OmniOpt2

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_I…	OO_I…	OO_I…	OO_I…	RESU…	int_…	floa…	int_…	choi…	RES…
-100	-100	-100…	1	2.79…	-100	-100…	-100	1	1.1…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
SAASBO	1	1

Experiment parameters

		Lower	Upper			Log
Name	Type	bound	bound	Values	Type	Scale?
int_param	range	-100	10		int	No
float_pa…	range	-100	10		float	No
choice_p…	choice			1, 2, 4,
				8, 16,
				hallo
int_para…	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

2026-10-30 15:57:29 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 2 done, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 62893ae80f6fd2c5fdcce1c4d576e2a43605f0bd (10061-3-g62893ae80)

Run-UUID: 250a9802-82ec-42f1-95c8-0f547b7d3ac2
  _________________________________________________
 /                                                 \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
./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 Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknIC0taW50X3BhcmFtX3R3bz0nJShpbnRfcGFyYW1fdHdvKScgLS1ucl9yZXN1bHRzPTI= --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=54 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
┏━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━┓
┃           ┃        ┃ Lower      ┃ Upper     ┃            ┃       ┃ Log       ┃
┃ Name      ┃ Type   ┃ bound      ┃ bound     ┃ Values     ┃ Type  ┃ Scale?    ┃
┡━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━┩
│ int_param │ range  │ -100       │ 10        │            │ int   │ No        │
│ float_pa… │ range  │ -100       │ 10        │            │ float │ No        │
│ choice_p… │ choice │            │           │ 1, 2, 4,   │       │           │
│           │        │            │           │ 8, 16,     │       │           │
│           │        │            │           │ hallo      │       │           │
│ int_para… │ range  │ -100       │ 10        │            │ int   │ No        │
└───────────┴────────┴────────────┴───────────┴────────────┴───────┴───────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┓
┃ trial_i… ┃ int_par… ┃ float_p… ┃ int_para… ┃ choice_… ┃  RESULT1  ┃ RESULT2  ┃
┡━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━┩
│    1     │   -100   │   -100   │   -100    │    1     │ 1.159797… │ 2.79542… │
└──────────┴──────────┴──────────┴───────────┴──────────┴───────────┴──────────┘
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: 98s (1m38s)                                                 │
│    🏆 Best RESULT1: 1.1597977162881326                                       │
│    🏆 Best RESULT2: 2.7954224715652063                                       │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_resul  │
│    🤖 Model: SAASBO                                                          │
│                                                                              │
╰──────────────────────────────────────────────────────────────────────────────╯

2026-10-30 15:56:02 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, Started OmniOpt2 run...
2026-10-30 15:56:02 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, getting new HP set (no sbatch)
2026-10-30 15:56:02 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-10-30 15:56:02 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, eval #1/1 start                    
2026-10-30 15:56:02 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, starting new job                   
2026-10-30 15:56:02 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, started new job                    
2026-10-30 15:56:11 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, new result: RESULT1: 1.528612, RESULT2: 2.807823
2026-10-30 15:56:13 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-10-30 15:57:17 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 1 done, getting new HP set (no sbatch)         
2026-10-30 15:57:17 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 1 done, requested 1 jobs, got 1, 64.53 s/job   
2026-10-30 15:57:17 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 1 done, eval #1/1 start                        
2026-10-30 15:57:17 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 1 done, starting new job                       
2026-10-30 15:57:17 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 1 done, started new job                        
2026-10-30 15:57:26 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 1 done, new result: RESULT1: 1.159798, RESULT2: 2.795422
2026-10-30 15:57:29 (d42cab6b-deec-4e10-9c4c-a84caa46e374): SAASBO, 2 done, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.154 │    1 │        0.154 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.132 │      │              │
│  Median │   0.132 │      │              │
│   Total │   0.265 │      │              │
│     Max │   0.154 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.032 │    1 │        0.032 │
│         2 │  64.529 │    1 │       64.529 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  32.281 │      │              │
│    Median │  32.281 │      │              │
│     Total │  64.561 │      │              │
│       Max │  64.529 │      │              │
│       Min │   0.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4…
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
modules
venv
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
wait_until_ended	False
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
local_cpu_monitor	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_exha…	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
dump_config	None
formula	None
formula_mode	auto
formula_python_path	/home/runner/.omniax_venvs/Python_3…
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
1793375760,796.5703125,28.3
1793375837,900.13671875,24

! No notable correlations between parameters were found (threshold: |r| > 0.3).

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-13	-56.5	43.5	2
OO_Info_int_param_two	-100	-11	-55.5	44.5	2
OO_Info_float_param	-100	-19.9747	-59.9873	40.0127	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1598	1.5286	1.3442	0.1844	2
RESULT2	2.7954	2.8078	2.8016	0.0062	2
int_param	-100	-13	-56.5	43.5	2
float_param	-100	-19.9747	-59.9873	40.0127	2
int_param_two	-100	-11	-55.5	44.5	2
choice_param	No numerical statistics available