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 |
|---|
| 71.05590595909665 | 5.592768234576451 | 76.6486741936731 |
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 10:54:29 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 76.6486741936731, finishing jobs, finished 1 job
Git-Version
Commit: a1bc6c3dfabaef22cd17c850ed369173536efba5 (9298-2-ga1bc6c3df)
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
0,1778324025,2,af48f01f-1321-4c1d-8d0f-04d2a22ba20f,1778324027,1778324033,6,perl -e 'print "RESULT: " . (28.91054719686508178711 + 80.61394155025482177734)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,109.524488747099994156997126992792,28.910547196865081787109375,80.61394155025482177734375
1,1778324036,2,af48f01f-1321-4c1d-8d0f-04d2a22ba20f,1778324038,1778324044,6,perl -e 'print "RESULT: " . (78.83438304532319307327 + 12.38698374480009078979)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,91.221366790100006483044126071036,78.834383045323193073272705078125,12.386983744800090789794921875
2,1778324047,2,af48f01f-1321-4c1d-8d0f-04d2a22ba20f,1778324049,1778324055,6,perl -e 'print "RESULT: " . (100 + 30.87419213993750588543)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,130.874192139900003439834108576179,100,30.874192139937505885427526663989
3,1778324058,2,af48f01f-1321-4c1d-8d0f-04d2a22ba20f,1778324060,1778324066,6,perl -e 'print "RESULT: " . (71.05590595909664841656 + 5.59276823457645111404)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,76.648674193673102195134561043233,71.055905959096648416561947669834,5.592768234576451114037354273023
========================================================================
Current git-hash: a1bc6c3dfabaef22cd17c850ed369173536efba5 (last fully tested stable version 2 commits ago [f2198bbca0ddfa2c54bbdce11bcb585e9153edd1, 9298])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 10:53:41] 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: 7afecd75-00cd-4707-8b53-3fc0e988a6d5
_________________________________________________
/ \
| OmniOpt2 - Optimizing parameters with the flair o |
| f a magician pulling rabbits out of hats. |
\ /
=================================================
\
\
\
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_- /--______
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.-XXX( O O )XXXXXXXXXXXXXXX-
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/XXXXX/ ( O ) XXXXXX \XXXXX\
XXXXX/ / XXXXXX \__ \XXXXX
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---___ XXX__/ XXXXXX \__ /
\- --__/ ___/\ XXXXXX / ___--/=
\-\ ___/ XXXXXX '--- XXXXXX
\-\/XXX\ XXXXXX /XXXXX
\XXXXXXXXX \ /XXXXX/
\XXXXXX > _/XXXXX/
\XXXXX--__/ __-- XXXX/
-XXXXXXXX--------------- XXXXXX-
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""VXXXXXXXXXXXXXXXXXXV""
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=57 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 ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 71.05590595909665 │ 5.592768234576451 │ 76.6486741936731 │
└───────────────────┴───────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2026-05-09 10:53:45 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, Started OmniOpt2 run...
2026-05-09 10:53:45 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, getting new HP set (no sbatch)
2026-05-09 10:53:45 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 10:53:45 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, eval #1/1 start
2026-05-09 10:53:45 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, starting new job
2026-05-09 10:53:45 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, started new job
2026-05-09 10:53:54 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, new result: RESULT: 109.524489
2026-05-09 10:53:56 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, finishing jobs, finished 1 job
2026-05-09 10:53:56 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, getting new HP set (no sbatch)
2026-05-09 10:53:56 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, requested 1 jobs, got 1, 0.09 s/job
2026-05-09 10:53:56 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, eval #1/1 start
2026-05-09 10:53:56 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, starting new job
2026-05-09 10:53:56 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, started new job
2026-05-09 10:54:05 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 109.52448874712, new result: RESULT: 91.221367
2026-05-09 10:54:06 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): SOBOL, best RESULT: 91.2213667901233, finishing jobs, finished 1 job
2026-05-09 10:54:07 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901233, getting new HP set (no sbatch)
2026-05-09 10:54:07 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901233, requested 1 jobs, got 1, 0.45 s/job
2026-05-09 10:54:07 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901233, eval #1/1 start
2026-05-09 10:54:07 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901233, starting new job
2026-05-09 10:54:07 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901233, started new job
2026-05-09 10:54:16 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901233, new result: RESULT: 130.874192
2026-05-09 10:54:18 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, finishing jobs, finished 1 job
2026-05-09 10:54:18 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, getting new HP set (no sbatch)
2026-05-09 10:54:18 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, requested 1 jobs, got 1, 0.49 s/job
2026-05-09 10:54:18 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, eval #1/1 start
2026-05-09 10:54:18 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, starting new job
2026-05-09 10:54:18 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, started new job
2026-05-09 10:54:28 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 91.2213667901, new result: RESULT: 76.648674
2026-05-09 10:54:29 (af48f01f-1321-4c1d-8d0f-04d2a22ba20f): BOTORCH_MODULAR, best RESULT: 76.6486741936731, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.255 │ 1 │ 0.255 │
│ 2 │ 0.081 │ 1 │ 0.081 │
│ 3 │ 0.082 │ 1 │ 0.082 │
│ 4 │ 0.084 │ 1 │ 0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.125 │ │ │
│ Median │ 0.083 │ │ │
│ Total │ 0.502 │ │ │
│ Max │ 0.255 │ │ │
│ Min │ 0.081 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.036 │ 1 │ 0.036 │
│ 2 │ 0.086 │ 1 │ 0.086 │
│ 3 │ 0.455 │ 1 │ 0.455 │
│ 4 │ 0.486 │ 1 │ 0.486 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.266 │ │ │
│ Median │ 0.270 │ │ │
│ Total │ 1.062 │ │ │
│ Max │ 0.486 │ │ │
│ Min │ 0.036 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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
1778324023,771.21484375,26.9
RESULT (goal: minimize)
Best value: 76.648674193673
Achieved at:
- run_time = 6
- a = 71.055905959097
- b = 5.5927682345765
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 76.6487 | 130.8742 | 102.0672 | 20.3051 | 4 |
| a | 28.9105 | 100 | 69.7002 | 25.8222 | 4 |
| b | 5.5928 | 80.6139 | 32.367 | 29.3516 | 4 |
Show SLURM-Job-ID (if it exists)
