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)
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
2026-05-31 07:40:20 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 10, ▁▅▆█, finishing jobs, finished 1 job
Git-Version
Commit: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (9344)
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
0,1780213173,2,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213175,1780213181,6,perl -e 'print "RESULT: " . (79.6022841334342956543 + 66.25174820423126220703)',0,,runnervm3jyl0,0_0,COMPLETED,SOBOL,145.854032337700004973157774657011,79.602284133434295654296875,66.25174820423126220703125
1,1780213184,2,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213186,1780213192,6,perl -e 'print "RESULT: " . (45.6336388876661658287 + 22.08951551932841539383)',0,,runnervm3jyl0,1_0,COMPLETED,SOBOL,67.723154406999995558180671650916,45.633638887666165828704833984375,22.089515519328415393829345703125
2,1780213196,2,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213198,1780213204,6,perl -e 'print "RESULT: " . (29.38214487234102634261 + 5)',0,,runnervm3jyl0,2_0,COMPLETED,BOTORCH_MODULAR,34.382144872300003157761238981038,29.38214487234102634261034836527,5
3,1780213209,1,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213210,1780213216,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervm3jyl0,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5
========================================================================
Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (version: 9344)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-31 07:39:29] ax.storage.sqa_store.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: 8de73328-a4a3-4565-a1f6-56331538784d
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
warnings.warn("notify-send not found.")
_________________________________________________
/ \
| OmniOpt2 - This is not madness... this is hyperpa |
| rameter tuning! |
\ /
=================================================
\
\
\
\
___-------___
_-~~ ~~-_
_-~ /~-_
/^\__/^\ /~ \ / \
/| O|| O| / \_______________/ \
| |___||__| / / \ \
| \ / / \ \
| (_______) /______/ \_________ \
| / / \ / \
\ \^\\ \ / \ /
\ || \______________/ _-_ //\__//
\ ||------_-~~-_ ------------- \ --/~ ~\ || __/
~-----||====/~ |==================| |/~~~~~
(_(__/ ./ / \_\ \.
(_(___/ \_____)_)
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=13 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 │ 5.0 │ 10.0 │
└─────┴─────┴────────┘
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: 61s (1m1s) │
│ 🏆 Best RESULT: 10 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv │
│ 🧠 Model: BOTORCH_MODULAR │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, Started OmniOpt2 run...
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, getting new HP set (no sbatch)
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, eval #1/1 start
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, starting new job
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, started new job
2026-05-31 07:39:42 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, new result: RESULT: 145.854032
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, finishing jobs, finished 1 job
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, getting new HP set (no sbatch)
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, requested 1 jobs, got 1, 0.09 s/job
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, eval #1/1 start
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, starting new job
2026-05-31 07:39:45 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, started new job
2026-05-31 07:39:54 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, new result: RESULT: 67.723154
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 67.7231544069946, ▁█, finishing jobs, finished 1 job
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, getting new HP set (no sbatch)
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, requested 1 jobs, got 1, 0.56 s/job
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, eval #1/1 start
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, starting new job
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, started new job
2026-05-31 07:40:05 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, new result: RESULT: 34.382145
2026-05-31 07:40:08 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, finishing jobs, finished 1 job
2026-05-31 07:40:08 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, getting new HP set (no sbatch)
2026-05-31 07:40:08 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, requested 1 jobs, got 1, 0.46 s/job
2026-05-31 07:40:09 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, eval #1/1 start
2026-05-31 07:40:09 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, starting new job
2026-05-31 07:40:09 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, started new job
2026-05-31 07:40:18 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, new result: RESULT: 10.000000
2026-05-31 07:40:20 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 10, ▁▅▆█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.257 │ 1 │ 0.257 │
│ 2 │ 0.086 │ 1 │ 0.086 │
│ 3 │ 0.086 │ 1 │ 0.086 │
│ 4 │ 0.086 │ 1 │ 0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.129 │ │ │
│ Median │ 0.086 │ │ │
│ Total │ 0.516 │ │ │
│ Max │ 0.257 │ │ │
│ Min │ 0.086 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.038 │ 1 │ 0.038 │
│ 2 │ 0.093 │ 1 │ 0.093 │
│ 3 │ 0.561 │ 1 │ 0.561 │
│ 4 │ 0.456 │ 1 │ 0.456 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.287 │ │ │
│ Median │ 0.275 │ │ │
│ Total │ 1.147 │ │ │
│ Max │ 0.561 │ │ │
│ Min │ 0.038 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 |
| disable_notifications | False |
| dump_config | None |
| 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
1780213171,780.83984375,27
RESULT (goal: minimize)
Best value: 10
Achieved at:
- run_time = 6
- a = 5
- b = 5
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 10 | 145.854 | 64.4898 | 51.2499 | 4 |
| a | 5 | 79.6023 | 39.9045 | 27.1007 | 4 |
| b | 5 | 66.2517 | 24.5853 | 25.0474 | 4 |
Show SLURM-Job-ID (if it exists)
