Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | SAASBO |
| 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 |
|---|
| 10 | -100 | 10.0 | 4 | 2.36246695355246 | 10 | 10.0 | -100 | 4 | 1.25919690409592 |
Job Summary per Generation Node
| Generation Node | Total | COMPLETED |
|---|
| SOBOL | 1 | 1 |
| SAASBO | 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
2026-05-31 07:45:33 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 2 done, ▁█, 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,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
0,1780213438,2,b1ac6f07-ef85-4de4-972b-7a4691f14b34,1780213440,1780213446,6,./.tests/optimization_example --int_param='-92' --float_param='-73.55734884738922119141' --choice_param='1' --int_param_two='-39' --nr_results=2,0,,runnervm3jyl0,-92,-39,-73.55734884738922119140625,1,0_0,COMPLETED,SOBOL,1.596995318799999896697272561141,2.646221158899999981173323249095,-92,-73.55734884738922119140625,-39,1
1,1780213521,1,b1ac6f07-ef85-4de4-972b-7a4691f14b34,1780213522,1780213528,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='4' --int_param_two='-100' --nr_results=2,0,,runnervm3jyl0,10,-100,10,4,1_0,COMPLETED,SAASBO,1.25919690409592011093309338321,2.362466953552460058318729352322,10,10,-100,4
========================================================================
Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (version: 9344)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-31 07:43:54] 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: b851e644-2a90-44c9-87f9-d75bbb03e13a
/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 - Adjusting parameters as if it were a s |
| acred ritual. |
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_SAASBO --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=SAASBO --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_SAASBO&run_nr=26 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then SAASBO 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 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 1 │ 10 │ 10 │ -100 │ 4 │ 1.25919690409592 │ 2.36246695355246 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│ │
│ ✅ Optimization complete! │
│ │
│ 📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted │
│ ⏱️ Duration: 110s (1m50s) │
│ 🏆 Best RESULT1: 1.25919690409592 │
│ 🏆 Best RESULT2: 2.36246695355246 │
│ 📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/results.csv │
│ 🧠 Model: SAASBO │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
2026-05-31 07:43:58 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, Started OmniOpt2 run...
2026-05-31 07:43:58 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, getting new HP set (no sbatch)
2026-05-31 07:43:58 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-31 07:43:58 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, eval #1/1 start
2026-05-31 07:43:58 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, starting new job
2026-05-31 07:43:58 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, started new job
2026-05-31 07:44:07 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, new result: RESULT1: 1.596995, RESULT2: 2.646221
2026-05-31 07:44:09 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SOBOL, 1 done, finishing jobs, finished 1 job
2026-05-31 07:45:21 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 1 done, getting new HP set (no sbatch)
2026-05-31 07:45:21 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 1 done, requested 1 jobs, got 1, 71.60 s/job
2026-05-31 07:45:21 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 1 done, eval #1/1 start
2026-05-31 07:45:21 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 1 done, starting new job
2026-05-31 07:45:21 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 1 done, started new job
2026-05-31 07:45:30 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 1 done, new result: RESULT1: 1.259197, RESULT2: 2.362467
2026-05-31 07:45:33 (b1ac6f07-ef85-4de4-972b-7a4691f14b34): SAASBO, 2 done, ▁█, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.261 │ 1 │ 0.261 │
│ 2 │ 0.109 │ 1 │ 0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.185 │ │ │
│ Median │ 0.185 │ │ │
│ Total │ 0.370 │ │ │
│ Max │ 0.261 │ │ │
│ Min │ 0.109 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.050 │ 1 │ 0.050 │
│ 2 │ 71.599 │ 1 │ 71.599 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 35.824 │ │ │
│ Median │ 35.824 │ │ │
│ Total │ 71.649 │ │ │
│ Max │ 71.599 │ │ │
│ Min │ 0.050 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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_SAASBO |
| 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 | SAASBO |
| 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 |
| 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 | 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
1780213435,781.078125,26.9
1780213521,817.7265625,23.9
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| OO_Info_int_param | -92 | 10 | -41 | 51 | 2 |
| OO_Info_int_param_two | -100 | -39 | -69.5 | 30.5 | 2 |
| OO_Info_float_param | -73.5573 | 10 | -31.7787 | 41.7787 | 2 |
| OO_Info_choice_param | 1 | 4 | 2.5 | 1.5 | 2 |
| RESULT1 | 1.2592 | 1.597 | 1.4281 | 0.1689 | 2 |
| RESULT2 | 2.3625 | 2.6462 | 2.5043 | 0.1419 | 2 |
| int_param | -92 | 10 | -41 | 51 | 2 |
| float_param | -73.5573 | 10 | -31.7787 | 41.7787 | 2 |
| int_param_two | -100 | -39 | -69.5 | 30.5 | 2 |
| choice_param | 1 | 4 | 2.5 | 1.5 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2026-05-31 07:43:59,151) - Starting with JobEnvironment(job_id=145978, hostname=runnervm3jyl0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-31 07:43:59,152) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/single_runs/145978/145978_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -92, "float_param": -73.55734884738922, "int_param_two": -39, "choice_param": 1}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-92' --float_param='-73.55734884738922119141' --choice_param='1' --int_param_two='-39' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1780210016.0936449
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1780210651.268472
Last modification: 1780210016.0936449
Hostname: runnervm3jyl0
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-92' --float_param='-73.55734884738922119141' --choice_param='1' --int_param_two='-39' --nr_results=2
stdout:
OO-Info: int_param: -92
OO-Info: int_param_two: -39
OO-Info: float_param: -73.55734884738922119141
OO-Info: choice_param: 1
RESULT1: 1.59699531884781
RESULT2: 2.64622115888366
stderr was empty
Result: {'RESULT1': 1.59699531884781, 'RESULT2': 2.64622115888366}
Final-results: {'RESULT1': 1.59699531884781, 'RESULT2': 2.64622115888366}
EXIT_CODE: 0
submitit INFO (2026-05-31 07:44:06,686) - Job completed successfully
submitit INFO (2026-05-31 07:44:06,686) - Exiting after successful completion
