Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | BO_MIXED |
| Max. nr. evaluations | 2 |
| Number random steps | 1 |
| Nr. of workers (parameter) | 1 |
Best RESULT1, min (total: 2)
| OO_Info_int_param | OO_Info_int_param_two | OO_Info_float_param | OO_Info_choice_param | RESULT2 | int_param | float_param | int_param_two | choice_param | RESULT1 |
|---|
| -37 | -84 | -90.93486964702606 | 1 | 2.1327013151 | -37 | -90.93486964702606 | -84 | 1 | 1.6389853413000002 |
Job Summary per Generation Node
| Generation Node | Total | COMPLETED |
|---|
| SOBOL | 1 | 1 |
| BO_MIXED | 1 | 1 |
Experiment parameters
| Name | Type | Lower bound | Upper bound | Values | Type | Log Scale? |
|---|
| int_param | range | -100 | 10 | | int | No |
| float_param | range | -100 | 10 | | float | No |
| choice_param | choice | | | 1, 2, 4, 8, 16, hallo | | |
| int_param_two | range | -100 | 10 | | int | No |
Number of evaluations
| Failed |
Succeeded |
Running |
Total |
| 0 |
2 |
0 |
2 |
Result names and types
| name | min/max |
|---|
| RESULT1 |
min |
| RESULT2 |
min |
Last progressbar status
2025-11-12 09:19:35 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 2 done, finishing jobs, finished 1 job
Git-Version
Commit: 7440e3d7ce92bdb61dd1a44d0da53aeebc15654e (9073-2-g7440e3d7c)
trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1762939143,2,bbc4c9ef-44ee-41f4-94e0-411d4628b72e,1762939145,1762939151,6,./.tests/optimization_example --int_param='-37' --float_param='-90.93486964702606201172' --choice_param='1' --int_param_two='-84' --nr_results=2,0,,runnervmw9dnm,-37,-84,-90.93486964702606201171875,1,0_0,COMPLETED,SOBOL,1.63898534130000017583483895578,2.132701315099999828106547283824,-37,-90.93486964702606201171875,-84,1
1,1762939161,2,bbc4c9ef-44ee-41f4-94e0-411d4628b72e,1762939163,1762939169,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='10' --nr_results=2,0,,runnervmw9dnm,-100,10,10,2,1_0,COMPLETED,BO_MIXED,1.820864597641959958806978647772,2.408913123046179993735904645291,-100,10,10,2
========================================================================
Current git-hash: 7440e3d7ce92bdb61dd1a44d0da53aeebc15654e (last fully tested stable version 2 commits ago [0d4e0758d6588243350065bfadd9ed31c306e128, 9073])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 09:18:57] 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: 60a30dc7-eb6a-4965-8870-7af956072ede
_________________________________________________
/ \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion. |
\ /
=================================================
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BO_MIXED&run_nr=176 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=2
Experiment parameters
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Values ┃ Type ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param │ range │ -100 │ 10 │ │ int │ No │
│ float_param │ range │ -100 │ 10 │ │ float │ No │
│ choice_param │ choice │ │ │ 1, 2, 4, 8, 16, hallo │ │ │
│ int_param_two │ range │ -100 │ 10 │ │ int │ No │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1 │ min │
│ RESULT2 │ min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT1 ┃ RESULT2 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 0 │ -37 │ -90.93486964702606 │ -84 │ 1 │ 1.6389853413000002 │ 2.1327013151 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 2 │ 6.00 sec │ 6.00 sec │ 6.00 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-11-12 09:19:03 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, Started OmniOpt2 run...
2025-11-12 09:19:03 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, getting new HP set (no sbatch)
2025-11-12 09:19:03 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-12 09:19:03 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, eval #1/1 start
2025-11-12 09:19:03 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, starting new job
2025-11-12 09:19:03 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, started new job
2025-11-12 09:19:12 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, new result: RESULT1: 1.638985, RESULT2: 2.132701
2025-11-12 09:19:14 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): SOBOL, 1 done, finishing jobs, finished 1 job
2025-11-12 09:19:21 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 1 done, getting new HP set (no sbatch)
2025-11-12 09:19:21 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 1 done, requested 1 jobs, got 1, 6.56 s/job
2025-11-12 09:19:21 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 1 done, eval #1/1 start
2025-11-12 09:19:21 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 1 done, starting new job
2025-11-12 09:19:21 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 1 done, started new job
2025-11-12 09:19:30 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 1 done, new result: RESULT1: 1.820865, RESULT2: 2.408913
2025-11-12 09:19:35 (bbc4c9ef-44ee-41f4-94e0-411d4628b72e): BO_MIXED, 2 done, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.232 │ 1 │ 0.232 │
│ 2 │ 0.116 │ 1 │ 0.116 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.174 │ │ │
│ Median │ 0.174 │ │ │
│ Total │ 0.348 │ │ │
│ Max │ 0.232 │ │ │
│ Min │ 0.116 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.016 │ 1 │ 0.016 │
│ 2 │ 6.558 │ 1 │ 6.558 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 3.287 │ │ │
│ Median │ 3.287 │ │ │
│ Total │ 6.574 │ │ │
│ Max │ 6.558 │ │ │
│ Min │ 0.016 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview
| Key | Value |
|---|
| config_yaml | None |
| config_toml | None |
| config_json | None |
| num_random_steps | 1 |
| max_eval | 2 |
| run_program | [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj… |
| experiment_name | multi_results_2_results_BO_MIXED |
| mem_gb | 4 |
| parameter | [['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'], |
| ['int_param_two', 'range', '-100', '10', 'int']] |
| continue_previous_job | None |
| experiment_constraints | None |
| run_dir | runs |
| seed | None |
| verbose_tqdm | False |
| model | BO_MIXED |
| 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 | 10 |
| 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 | ['RESULT1=min', 'RESULT2=min'] |
| minkowski_p | 2 |
| signed_weighted_euclidean_weights | |
| generation_strategy | None |
| generate_all_jobs_at_once | True |
| revert_to_random_when_seemingly_exhausted | False |
| load_data_from_existing_jobs | [] |
| n_estimators_randomforest | 100 |
| max_attempts_for_generation | 20 |
| external_generator | None |
| username | None |
| max_failed_jobs | None |
| 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 | 1 |
| worker_timeout | 5 |
| 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 | True |
| 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
1762939138,775.984375,27.1
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| OO_Info_int_param | -100 | -37 | -68.5 | 31.5 | 2 |
| OO_Info_int_param_two | -84 | 10 | -37 | 47 | 2 |
| OO_Info_float_param | -90.9349 | 10 | -40.4674 | 50.4674 | 2 |
| OO_Info_choice_param | 1 | 2 | 1.5 | 0.5 | 2 |
| RESULT1 | 1.639 | 1.8209 | 1.7299 | 0.0909 | 2 |
| RESULT2 | 2.1327 | 2.4089 | 2.2708 | 0.1381 | 2 |
| int_param | -100 | -37 | -68.5 | 31.5 | 2 |
| float_param | -90.9349 | 10 | -40.4674 | 50.4674 | 2 |
| int_param_two | -84 | 10 | -37 | 47 | 2 |
| choice_param | 1 | 2 | 1.5 | 0.5 | 2 |
Show SLURM-Job-ID (if it exists)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
import pkg_resources
submitit INFO (2025-11-12 09:19:03,660) - Starting with JobEnvironment(job_id=179125, hostname=runnervmw9dnm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 09:19:03,660) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/179125/179125_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -37, "float_param": -90.93486964702606, "int_param_two": -84, "choice_param": 1}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-37' --float_param='-90.93486964702606201172' --choice_param='1' --int_param_two='-84' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762935439.4906826
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762935855.8104424
Last modification: 1762935439.4906826
Hostname: runnervmw9dnm
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-37' --float_param='-90.93486964702606201172' --choice_param='1' --int_param_two='-84' --nr_results=2
stdout:
OO-Info: int_param: -37
OO-Info: int_param_two: -84
OO-Info: float_param: -90.93486964702606201172
OO-Info: choice_param: 1
RESULT1: 1.63898534125565
RESULT2: 2.13270131507622
stderr was empty
Result: {'RESULT1': 1.63898534125565, 'RESULT2': 2.13270131507622}
Final-results: {'RESULT1': 1.63898534125565, 'RESULT2': 2.13270131507622}
EXIT_CODE: 0
submitit INFO (2025-11-12 09:19:11,321) - Job completed successfully
submitit INFO (2025-11-12 09:19:11,321) - Exiting after successful completion
