Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | BOTORCH_MODULAR |
| Max. nr. evaluations | 4 |
| Number random steps | 2 |
| Nr. of workers (parameter) | 4 |
Best RESULT, min (total: 4)
Job Summary per Generation Node
| Generation Node | Total | COMPLETED |
|---|
| SOBOL | 2 | 2 |
| BOTORCH_MODULAR | 2 | 2 |
Experiment parameters
| Name | Type | Lower bound | Upper bound | Type | Log Scale? |
|---|
| a | range | 5 | 100 | float | No |
| b | range | 5 | 100 | float | No |
Number of evaluations
| Failed |
Succeeded |
Running |
Total |
| 0 |
4 |
0 |
4 |
Result names and types
Last progressbar status
2025-11-04 18:14:34 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 10, finishing jobs, finished 1 job
Git-Version
Commit: 6c6cd184c0e8b25a488b1a7fb5b796fd7fc90798 (9061-5-g6c6cd184c)
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,a,b
0,1762280026,1,28ad8014-7a2f-4e33-8981-19bc2bfd04dd,1762280027,1762280033,6,perl -e 'print "RESULT: " . (30.20988777279853820801 + 28.70042532682418823242)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,58.910313099600003283740079496056,30.2098877727985382080078125,28.700425326824188232421875
1,1762280037,2,28ad8014-7a2f-4e33-8981-19bc2bfd04dd,1762280039,1762280045,6,perl -e 'print "RESULT: " . (91.80551656521856784821 + 58.74549867119640111923)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,150.551015236399990726567921228707,91.80551656521856784820556640625,58.745498671196401119232177734375
2,1762280050,1,28ad8014-7a2f-4e33-8981-19bc2bfd04dd,1762280051,1762280058,7,perl -e 'print "RESULT: " . (7.20117838632945161947 + 17.36271851578816338701)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,24.56389690210000154024783114437,7.201178386329451619474184553837,17.362718515788163387014719774015
3,1762280063,2,28ad8014-7a2f-4e33-8981-19bc2bfd04dd,1762280065,1762280071,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5
========================================================================
Current git-hash: 6c6cd184c0e8b25a488b1a7fb5b796fd7fc90798 (last fully tested stable version 5 commits ago [b84d59cce352dac3cf2d5c5bdd404b09f1e6ccd0, 9061])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:13:41] 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: f6ba5ae4-c9d0-4a05-b1b0-3c015fe663c7
_________________________________________________
/ \
| OmniOpt2 - As timeless as Metropolis, but with be |
| tter optimization. |
\ /
=================================================
\
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|__________|
/ /\
/ / \
/___________/___/|
| | |
| ==\ /== | |
| O O | \ \ |
| < | \ \|
/| | \ \
/ | \_____/ | / /
/ /| | / /|
/||\| | /||\/
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| | | |
<__/ \__>
omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=68 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a │ range │ 5 │ 100 │ float │ No │
│ b │ range │ 5 │ 100 │ float │ No │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10 │
└─────────────────────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ min │
└─────────────┴─────────────┘
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: 4)
┏━━━━━┳━━━━━┳━━━━━━━━┓
┃ a ┃ b ┃ RESULT ┃
┡━━━━━╇━━━━━╇━━━━━━━━┩
│ 5.0 │ 5.0 │ 10.0 │
└─────┴─────┴────────┘
Not printing sixel graphics in CI
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-11-04 18:13:46 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, Started OmniOpt2 run...
2025-11-04 18:13:46 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:13:46 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:13:46 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, eval #1/1 start
2025-11-04 18:13:46 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, starting new job
2025-11-04 18:13:46 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, started new job
2025-11-04 18:13:55 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, new result: RESULT: 58.910313
2025-11-04 18:13:57 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, finishing jobs, finished 1 job
2025-11-04 18:13:57 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, getting new HP set (no sbatch)
2025-11-04 18:13:57 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, requested 1 jobs, got 1, 0.04 s/job
2025-11-04 18:13:57 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, eval #1/1 start
2025-11-04 18:13:57 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, starting new job
2025-11-04 18:13:57 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, started new job
2025-11-04 18:14:06 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996227, new result: RESULT: 150.551015
2025-11-04 18:14:09 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): SOBOL, best RESULT: 58.9103130996, finishing jobs, finished 1 job
2025-11-04 18:14:10 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 58.9103130996, getting new HP set (no sbatch)
2025-11-04 18:14:10 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 58.9103130996, requested 1 jobs, got 1, 0.88 s/job
2025-11-04 18:14:10 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 58.9103130996, eval #1/1 start
2025-11-04 18:14:10 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 58.9103130996, starting new job
2025-11-04 18:14:10 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 58.9103130996, started new job
2025-11-04 18:14:19 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 58.9103130996, new result: RESULT: 24.563897
2025-11-04 18:14:22 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, finishing jobs, finished 1 job
2025-11-04 18:14:23 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, getting new HP set (no sbatch)
2025-11-04 18:14:23 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, requested 1 jobs, got 1, 0.49 s/job
2025-11-04 18:14:23 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, eval #1/1 start
2025-11-04 18:14:23 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, starting new job
2025-11-04 18:14:23 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, started new job
2025-11-04 18:14:32 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 24.5638969021176, new result: RESULT: 10.000000
2025-11-04 18:14:34 (28ad8014-7a2f-4e33-8981-19bc2bfd04dd): BOTORCH_MODULAR, best RESULT: 10, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.095 │ 1 │ 0.095 │
│ 2 │ 0.062 │ 1 │ 0.062 │
│ 3 │ 0.063 │ 1 │ 0.063 │
│ 4 │ 0.063 │ 1 │ 0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.071 │ │ │
│ Median │ 0.063 │ │ │
│ Total │ 0.283 │ │ │
│ Max │ 0.095 │ │ │
│ Min │ 0.062 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.008 │ 1 │ 0.008 │
│ 2 │ 0.036 │ 1 │ 0.036 │
│ 3 │ 0.879 │ 1 │ 0.879 │
│ 4 │ 0.492 │ 1 │ 0.492 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.354 │ │ │
│ Median │ 0.264 │ │ │
│ Total │ 1.416 │ │ │
│ Max │ 0.879 │ │ │
│ Min │ 0.008 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview
| Key | Value |
|---|
| config_yaml | None |
| config_toml | None |
| config_json | None |
| num_random_steps | 2 |
| max_eval | 4 |
| run_program | [['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']] |
| experiment_name | multiplication_constraint |
| mem_gb | 10 |
| parameter | [['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']] |
| continue_previous_job | None |
| experiment_constraints | [['YSAqIGIgPj0gMTA=']] |
| run_dir | runs |
| seed | None |
| verbose_tqdm | False |
| model | BOTORCH_MODULAR |
| 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 | 50 |
| 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=min'] |
| 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 | None |
| username | None |
| max_failed_jobs | 0 |
| 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 | 4 |
| 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 | 0 |
| 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
1762280021,749.97265625,28.8
RESULT (goal: minimize)
Best value: 10
Achieved at:
- run_time = 6
- a = 5
- b = 5
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 7 | 6.25 | 0.433 | 4 |
| RESULT | 10 | 150.551 | 61.0063 | 54.6634 | 4 |
| a | 5 | 91.8055 | 33.5541 | 35.0508 | 4 |
| b | 5 | 58.7455 | 27.4522 | 19.9169 | 4 |
Show SLURM-Job-ID (if it exists)
