OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2)

x	y	z	a	RESULT
-692.7554849535227	-979.4262014329433	-781.7452270537615	-864.3338922411203	-28288328.7353721

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
x	range	-1000	1000	float	No
y	range	-1000	1000	float	No
z	range	-1000	1000	float	No
a	range	-1000	1000	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-05-31 07:43:36 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -28288328.7353721, ▁█, 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,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1780213394,2,106dab47-ab46-4a95-98e5-a5d96c8d82ad,1780213396,1780213402,6,.tests/optimization_example_all_float  --x=317.5814151763916015625 --y=420.5963611602783203125 --z=278.82492542266845703125 --a=842.02587604522705078125,0,,runnervm3jyl0,0_0,COMPLETED,SOBOL,-10473384.51208500005304813385009765625,317.5814151763916015625,420.5963611602783203125,278.82492542266845703125,842.02587604522705078125
1,1780213405,2,106dab47-ab46-4a95-98e5-a5d96c8d82ad,1780213407,1780213413,6,.tests/optimization_example_all_float  --x=-692.75548495352268218994 --y=-979.42620143294334411621 --z=-781.74522705376148223877 --a=-864.33389224112033843994,0,,runnervm3jyl0,1_0,COMPLETED,BOTORCH_MODULAR,-28288328.7353721000254154205322265625,-692.75548495352268218994140625,-979.4262014329433441162109375,-781.74522705376148223876953125,-864.33389224112033843994140625


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

Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (version: 9344)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-31 07:43:09] 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: 725baa16-5c78-4f60-98c0-bfae3152562a
/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 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase.     |
 \                                                 /
  =================================================
                                                        \
                                                         \
                                                          \
                                                           \
                                                              .-=-==--==--.
                                                        ..-=="  ,'o`)      `.
                                                      ,'         `"'         \
                                                     :  (                     `.__...._
                                                     |                  )    /         `-=-.
                                                     :       ,vv.-._   /    /               `---==-._
                                                      \/\/\/VV ^ d88`;'    /                         `.
                                                          ``  ^/d88P!'    /             ,              `._
                                                             ^/    !'   ,.      ,      /                  "-,,__,,--'""""-.
                                                            ^/    !'  ,'  \ . .(      (         _           )  ) ) ) ))_,-.\
                                                           ^(__ ,!',"'   ;:+.:%:a.     \:.. . ,'          )  )  ) ) ,"'    '
                                                           ',,,'','     /o:::":%:%a.    \:.:.:         .    )  ) _,'
                                                            """'       ;':::'' `+%%%a._  \%:%|         ;.). _,-""
                                                                   ,-='_.-'      ``:%::)  )%:|        /:._,"
                                                                  (/(/"           ," ,'_,'%%%:       (_,'
                                                                                 (  (//(`.___;        \
                                                                                  \     \    `         `
                                                                                   `.    `.   `.        :
                                                                                     \. . .\    : . . . :
                                                                                      \. . .:    `.. . .:
                                                                                       `..:.:\     \:...\
                                                                                        ;:.:.;      ::...:
                                                                                        ):%::       :::::;
                                                                                    __,::%:(        :::::
                                                                                 ,;:%%%%%%%:        ;:%::
                                                                                   ;,--""-.`\  ,=--':%:%:\
                                                                                  /"       "| /-".:%%%%%%%\
                                                                                                  ;,-"'`)%%)
                                                                                                 /"      "|
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=1 --gpus=0 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --generate_all_jobs_at_once --follow --show_generate_time_table --disable_notifications
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=27 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: .tests/optimization_example_all_float  --x=%(x) --y=%(y) --z=%(z) --a=%(a)

Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range │ -1000       │ 1000        │ float │ No         │
│ y    │ range │ -1000       │ 1000        │ float │ No         │
│ z    │ range │ -1000       │ 1000        │ float │ No         │
│ a    │ range │ -1000       │ 1000        │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ x                  ┃ y                  ┃ z                  ┃ a                  ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -692.7554849535227 │ -979.4262014329433 │ -781.7452270537615 │ -864.3338922411203 │ -28288328.7353721 │
└────────────────────┴────────────────────┴────────────────────┴────────────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │   0.386 │    1 │        0.386 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.213 │      │              │
│    Median │   0.213 │      │              │
│     Total │   0.426 │      │              │
│       Max │   0.386 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.257 │    1 │        0.257 │
│       2 │   0.089 │    1 │        0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.346 │      │              │
│     Max │   0.257 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 36s                                                                                                                                                                                 │
│    🏆 Best RESULT: -28288328.7353721                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-31 07:43:14 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, Started OmniOpt2 run...
2026-05-31 07:43:14 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, getting new HP set (no sbatch)
2026-05-31 07:43:14 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-31 07:43:14 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, eval #1/1 start                    
2026-05-31 07:43:14 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, starting new job                   
2026-05-31 07:43:14 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, started new job                    
2026-05-31 07:43:23 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, new result: RESULT: -10473384.512085
2026-05-31 07:43:25 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): SOBOL, best RESULT: -10473384.512085, finishing jobs, finished 1 job
2026-05-31 07:43:25 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -10473384.512085, getting new HP set (no sbatch)
2026-05-31 07:43:25 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -10473384.512085, requested 1 jobs, got 1, 0.39 s/job
2026-05-31 07:43:25 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -10473384.512085, eval #1/1 start                    
2026-05-31 07:43:25 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -10473384.512085, starting new job                   
2026-05-31 07:43:25 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -10473384.512085, started new job                    
2026-05-31 07:43:34 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -10473384.512085, new result: RESULT: -28288328.735372
2026-05-31 07:43:36 (106dab47-ab46-4a95-98e5-a5d96c8d82ad): BOTORCH_MODULAR, best RESULT: -28288328.7353721, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.257 │    1 │        0.257 │
│       2 │   0.089 │    1 │        0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.346 │      │              │
│     Max │   0.257 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │   0.386 │    1 │        0.386 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.213 │      │              │
│    Median │   0.213 │      │              │
│     Total │   0.426 │      │              │
│       Max │   0.386 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK']]
experiment_name	example_all_float
mem_gb	4
parameter	[['x', 'range', '-1000', '1000', 'float'], ['y', 'range', '-1000', '1000', 'float'], ['z', 'range', '-1000', '1000', 'float'], ['a', 'range', '-1000',
	'1000', 'float']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
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	['RESULT=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	True
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	True
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	False
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
1780213391,781.1953125,26.9

! 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
RESULT	-28288328.7354	-10473384.5121	-19380856.6237	8907472.1116	2
x	-692.7555	317.5814	-187.587	505.1685	2
y	-979.4262	420.5964	-279.4149	700.0113	2
z	-781.7452	278.8249	-251.4602	530.2851	2
a	-864.3339	842.0259	-11.154	853.1799	2

submitit INFO (2026-05-31 07:43:14,752) - Starting with JobEnvironment(job_id=144289, hostname=runnervm3jyl0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-31 07:43:14,752) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/144289/144289_submitted.pkl
Trial-Index: 0

Parameters: {"x": 317.5814151763916, "y": 420.5963611602783, "z": 278.82492542266846, "a": 842.025876045227}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=317.5814151763916015625 --y=420.5963611602783203125 --z=278.82492542266845703125 --a=842.02587604522705078125 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1780210016.0936449
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1780212606.3041298
Last modification: 1780210016.0936449
Hostname: runnervm3jyl0
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=317.5814151763916015625 --y=420.5963611602783203125 --z=278.82492542266845703125 --a=842.02587604522705078125 
stdout:
 x: 317.5814151763916015625
y: 420.5963611602783203125
z: 278.82492542266845703125
a: 842.02587604522705078125
RESULT: -10473384.512085

stderr was empty
Result: {'RESULT': -10473384.512085}
Final-results: {'RESULT': -10473384.512085}
EXIT_CODE: 0
submitit INFO (2026-05-31 07:43:22,271) - Job completed successfully
submitit INFO (2026-05-31 07:43:22,272) - Exiting after successful completion