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_Info_int…	OO_Info_int_…	OO_Info_flo…	OO_Info_choi…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100	-100	-100.0	2	2.632138594…	-100	-100.0	-100	2	1.042665441…

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

2026-07-26 07:04:59 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 2 done, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1785049441,2,7f04f74a-d8b0-491b-8ec0-8ba6c0061a57,1785049443,1785049449,6,./.tests/optimization_example --int_param='-30' --float_param='-23.71726393699645996094' --choice_param='1'  --int_param_two='-9' --nr_results=2,0,,runnervmvrwv9,-30,-9,-23.717263936996456408223821199499,1,0_0,COMPLETED,SOBOL,2.440698941099999963455502438592,1.757125896899999872857733862475,-30,-23.7172639369964599609375,-9,1
1,1785049487,2,7f04f74a-d8b0-491b-8ec0-8ba6c0061a57,1785049489,1785049495,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='2'  --int_param_two='-100' --nr_results=2,0,,runnervmvrwv9,-100,-100,-100,2,1_0,COMPLETED,SAASBO,2.632138594842639900406311426195,1.042665441128520109614896682615,-100,-100,-100,2

config_objectives not found


========================================================================

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-26 07:03:58] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 31a7d26d-1ad1-4603-857c-d464b708e61f
/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 - Exploring parameter space like a ninja |
|  in a maze.                                       |
 \                                                 /
  =================================================
                                                 \
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                                                        ____________
                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   O   O  | \ \ |
                                                     |     <    |  \ \|
                                                    /|          |   \ \
                                                   / |  \_____/ |   / /
                                                  / /|          |  / /|
                                                 /||\|          | /||\/
                                                     -------------|
                                                         | |    | |
                                                        <__/    \__>
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=64 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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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      │    -30    │ -23.71726393699646 │      -9       │      1       │ 1.7571258968999999 │   2.4406989411   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │   -100    │        -100        │     -100      │      2       │  1.04266544112852  │ 2.63213859484264 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 73s (1m13s)                                                                                                                       │
│    🏆 Best RESULT1: 1.04266544112852                                                                                                               │
│    🏆 Best RESULT2: 2.4406989411                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/results.csv                                                 │
│    🤖 Model: SAASBO                                                                                                                                │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 07:04:01 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, Started OmniOpt2 run...
2026-07-26 07:04:01 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, getting new HP set (no sbatch)
2026-07-26 07:04:01 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-07-26 07:04:01 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, eval #1/1 start                    
2026-07-26 07:04:01 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, starting new job                   
2026-07-26 07:04:02 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, started new job                    
2026-07-26 07:04:11 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, new result: RESULT1: 1.757126, RESULT2: 2.440699
2026-07-26 07:04:12 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-07-26 07:04:47 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 1 done, getting new HP set (no sbatch)         
2026-07-26 07:04:47 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 1 done, requested 1 jobs, got 1, 35.35 s/job   
2026-07-26 07:04:47 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 1 done, eval #1/1 start                        
2026-07-26 07:04:47 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 1 done, starting new job                       
2026-07-26 07:04:47 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 1 done, started new job                        
2026-07-26 07:04:56 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 1 done, new result: RESULT1: 1.042665, RESULT2: 2.632139
2026-07-26 07:04:59 (7f04f74a-d8b0-491b-8ec0-8ba6c0061a57): SAASBO, 2 done, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.112 │    1 │        0.112 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.187 │      │              │
│  Median │   0.187 │      │              │
│   Total │   0.375 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.112 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.050 │    1 │        0.050 │
│         2 │  35.354 │    1 │       35.354 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  17.702 │      │              │
│    Median │  17.702 │      │              │
│     Total │  35.404 │      │              │
│       Max │  35.354 │      │              │
│       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	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
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
1785049439,886.91796875,26.7

! 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	-30	-65	35	2
OO_Info_int_param_two	-100	-9	-54.5	45.5	2
OO_Info_float_param	-100	-23.7173	-61.8586	38.1414	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT2	2.4407	2.6321	2.5364	0.0957	2
RESULT1	1.0427	1.7571	1.3999	0.3572	2
int_param	-100	-30	-65	35	2
float_param	-100	-23.7173	-61.8586	38.1414	2
int_param_two	-100	-9	-54.5	45.5	2
choice_param	1	2	1.5	0.5	2

submitit INFO (2026-07-26 07:04:02,321) - Starting with JobEnvironment(job_id=141810, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 07:04:02,321) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/single_runs/141810/141810_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -30, "float_param": -23.71726393699646, "int_param_two": -9, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-30' --float_param='-23.71726393699645996094' --choice_param='1'  --int_param_two='-9' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785045651.236434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785046281.8339853
Last modification: 1785045651.236434
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-30' --float_param='-23.71726393699645996094' --choice_param='1'  --int_param_two='-9' --nr_results=2 
stdout:
 OO-Info: int_param: -30
OO-Info: int_param_two: -9
OO-Info: float_param: -23.71726393699645996094
OO-Info: choice_param: 1
RESULT1: 1.75712589694104
RESULT2: 2.44069894109586

stderr was empty
Result: {'RESULT1': 1.75712589694104, 'RESULT2': 2.44069894109586}
Final-results: {'RESULT1': 1.75712589694104, 'RESULT2': 2.44069894109586}
EXIT_CODE: 0
submitit INFO (2026-07-26 07:04:09,842) - Job completed successfully
submitit INFO (2026-07-26 07:04:09,843) - Exiting after successful completion