-04 14:06:10 (848047e6-2d59-40fd-ad44-accb7f794896): EXTERNAL_GENERATOR, best RESULT: 9011234, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.101 │ 1 │ 0.101 │
│ 2 │ 0.069 │ 1 │ 0.069 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.085 │ │ │
│ Median │ 0.085 │ │ │
│ Total │ 0.169 │ │ │
│ Max │ 0.101 │ │ │
│ Min │ 0.069 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.009 │ 1 │ 0.009 │
│ 2 │ 0.063 │ 1 │ 0.063 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.036 │ │ │
│ Median │ 0.036 │ │ │
│ Total │ 0.072 │ │ │
│ Max │ 0.063 │ │ │
│ Min │ 0.009 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 |
| 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
1762265144,750.05859375,28.7
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| RESULT | 2765431 | 9011234 | 5888332.5 | 3122901.5 | 2 |
| x | 276 | 901 | 588.5 | 312.5 | 2 |
| y | 1234 | 5431 | 3332.5 | 2098.5 | 2 |
| z | 111 | 111 | 111 | 0 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-11-04 14:05:48,104) - Starting with JobEnvironment(job_id=105152, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 14:05:48,104) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0/single_runs/105152/105152_submitted.pkl
Trial-Index: 0
Parameters: {"x": 276, "y": 5431, "z": 111}
Debug-Infos:
echo "RESULT: 2765431" && echo "RESULT2: 111"
stdout:
RESULT: 2765431
RESULT2: 111
stderr was empty
Result: {'RESULT': 2765431.0}
Final-results: {'RESULT': 2765431.0}
EXIT_CODE: 0
submitit INFO (2025-11-04 14:05:55,786) - Job completed successfully
submitit INFO (2025-11-04 14:05:55,786) - Exiting after successful completion
