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_t…	choice_param	RESULT1
-1	-31	-17.8355556…	2	2.902253830…	-1	-17.83555567…	-31	2	1.0430884611

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

2026-07-20 12:06:43 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (9399-6-gb9f1e470f)

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
0,1784549135,2,1c44489a-9faa-4d6d-aae6-995f29c72847,1784549137,1784549143,6,./.tests/optimization_example --int_param='-1' --float_param='-17.83555567264556884766' --choice_param='2'  --int_param_two='-31' --nr_results=2,0,,runnervm3jd5f,-1,-31,-17.83555567264556884765625,2,0_0,COMPLETED,SOBOL,2.902253830000000256461589742685,1.043088461099999975090213411022,-1,-17.83555567264556884765625,-31,2
1,1784549191,1,1c44489a-9faa-4d6d-aae6-995f29c72847,1784549192,1784549198,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-100,-100,-100,hallo,1_0,COMPLETED,SAASBO,2.735981224893719865320917961071,1.36186319550416001789017172996,-100,-100,-100,hallo

config_objectives not found


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

Current git-hash: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (last fully tested stable version 6 commits ago [1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca, 9399])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 12:05:32] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: e941b345-7a00-42d6-b2a6-70f50797d817
/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 - Dialing in the magic numbers. |
  ========================================
                                          \
                                           \
                                            \
                                             \
                                                                   / \\  //\\
                                                    |\\___/|      /   \\//  \\\\
                                                    /0  0  \\__  /    //  | \\ \\
                                                   /     /  \\/_/    //   |  \\  \\
                                                   \@_^_\@'/   \\/_   //    |   \\   \\
                                                   //_^_/     \\/_ //     |    \\    \\
                                                ( //) |        \\///      |     \\     \\
                                              ( / /) _|_ /   )  //       |      \\     _\\
                                            ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                          (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                         (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                         (( /// ))      `.   {            }                   /      \\  \\
                                          (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                     ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                       ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                          /.-~
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=57 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      │    -1     │ -17.83555567264557 │      -31      │      2       │   1.0430884611   │ 2.9022538300000003 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      1      │   -100    │        -100        │     -100      │    hallo     │ 1.36186319550416 │  2.73598122489372  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
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: 84s (1m24s)                                                                                                                       │
│    🏆 Best RESULT1: 1.0430884611                                                                                                                   │
│    🏆 Best RESULT2: 2.73598122489372                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/results.csv                                                 │
│    🤖 Model: SAASBO                                                                                                                                │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 12:05:35 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, Started OmniOpt2 run...
2026-07-20 12:05:35 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, getting new HP set (no sbatch)
2026-07-20 12:05:35 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-07-20 12:05:35 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, eval #1/1 start                    
2026-07-20 12:05:35 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, starting new job                   
2026-07-20 12:05:36 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, started new job                    
2026-07-20 12:05:45 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, new result: RESULT1: 1.043088, RESULT2: 2.902254
2026-07-20 12:05:47 (1c44489a-9faa-4d6d-aae6-995f29c72847): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-07-20 12:06:31 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 1 done, getting new HP set (no sbatch)         
2026-07-20 12:06:31 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 1 done, requested 1 jobs, got 1, 43.98 s/job   
2026-07-20 12:06:31 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 1 done, eval #1/1 start                        
2026-07-20 12:06:31 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 1 done, starting new job                       
2026-07-20 12:06:31 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 1 done, started new job                        
2026-07-20 12:06:40 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 1 done, new result: RESULT1: 1.361863, RESULT2: 2.735981
2026-07-20 12:06:43 (1c44489a-9faa-4d6d-aae6-995f29c72847): SAASBO, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.113 │    1 │        0.113 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.189 │      │              │
│  Median │   0.189 │      │              │
│   Total │   0.378 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.113 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.050 │    1 │        0.050 │
│         2 │  43.978 │    1 │       43.978 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  22.014 │      │              │
│    Median │  22.014 │      │              │
│     Total │  44.028 │      │              │
│       Max │  43.978 │      │              │
│       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
1784549133,886.9453125,26.8

! 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	-1	-50.5	49.5	2
OO_Info_int_param_two	-100	-31	-65.5	34.5	2
OO_Info_float_param	-100	-17.8356	-58.9178	41.0822	2
OO_Info_choice_param	No numerical statistics available
RESULT2	2.736	2.9023	2.8191	0.0831	2
RESULT1	1.0431	1.3619	1.2025	0.1594	2
int_param	-100	-1	-50.5	49.5	2
float_param	-100	-17.8356	-58.9178	41.0822	2
int_param_two	-100	-31	-65.5	34.5	2
choice_param	No numerical statistics available

submitit INFO (2026-07-20 12:05:36,396) - Starting with JobEnvironment(job_id=140990, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 12:05:36,396) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/0/single_runs/140990/140990_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -1, "float_param": -17.83555567264557, "int_param_two": -31, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-1' --float_param='-17.83555567264556884766' --choice_param='2'  --int_param_two='-31' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784545500.662404
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784546143.6552336
Last modification: 1784545500.662404
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-1' --float_param='-17.83555567264556884766' --choice_param='2'  --int_param_two='-31' --nr_results=2 
stdout:
 OO-Info: int_param: -1
OO-Info: int_param_two: -31
OO-Info: float_param: -17.83555567264556884766
OO-Info: choice_param: 2
RESULT1: 1.04308846111326
RESULT2: 2.90225382996456

stderr was empty
Result: {'RESULT1': 1.04308846111326, 'RESULT2': 2.90225382996456}
Final-results: {'RESULT1': 1.04308846111326, 'RESULT2': 2.90225382996456}
EXIT_CODE: 0
submitit INFO (2026-07-20 12:05:43,964) - Job completed successfully
submitit INFO (2026-07-20 12:05:43,964) - Exiting after successful completion