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 |
|---|
| 44.91788682018208 | 5.8320548567101005 | 50.7499416768922 |
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
2025-12-27 18:47:40 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 50.7499416768922, finishing jobs, finished 1 job
Git-Version
Commit: 7cf80dda7731799175f31601fe61d2e588b04ac1 (9157-8-g7cf80dda7)
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
0,1766861217,2,c8c10d5e-9e58-4879-a40c-4f7c27de060a,1766861219,1766861225,6,perl -e 'print "RESULT: " . (57.79773473739624023438 + 76.61581635475158691406)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,134.413551092099993411466130055487,57.797734737396240234375,76.6158163547515869140625
1,1766861227,2,c8c10d5e-9e58-4879-a40c-4f7c27de060a,1766861229,1766861235,6,perl -e 'print "RESULT: " . (51.91180073190480470657 + 44.15051634889096021652)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,96.062317080799999757800833322108,51.911800731904804706573486328125,44.150516348890960216522216796875
2,1766861238,2,c8c10d5e-9e58-4879-a40c-4f7c27de060a,1766861240,1766861246,6,perl -e 'print "RESULT: " . (49.20495403442394177773 + 29.21122937357029769601)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,78.416183407999994869896909222007,49.204954034423941777731670299545,29.211229373570297696005582110956
3,1766861250,2,c8c10d5e-9e58-4879-a40c-4f7c27de060a,1766861252,1766861258,6,perl -e 'print "RESULT: " . (44.91788682018208334057 + 5.83205485671010048776)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,50.749941676892198927362187532708,44.917886820182083340569079155102,5.832054856710100487759973475477
========================================================================
Current git-hash: 7cf80dda7731799175f31601fe61d2e588b04ac1 (last fully tested stable version 8 commits ago [018dbae7e8b1bad9f8889c8998a57f89e438ea0a, 9157])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-27 18:46:52] 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: 0b37cd97-be51-4941-8ee0-968785dcede8
________________________________________
| OmniOpt2 - Cooking up some optimization! |
========================================
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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=187 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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 44.91788682018208 │ 5.8320548567101005 │ 50.7499416768922 │
└───────────────────┴────────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-12-27 18:46:57 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, Started OmniOpt2 run...
2025-12-27 18:46:57 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, getting new HP set (no sbatch)
2025-12-27 18:46:57 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-27 18:46:57 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, eval #1/1 start
2025-12-27 18:46:57 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, starting new job
2025-12-27 18:46:57 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, started new job
2025-12-27 18:47:06 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, new result: RESULT: 134.413551
2025-12-27 18:47:07 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, finishing jobs, finished 1 job
2025-12-27 18:47:07 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, getting new HP set (no sbatch)
2025-12-27 18:47:07 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, requested 1 jobs, got 1, 0.08 s/job
2025-12-27 18:47:07 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, eval #1/1 start
2025-12-27 18:47:07 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, starting new job
2025-12-27 18:47:07 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, started new job
2025-12-27 18:47:16 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 134.413551092148, new result: RESULT: 96.062317
2025-12-27 18:47:18 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): SOBOL, best RESULT: 96.0623170807958, finishing jobs, finished 1 job
2025-12-27 18:47:18 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 96.0623170807958, getting new HP set (no sbatch)
2025-12-27 18:47:18 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 96.0623170807958, requested 1 jobs, got 1, 0.51 s/job
2025-12-27 18:47:18 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 96.0623170807958, eval #1/1 start
2025-12-27 18:47:18 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 96.0623170807958, starting new job
2025-12-27 18:47:18 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 96.0623170807958, started new job
2025-12-27 18:47:27 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 96.0623170807958, new result: RESULT: 78.416183
2025-12-27 18:47:29 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, finishing jobs, finished 1 job
2025-12-27 18:47:29 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, getting new HP set (no sbatch)
2025-12-27 18:47:30 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, requested 1 jobs, got 1, 0.50 s/job
2025-12-27 18:47:30 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, eval #1/1 start
2025-12-27 18:47:30 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, starting new job
2025-12-27 18:47:30 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, started new job
2025-12-27 18:47:39 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 78.4161834079942, new result: RESULT: 50.749942
2025-12-27 18:47:40 (c8c10d5e-9e58-4879-a40c-4f7c27de060a): BOTORCH_MODULAR, best RESULT: 50.7499416768922, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.234 │ 1 │ 0.234 │
│ 2 │ 0.087 │ 1 │ 0.087 │
│ 3 │ 0.088 │ 1 │ 0.088 │
│ 4 │ 0.089 │ 1 │ 0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.124 │ │ │
│ Median │ 0.088 │ │ │
│ Total │ 0.498 │ │ │
│ Max │ 0.234 │ │ │
│ Min │ 0.087 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.034 │ 1 │ 0.034 │
│ 2 │ 0.077 │ 1 │ 0.077 │
│ 3 │ 0.509 │ 1 │ 0.509 │
│ 4 │ 0.500 │ 1 │ 0.500 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.280 │ │ │
│ Median │ 0.288 │ │ │
│ Total │ 1.119 │ │ │
│ Max │ 0.509 │ │ │
│ Min │ 0.034 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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
1766861214,783.796875,27.1
RESULT (goal: minimize)
Best value: 50.749941676892
Achieved at:
- run_time = 6
- a = 44.917886820182
- b = 5.8320548567101
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 50.7499 | 134.4136 | 89.9105 | 30.3481 | 4 |
| a | 44.9179 | 57.7977 | 50.9581 | 4.6703 | 4 |
| b | 5.8321 | 76.6158 | 38.9524 | 25.6778 | 4 |
Show SLURM-Job-ID (if it exists)
