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
-915.4934845864773	-903.8493130356073	-624.8050704598427	777.668870985508	-26670522.157579

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

2026-07-16 13:58:10 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -26670522.157579, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: fa24dfbf750366b8c83f9ef04857a770020b8dad (9375-17-gfa24dfbf7)

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
0,1784210271,1,fce0415f-65a1-4edc-a3da-6a1afaa5cb25,1784210272,1784210278,6,.tests/optimization_example_all_float  --x=758.06367397308349609375 --y=686.6924762725830078125 --z=-102.11294889450073242188 --a=-685.37265062332153320312,0,,runnervm76tkm,0_0,COMPLETED,SOBOL,-15197653.74490940012037754058837890625,758.06367397308349609375,686.6924762725830078125,-102.112948894500732421875,-685.372650623321533203125
1,1784210281,1,fce0415f-65a1-4edc-a3da-6a1afaa5cb25,1784210282,1784210288,6,.tests/optimization_example_all_float  --x=-915.49348458647727966309 --y=-903.84931303560733795166 --z=-624.80507045984268188477 --a=777.66887098550796508789,0,,runnervm76tkm,1_0,COMPLETED,BOTORCH_MODULAR,-26670522.1575790010392665863037109375,-915.4934845864772796630859375,-903.84931303560733795166015625,-624.805070459842681884765625,777.668870985507965087890625


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

Current git-hash: fa24dfbf750366b8c83f9ef04857a770020b8dad (last fully tested stable version 17 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-16 13:57:49] 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: e0ae4907-343d-4ad8-b60c-8104dffe88f0
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                                       .       .
                                                                      / `.   .' \
                                                              .---.  <    > <    >  .---.
                                                              |    \  \ - ~ ~ - /  /    |
                                                  _____        ~-..-~             ~-..-~
                                                 |     |   \~~~\.'                    `./~~~/
                                                ---------   \__/                        \__/
                                               .'  O    \     /               /       \  "
                                              (_____,    `._.'               |         }  \/~~~/
                                               `----.          /       }     |        /    \__/
                                                     `-.      |       /      |       /      `. ,~~|
                                                         ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                              |     /        |     /     ~-.     `-. _|| _||_
                                                              |_____|        |_____|         ~ - . _ _ _ _ __>
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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=42 for live-results.

Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
You have 4 CPUs available for the main process. No CUDA devices found.
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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ -915.4934845864773 │ -903.8493130356073 │ -624.8050704598427 │ 777.668870985508 │ -26670522.157579 │
└────────────────────┴────────────────────┴────────────────────┴──────────────────┴──────────────────┘
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 │   0.020 │    1 │        0.020 │
│         2 │   0.198 │    1 │        0.198 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.109 │      │              │
│    Median │   0.109 │      │              │
│     Total │   0.218 │      │              │
│       Max │   0.198 │      │              │
│       Min │   0.020 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.071 │    1 │        0.071 │
│       2 │   0.047 │    1 │        0.047 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.059 │      │              │
│  Median │   0.059 │      │              │
│   Total │   0.118 │      │              │
│     Max │   0.071 │      │              │
│     Min │   0.047 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 26s                                                                                                                                                                                 │
│    🏆 Best RESULT: -26670522.157579                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv                                                                                                                │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 13:57:51 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, Started OmniOpt2 run...
2026-07-16 13:57:51 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, getting new HP set (no sbatch)
2026-07-16 13:57:51 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-07-16 13:57:51 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, eval #1/1 start                    
2026-07-16 13:57:51 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, starting new job                   
2026-07-16 13:57:51 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, started new job                    
2026-07-16 13:57:59 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, new result: RESULT: -15197653.744909
2026-07-16 13:58:01 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): SOBOL, best RESULT: -15197653.7449094, finishing jobs, finished 1 job
2026-07-16 13:58:01 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -15197653.7449094, getting new HP set (no sbatch)
2026-07-16 13:58:01 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -15197653.7449094, requested 1 jobs, got 1, 0.20 s/job
2026-07-16 13:58:01 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -15197653.7449094, eval #1/1 start                    
2026-07-16 13:58:01 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -15197653.7449094, starting new job                   
2026-07-16 13:58:01 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -15197653.7449094, started new job                    
2026-07-16 13:58:09 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -15197653.7449094, new result: RESULT: -26670522.157579
2026-07-16 13:58:10 (fce0415f-65a1-4edc-a3da-6a1afaa5cb25): BOTORCH_MODULAR, best RESULT: -26670522.157579, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.071 │    1 │        0.071 │
│       2 │   0.047 │    1 │        0.047 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.059 │      │              │
│  Median │   0.059 │      │              │
│   Total │   0.118 │      │              │
│     Max │   0.071 │      │              │
│     Min │   0.047 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.020 │    1 │        0.020 │
│         2 │   0.198 │    1 │        0.198 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.109 │      │              │
│    Median │   0.109 │      │              │
│     Total │   0.218 │      │              │
│       Max │   0.198 │      │              │
│       Min │   0.020 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784210269,753.70703125,29.7

! 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
RESULT	-26670522.1576	-15197653.7449	-20934087.9512	5736434.2063	2
x	-915.4935	758.0637	-78.7149	836.7786	2
y	-903.8493	686.6925	-108.5784	795.2709	2
z	-624.8051	-102.1129	-363.459	261.3461	2
a	-685.3727	777.6689	46.1481	731.5208	2

submitit INFO (2026-07-16 13:57:51,846) - Starting with JobEnvironment(job_id=124835, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 13:57:51,847) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/124835/124835_submitted.pkl
Trial-Index: 0

Parameters: {"x": 758.0636739730835, "y": 686.692476272583, "z": -102.11294889450073, "a": -685.3726506233215}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=758.06367397308349609375 --y=686.6924762725830078125 --z=-102.11294889450073242188 --a=-685.37265062332153320312 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1784208374.1100981
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784210272.9309769
Last modification: 1784208374.1100981
Hostname: runnervm76tkm
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=758.06367397308349609375 --y=686.6924762725830078125 --z=-102.11294889450073242188 --a=-685.37265062332153320312 
stdout:
 x: 758.06367397308349609375
y: 686.6924762725830078125
z: -102.11294889450073242188
a: -685.37265062332153320312
RESULT: -15197653.7449094

stderr was empty
Result: {'RESULT': -15197653.7449094}
Final-results: {'RESULT': -15197653.7449094}
EXIT_CODE: 0
submitit INFO (2026-07-16 13:57:58,920) - Job completed successfully
submitit INFO (2026-07-16 13:57:58,920) - Exiting after successful completion