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 |
|---|
| 19.820098826417468 | 5.0 | 24.8200988264 |
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
2026-05-09 23:31:57 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264, finishing jobs, finished 1 job
Git-Version
Commit: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (9304-1-g5268678be)
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
0,1778369474,2,97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2,1778369476,1778369482,6,perl -e 'print "RESULT: " . (62.81486719846725463867 + 93.91666948795318603516)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,156.731536686400005464747664518654,62.814867198467254638671875,93.91666948795318603515625
1,1778369485,1,97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2,1778369486,1778369492,6,perl -e 'print "RESULT: " . (48.30608696211129426956 + 12.77839539572596549988)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,61.084482357799998908376437611878,48.306086962111294269561767578125,12.7783953957259654998779296875
2,1778369495,2,97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2,1778369497,1778369503,6,perl -e 'print "RESULT: " . (19.82009882641746756349 + 5)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,24.82009882639999887032900005579,19.82009882641746756348766211886,5
3,1778369506,2,97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2,1778369508,1778369514,6,perl -e 'print "RESULT: " . (5 + 21.98458734164248795651)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,26.984587341642498614646683563478,5,21.984587341642487956505647161976
========================================================================
Current git-hash: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (last fully tested stable version 1 commit ago [7d04f3b04cc038a14898910e7a1fde53755e73b2, 9304])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 23:31:12] 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: 8aa4b9af-c519-409f-8ea0-e97782fd2f1c
_________________________________________________
/ \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning. |
\ /
=================================================
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/0 0 \\__ / // | \\ \\
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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=66 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 ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━┩
│ 19.820098826417468 │ 5.0 │ 24.8200988264 │
└────────────────────┴─────┴───────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted │
│ ⏱️ Duration: 51s │
│ 🏆 Best RESULT: 24.8200988264 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv │
│ 🧠 Model: BOTORCH_MODULAR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-05-09 23:31:14 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, Started OmniOpt2 run...
2026-05-09 23:31:14 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, getting new HP set (no sbatch)
2026-05-09 23:31:14 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-09 23:31:14 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, eval #1/1 start
2026-05-09 23:31:14 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, starting new job
2026-05-09 23:31:14 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, started new job
2026-05-09 23:31:23 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, new result: RESULT: 156.731537
2026-05-09 23:31:25 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, finishing jobs, finished 1 job
2026-05-09 23:31:25 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, getting new HP set (no sbatch)
2026-05-09 23:31:25 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, requested 1 jobs, got 1, 0.05 s/job
2026-05-09 23:31:25 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, eval #1/1 start
2026-05-09 23:31:25 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, starting new job
2026-05-09 23:31:25 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, started new job
2026-05-09 23:31:34 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 156.73153668642, new result: RESULT: 61.084482
2026-05-09 23:31:35 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): SOBOL, best RESULT: 61.0844823578373, finishing jobs, finished 1 job
2026-05-09 23:31:35 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 61.0844823578373, getting new HP set (no sbatch)
2026-05-09 23:31:35 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 61.0844823578373, requested 1 jobs, got 1, 0.62 s/job
2026-05-09 23:31:35 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 61.0844823578373, eval #1/1 start
2026-05-09 23:31:35 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 61.0844823578373, starting new job
2026-05-09 23:31:36 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 61.0844823578373, started new job
2026-05-09 23:31:45 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 61.0844823578373, new result: RESULT: 24.820099
2026-05-09 23:31:46 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, finishing jobs, finished 1 job
2026-05-09 23:31:46 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, getting new HP set (no sbatch)
2026-05-09 23:31:46 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, requested 1 jobs, got 1, 0.32 s/job
2026-05-09 23:31:46 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, eval #1/1 start
2026-05-09 23:31:46 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, starting new job
2026-05-09 23:31:46 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, started new job
2026-05-09 23:31:55 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264175, new result: RESULT: 26.984587
2026-05-09 23:31:57 (97ee8847-4e7a-4616-b8cc-6cf9d7bbcca2): BOTORCH_MODULAR, best RESULT: 24.8200988264, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.118 │ 1 │ 0.118 │
│ 2 │ 0.065 │ 1 │ 0.065 │
│ 3 │ 0.067 │ 1 │ 0.067 │
│ 4 │ 0.066 │ 1 │ 0.066 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.079 │ │ │
│ Median │ 0.067 │ │ │
│ Total │ 0.316 │ │ │
│ Max │ 0.118 │ │ │
│ Min │ 0.065 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.022 │ 1 │ 0.022 │
│ 2 │ 0.047 │ 1 │ 0.047 │
│ 3 │ 0.625 │ 1 │ 0.625 │
│ 4 │ 0.323 │ 1 │ 0.323 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.254 │ │ │
│ Median │ 0.185 │ │ │
│ Total │ 1.016 │ │ │
│ Max │ 0.625 │ │ │
│ 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 |
| nr_evals_per_arm | 1 |
| 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
1778369472,741.390625,28.1
RESULT (goal: minimize)
Best value: 24.8200988264
Achieved at:
- run_time = 6
- a = 19.820098826417
- b = 5
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 24.8201 | 156.7315 | 67.4052 | 53.5408 | 4 |
| a | 5 | 62.8149 | 33.9853 | 22.7872 | 4 |
| b | 5 | 93.9167 | 33.4199 | 35.4415 | 4 |
Show SLURM-Job-ID (if it exists)
