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)
| a | b | RESULT |
|---|
| 5.0 | 5.129823521828913 | 10.1298235218289 |
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
2025-10-22 06:31:27 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 10.1298235218289, finishing jobs, finished 1 job
Git-Version
Commit: f16d22535360fbc48329ca2ebf9ae2448bc26fcb (8710-2-gf16d22535)
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
0,1761114643,2,06f3eedf-422a-4528-a025-9e294215b9ba,1761114645,1761114651,6,perl -e 'print "RESULT: " . (43.38744461536407470703 + 35.78425258398056030273)',0,,runnervmnfq8z,0_0,COMPLETED,SOBOL,79.171697199299998715105175506324,43.38744461536407470703125,35.784252583980560302734375
1,1761114654,2,06f3eedf-422a-4528-a025-9e294215b9ba,1761114656,1761114662,6,perl -e 'print "RESULT: " . (94.42280334886163473129 + 53.60806216020137071609)',0,,runnervmnfq8z,1_0,COMPLETED,SOBOL,148.03086550910001051306608133018,94.422803348861634731292724609375,53.608062160201370716094970703125
2,1761114665,2,06f3eedf-422a-4528-a025-9e294215b9ba,1761114667,1761114673,6,perl -e 'print "RESULT: " . (22.78325285619147777538 + 28.58868600134115922629)',0,,runnervmnfq8z,2_0,COMPLETED,BOTORCH_MODULAR,51.371938857499998221101122908294,22.783252856191477775382736581378,28.588686001341159226285526528955
3,1761114677,1,06f3eedf-422a-4528-a025-9e294215b9ba,1761114678,1761114684,6,perl -e 'print "RESULT: " . (5 + 5.12982352182891343517)',0,,runnervmnfq8z,3_0,COMPLETED,BOTORCH_MODULAR,10.129823521828900112495830398984,5,5.129823521828913435172125900863
========================================================================
Current git-hash: f16d22535360fbc48329ca2ebf9ae2448bc26fcb (last fully tested stable version 2 commits ago [6c64fbd932b26c7ccf94272c45bf171fa01f70f8, 8710])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 10-22 06:30:41] 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: 5d552947-b1ed-4aad-80e6-8c8b1a525dfb
_______________________________________
| OmniOpt2 - Hyper-sanity check complete! |
=======================================
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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=24 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 │ 5.129823521828913 │ 10.1298235218289 │
└─────┴───────────────────┴──────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 4 │ 6.00 sec │ 6.00 sec │ 6.00 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-10-22 06:30:43 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, Started OmniOpt2 run...
2025-10-22 06:30:43 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, getting new HP set (no sbatch)
2025-10-22 06:30:43 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-10-22 06:30:43 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, eval #1/1 start
2025-10-22 06:30:43 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, starting new job
2025-10-22 06:30:43 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, started new job
2025-10-22 06:30:52 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, new result: 79.1716971993446
2025-10-22 06:30:54 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, finishing jobs, finished 1 job
2025-10-22 06:30:54 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, getting new HP set (no sbatch)
2025-10-22 06:30:54 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, requested 1 jobs, got 1, 0.04 s/job
2025-10-22 06:30:54 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, eval #1/1 start
2025-10-22 06:30:54 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, starting new job
2025-10-22 06:30:54 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, started new job
2025-10-22 06:31:03 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993446, new result: 148.030865509063
2025-10-22 06:31:04 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, finishing jobs, finished 1 job
2025-10-22 06:31:05 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, getting new HP set (no sbatch)
2025-10-22 06:31:05 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, requested 1 jobs, got 1, 0.75 s/job
2025-10-22 06:31:05 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, eval #1/1 start
2025-10-22 06:31:05 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, starting new job
2025-10-22 06:31:05 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, started new job
2025-10-22 06:31:14 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 79.1716971993, new result: 51.3719388575326
2025-10-22 06:31:16 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, finishing jobs, finished 1 job
2025-10-22 06:31:17 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, getting new HP set (no sbatch)
2025-10-22 06:31:17 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, requested 1 jobs, got 1, 0.54 s/job
2025-10-22 06:31:17 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, eval #1/1 start
2025-10-22 06:31:17 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, starting new job
2025-10-22 06:31:17 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, started new job
2025-10-22 06:31:26 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 51.3719388575326, new result: 10.1298235218289
2025-10-22 06:31:27 (06f3eedf-422a-4528-a025-9e294215b9ba): SOBOL, best RESULT: 10.1298235218289, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.097 │ 1 │ 0.097 │
│ 2 │ 0.065 │ 1 │ 0.065 │
│ 3 │ 0.063 │ 1 │ 0.063 │
│ 4 │ 0.065 │ 1 │ 0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.072 │ │ │
│ Median │ 0.065 │ │ │
│ Total │ 0.289 │ │ │
│ Max │ 0.097 │ │ │
│ Min │ 0.063 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.009 │ 1 │ 0.009 │
│ 2 │ 0.040 │ 1 │ 0.040 │
│ 3 │ 0.752 │ 1 │ 0.752 │
│ 4 │ 0.541 │ 1 │ 0.541 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.335 │ │ │
│ Median │ 0.290 │ │ │
│ Total │ 1.341 │ │ │
│ Max │ 0.752 │ │ │
│ Min │ 0.009 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 |
timestamp,ram_usage_mb,cpu_usage_percent
1761114643,753.0546875,23.6
RESULT (goal: minimize)
Best value: 10.129823521829
Achieved at:
- run_time = 6
- a = 5
- b = 5.1298235218289
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 10.1298 | 148.0309 | 72.1761 | 50.2131 | 4 |
| a | 5 | 94.4228 | 41.3984 | 33.4922 | 4 |
| b | 5.1298 | 53.6081 | 30.7777 | 17.3846 | 4 |
Show SLURM-Job-ID (if it exists)
