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 |
|---|
| 17.16874638860533 | 64.54021494228007 | 81.7089613309 |
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
2025-11-12 22:04:54 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613309, finishing jobs, finished 1 job
Git-Version
Commit: 5138dac9699446835928527562b5e2b197c923f4 (9078-4-g5138dac96)
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
0,1762985043,2,9c51963a-1020-49c7-b555-34ffe29a907e,1762985045,1762985051,6,perl -e 'print "RESULT: " . (31.05624154210090637207 + 52.69223988056182861328)',0,,runnervmfg25i,0_0,COMPLETED,SOBOL,83.748481422699995846414822153747,31.0562415421009063720703125,52.69223988056182861328125
1,1762985058,2,9c51963a-1020-49c7-b555-34ffe29a907e,1762985060,1762985066,6,perl -e 'print "RESULT: " . (60.15967886429280042648 + 27.85882570780813694)',0,,runnervmfg25i,1_0,COMPLETED,SOBOL,88.01850457209999945007439237088,60.159678864292800426483154296875,27.85882570780813694000244140625
2,1762985070,2,9c51963a-1020-49c7-b555-34ffe29a907e,1762985072,1762985078,6,perl -e 'print "RESULT: " . (17.16874638860533153206 + 64.54021494228007327365)',0,,runnervmfg25i,2_0,COMPLETED,BOTORCH_MODULAR,81.708961330899995800791657529771,17.168746388605331532062336918898,64.540214942280073273650486953557
3,1762985083,2,9c51963a-1020-49c7-b555-34ffe29a907e,1762985085,1762985091,6,perl -e 'print "RESULT: " . (6.19447866886838127698 + 90.2591046529026641565)',0,,runnervmfg25i,3_0,COMPLETED,BOTORCH_MODULAR,96.453583321771006353628763463348,6.194478668868381276979562244378,90.25910465290266415649966802448
========================================================================
Current git-hash: 5138dac9699446835928527562b5e2b197c923f4 (last fully tested stable version 4 commits ago [13b42d39143a080c27e201c0b0e07304f6d150f7, 9078])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 22:03:57] 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: 9194df03-e95a-4557-9d39-1dfaf8d11f13
_________________________________________________
/ \
| OmniOpt2 - Adjusting parameters as if it were a s |
| acred ritual. |
\ /
=================================================
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/0 0 \\__ / // | \\ \\
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( / /) _|_ / ) // | \\ _\\
( // /) '/,_ _ _/ ( ; -. | _ _\\.-~ .-~~~^-.
(( / / )) ,-{ _ `-.|.-~-. .~ `.
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(( /// )) `. { } / \\ \\
(( / )) .----~-.\\ \\-' .~ \\ `. \\^-.
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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=99 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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 17.16874638860533 │ 64.54021494228007 │ 81.7089613309 │
└───────────────────┴───────────────────┴───────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-11-12 22:04:03 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, Started OmniOpt2 run...
2025-11-12 22:04:03 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, getting new HP set (no sbatch)
2025-11-12 22:04:03 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-12 22:04:03 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, eval #1/1 start
2025-11-12 22:04:03 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, starting new job
2025-11-12 22:04:03 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, started new job
2025-11-12 22:04:12 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, new result: RESULT: 83.748481
2025-11-12 22:04:18 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, finishing jobs, finished 1 job
2025-11-12 22:04:18 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, getting new HP set (no sbatch)
2025-11-12 22:04:18 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, requested 1 jobs, got 1, 0.04 s/job
2025-11-12 22:04:18 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, eval #1/1 start
2025-11-12 22:04:18 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, starting new job
2025-11-12 22:04:18 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, started new job
2025-11-12 22:04:27 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814226627, new result: RESULT: 88.018505
2025-11-12 22:04:29 (9c51963a-1020-49c7-b555-34ffe29a907e): SOBOL, best RESULT: 83.7484814227, finishing jobs, finished 1 job
2025-11-12 22:04:30 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 83.7484814227, getting new HP set (no sbatch)
2025-11-12 22:04:30 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 83.7484814227, requested 1 jobs, got 1, 0.77 s/job
2025-11-12 22:04:30 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 83.7484814227, eval #1/1 start
2025-11-12 22:04:30 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 83.7484814227, starting new job
2025-11-12 22:04:30 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 83.7484814227, started new job
2025-11-12 22:04:39 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 83.7484814227, new result: RESULT: 81.708961
2025-11-12 22:04:42 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, finishing jobs, finished 1 job
2025-11-12 22:04:43 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, getting new HP set (no sbatch)
2025-11-12 22:04:43 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, requested 1 jobs, got 1, 0.73 s/job
2025-11-12 22:04:43 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, eval #1/1 start
2025-11-12 22:04:43 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, starting new job
2025-11-12 22:04:43 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, started new job
2025-11-12 22:04:52 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613308854, new result: RESULT: 96.453583
2025-11-12 22:04:54 (9c51963a-1020-49c7-b555-34ffe29a907e): BOTORCH_MODULAR, best RESULT: 81.7089613309, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.112 │ 1 │ 0.112 │
│ 2 │ 0.071 │ 1 │ 0.071 │
│ 3 │ 0.072 │ 1 │ 0.072 │
│ 4 │ 0.072 │ 1 │ 0.072 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.082 │ │ │
│ Median │ 0.072 │ │ │
│ Total │ 0.328 │ │ │
│ Max │ 0.112 │ │ │
│ Min │ 0.071 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.008 │ 1 │ 0.008 │
│ 2 │ 0.040 │ 1 │ 0.040 │
│ 3 │ 0.772 │ 1 │ 0.772 │
│ 4 │ 0.726 │ 1 │ 0.726 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.387 │ │ │
│ Median │ 0.383 │ │ │
│ Total │ 1.546 │ │ │
│ Max │ 0.772 │ │ │
│ 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
1762985038,750.22265625,28.6
RESULT (goal: minimize)
Best value: 81.7089613309
Achieved at:
- run_time = 6
- a = 17.168746388605
- b = 64.54021494228
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 81.709 | 96.4536 | 87.4824 | 5.6578 | 4 |
| a | 6.1945 | 60.1597 | 28.6448 | 20.2158 | 4 |
| b | 27.8588 | 90.2591 | 58.8376 | 22.4571 | 4 |
Show SLURM-Job-ID (if it exists)
