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 |
|---|
| -34 | -82 | -4.600622057914734 | 2 | 2.3079263082 | -34 | -4.600622057914734 | -82 | 2 | 1.1287111943 |
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
2026-02-19 15:38:03 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 2 done, finishing jobs, finished 1 job
Git-Version
Commit: 58c866c868c07da88eccea8bc47a8de539dae9f1 (9230-25-g58c866c86)
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
0,1771515395,2,dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9,1771515397,1771515403,6,./.tests/optimization_example --int_param='-34' --float_param='-4.60062205791473388672' --choice_param='2' --int_param_two='-82' --nr_results=2,0,,runnervm58klu,-34,-82,-4.60062205791473388671875,2,0_0,COMPLETED,SOBOL,1.128711194300000109080883703427,2.307926308199999887449394009309,-34,-4.60062205791473388671875,-82,2
1,1771515471,2,dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9,1771515473,1771515479,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4' --int_param_two='10' --nr_results=2,0,,runnervm58klu,-100,10,-100,4,1_0,COMPLETED,SAASBO,1.83211613244294002633694162796,2.334317661912309826988121130853,-100,-100,10,4
========================================================================
Current git-hash: 58c866c868c07da88eccea8bc47a8de539dae9f1 (last fully tested stable version 25 commits ago [1431d695e1d9911d740a43d6b86abbd58f76a3b1, 9230])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-19 15:36:32] 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: ceae9de3-b8a9-4ac6-a1d2-dc3d65b3f8ad
_________________________________________________
/ \
| OmniOpt2 - Walking the fine line between overfit |
| and underfit like a tightrope artist. |
\ /
=================================================
\
\
\
\
.-=-==--==--.
..-==" ,'o`) `.
,' `"' \
: ( `.__...._
| ) / `-=-.
: ,vv.-._ / / `---==-._
\/\/\/VV ^ d88`;' / `.
`` ^/d88P!' / , `._
^/ !' ,. , / "-,,__,,--'""""-.
^/ !' ,' \ . .( ( _ ) ) ) ) ))_,-.\
^(__ ,!',"' ;:+.:%:a. \:.. . ,' ) ) ) ) ,"' '
',,,'',' /o:::":%:%a. \:.:.: . ) ) _,'
"""' ;':::'' `+%%%a._ \%:%| ;.). _,-""
,-='_.-' ``:%::) )%:| /:._,"
(/(/" ," ,'_,'%%%: (_,'
( (//(`.___; \
\ \ ` `
`. `. `. :
\. . .\ : . . . :
\. . .: `.. . .:
`..:.:\ \:...\
;:.:.; ::...:
):%:: :::::;
__,::%:( :::::
,;:%%%%%%%: ;:%::
;,--""-.`\ ,=--':%:%:\
/" "| /-".:%%%%%%%\
;,-"'`)%%)
/" "|
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=8 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 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 0 │ -34 │ -4.600622057914734 │ -82 │ 2 │ 1.1287111943 │ 2.3079263082 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2026-02-19 15:36:35 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, Started OmniOpt2 run...
2026-02-19 15:36:35 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, getting new HP set (no sbatch)
2026-02-19 15:36:35 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-02-19 15:36:35 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, eval #1/1 start
2026-02-19 15:36:35 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, starting new job
2026-02-19 15:36:35 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, started new job
2026-02-19 15:36:44 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, new result: RESULT1: 1.128711, RESULT2: 2.307926
2026-02-19 15:36:45 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SOBOL, 1 done, finishing jobs, finished 1 job
2026-02-19 15:37:51 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 1 done, getting new HP set (no sbatch)
2026-02-19 15:37:51 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 1 done, requested 1 jobs, got 1, 65.80 s/job
2026-02-19 15:37:51 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 1 done, eval #1/1 start
2026-02-19 15:37:51 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 1 done, starting new job
2026-02-19 15:37:51 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 1 done, started new job
2026-02-19 15:38:00 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 1 done, new result: RESULT1: 1.832116, RESULT2: 2.334318
2026-02-19 15:38:03 (dd677385-e5e1-48c7-9a3e-9cc3cc3c74a9): SAASBO, 2 done, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.124 │ 1 │ 0.124 │
│ 2 │ 0.099 │ 1 │ 0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.111 │ │ │
│ Median │ 0.111 │ │ │
│ Total │ 0.223 │ │ │
│ Max │ 0.124 │ │ │
│ Min │ 0.099 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.031 │ 1 │ 0.031 │
│ 2 │ 65.802 │ 1 │ 65.802 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 32.917 │ │ │
│ Median │ 32.917 │ │ │
│ Total │ 65.833 │ │ │
│ Max │ 65.802 │ │ │
│ Min │ 0.031 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 |
| 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
1771515393,766.3515625,28.2
1771515471,803.0078125,23.8
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| OO_Info_int_param | -100 | -34 | -67 | 33 | 2 |
| OO_Info_int_param_two | -82 | 10 | -36 | 46 | 2 |
| OO_Info_float_param | -100 | -4.6006 | -52.3003 | 47.6997 | 2 |
| OO_Info_choice_param | 2 | 4 | 3 | 1 | 2 |
| RESULT1 | 1.1287 | 1.8321 | 1.4804 | 0.3517 | 2 |
| RESULT2 | 2.3079 | 2.3343 | 2.3211 | 0.0132 | 2 |
| int_param | -100 | -34 | -67 | 33 | 2 |
| float_param | -100 | -4.6006 | -52.3003 | 47.6997 | 2 |
| int_param_two | -82 | 10 | -36 | 46 | 2 |
| choice_param | 2 | 4 | 3 | 1 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2026-02-19 15:36:35,585) - Starting with JobEnvironment(job_id=146126, hostname=runnervm58klu, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-19 15:36:35,585) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/single_runs/146126/146126_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -34, "float_param": -4.600622057914734, "int_param_two": -82, "choice_param": 2}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-34' --float_param='-4.60062205791473388672' --choice_param='2' --int_param_two='-82' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1771512382.5441077
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1771513054.6383827
Last modification: 1771512382.5441077
Hostname: runnervm58klu
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-34' --float_param='-4.60062205791473388672' --choice_param='2' --int_param_two='-82' --nr_results=2
stdout:
OO-Info: int_param: -34
OO-Info: int_param_two: -82
OO-Info: float_param: -4.60062205791473388672
OO-Info: choice_param: 2
RESULT1: 1.12871119433931
RESULT2: 2.30792630822131
stderr was empty
Result: {'RESULT1': 1.12871119433931, 'RESULT2': 2.30792630822131}
Final-results: {'RESULT1': 1.12871119433931, 'RESULT2': 2.30792630822131}
EXIT_CODE: 0
submitit INFO (2026-02-19 15:36:43,224) - Job completed successfully
submitit INFO (2026-02-19 15:36:43,224) - Exiting after successful completion
