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 | 87.19208184657994 | 92.1920818465799 |
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
2025-11-27 14:19:42 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 92.1920818465799, finishing jobs, finished 1 job
Git-Version
Commit: 359c0bec91c129ab01eb6a0644e046b6ae817f02 (9123-1-g359c0bec9)
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
0,1764253105,2,5a19639c-7541-47cb-9177-2223fa194a82,1764253107,1764253113,6,perl -e 'print "RESULT: " . (84.07855719327926635742 + 33.93867328763008117676)',0,,runnervmfxdz0,0_0,COMPLETED,SOBOL,118.017230480899996791777084581554,84.078557193279266357421875,33.9386732876300811767578125
1,1764253130,2,5a19639c-7541-47cb-9177-2223fa194a82,1764253132,1764253138,6,perl -e 'print "RESULT: " . (50.14058282598853111267 + 67.62724047526717185974)',0,,runnervmfxdz0,1_0,COMPLETED,SOBOL,117.767823301299998206559394020587,50.1405828259885311126708984375,67.6272404752671718597412109375
2,1764253145,2,5a19639c-7541-47cb-9177-2223fa194a82,1764253147,1764253153,6,perl -e 'print "RESULT: " . (34.91039248898124469633 + 82.75383370834748575362)',0,,runnervmfxdz0,2_0,COMPLETED,BOTORCH_MODULAR,117.664226197299996101719443686306,34.91039248898124469633330591023,82.753833708347485753620276227593
3,1764253164,2,5a19639c-7541-47cb-9177-2223fa194a82,1764253166,1764253172,6,perl -e 'print "RESULT: " . (5 + 87.19208184657993854216)',0,,runnervmfxdz0,3_0,COMPLETED,BOTORCH_MODULAR,92.192081846579895909599144943058,5,87.19208184657993854216329054907
========================================================================
Current git-hash: 359c0bec91c129ab01eb6a0644e046b6ae817f02 (last fully tested stable version 1 commit ago [149338e20c0f6b4e7b249fcb8ee3d494e899b2b1, 9123])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-27 14:18:05] 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: 1bbe4b95-fd17-4ccd-81c7-a0cf40311fa2
_________________________________________________
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| OmniOpt2 - Hyperparameters: Where science and mag |
| ic shake hands. |
\ /
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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=132 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 │ 87.19208184657994 │ 92.1920818465799 │
└─────┴───────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-11-27 14:18:25 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, Started OmniOpt2 run...
2025-11-27 14:18:25 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, getting new HP set (no sbatch)
2025-11-27 14:18:25 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-27 14:18:25 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, eval #1/1 start
2025-11-27 14:18:25 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, starting new job
2025-11-27 14:18:26 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, started new job
2025-11-27 14:18:35 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, new result: RESULT: 118.017230
2025-11-27 14:18:50 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, finishing jobs, finished 1 job
2025-11-27 14:18:50 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, getting new HP set (no sbatch)
2025-11-27 14:18:50 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, requested 1 jobs, got 1, 0.05 s/job
2025-11-27 14:18:50 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, eval #1/1 start
2025-11-27 14:18:50 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, starting new job
2025-11-27 14:18:50 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, started new job
2025-11-27 14:19:00 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 118.017230480909, new result: RESULT: 117.767823
2025-11-27 14:19:04 (5a19639c-7541-47cb-9177-2223fa194a82): SOBOL, best RESULT: 117.767823301256, finishing jobs, finished 1 job
2025-11-27 14:19:05 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.767823301256, getting new HP set (no sbatch)
2025-11-27 14:19:05 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.767823301256, requested 1 jobs, got 1, 0.62 s/job
2025-11-27 14:19:05 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.767823301256, eval #1/1 start
2025-11-27 14:19:05 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.767823301256, starting new job
2025-11-27 14:19:05 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.767823301256, started new job
2025-11-27 14:19:14 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.767823301256, new result: RESULT: 117.664226
2025-11-27 14:19:24 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, finishing jobs, finished 1 job
2025-11-27 14:19:24 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, getting new HP set (no sbatch)
2025-11-27 14:19:24 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, requested 1 jobs, got 1, 0.35 s/job
2025-11-27 14:19:24 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, eval #1/1 start
2025-11-27 14:19:24 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, starting new job
2025-11-27 14:19:24 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, started new job
2025-11-27 14:19:33 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 117.664226197329, new result: RESULT: 92.192082
2025-11-27 14:19:42 (5a19639c-7541-47cb-9177-2223fa194a82): BOTORCH_MODULAR, best RESULT: 92.1920818465799, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.106 │ 1 │ 0.106 │
│ 2 │ 0.065 │ 1 │ 0.065 │
│ 3 │ 0.070 │ 1 │ 0.070 │
│ 4 │ 0.068 │ 1 │ 0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.077 │ │ │
│ Median │ 0.069 │ │ │
│ Total │ 0.309 │ │ │
│ Max │ 0.106 │ │ │
│ Min │ 0.065 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.022 │ 1 │ 0.022 │
│ 2 │ 0.046 │ 1 │ 0.046 │
│ 3 │ 0.617 │ 1 │ 0.617 │
│ 4 │ 0.352 │ 1 │ 0.352 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.259 │ │ │
│ Median │ 0.199 │ │ │
│ Total │ 1.037 │ │ │
│ Max │ 0.617 │ │ │
│ Min │ 0.022 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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
1764253085,756.328125,28.9
1764253145,789.09765625,3.5
RESULT (goal: minimize)
Best value: 92.19208184658
Achieved at:
- run_time = 6
- a = 5
- b = 87.19208184658
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 92.1921 | 118.0172 | 111.4103 | 11.0964 | 4 |
| a | 5 | 84.0786 | 43.5324 | 28.4901 | 4 |
| b | 33.9387 | 87.1921 | 67.878 | 20.8942 | 4 |
Show SLURM-Job-ID (if it exists)
