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
865.6660001724958	992.8821362555027	974.0778487175703	-525.9465519338846	-29380228.0610225

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

2026-07-20 11:43:27 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -29380228.0610225, ▁█, 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,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1784547785,2,5cce8d61-482c-4b3a-b15a-12dff08963a9,1784547787,1784547793,6,.tests/optimization_example_all_float  --x=-526.16828680038452148438 --y=-635.35836338996887207031 --z=-59.178829193115234375 --a=668.06209087371826171875,0,,runnervm76tkm,0_0,COMPLETED,SOBOL,-11361278.4661940000951290130615234375,-526.168286800384521484375,-635.3583633899688720703125,-59.178829193115234375,668.06209087371826171875
1,1784547796,2,5cce8d61-482c-4b3a-b15a-12dff08963a9,1784547798,1784547804,6,.tests/optimization_example_all_float  --x=865.66600017249584197998 --y=992.88213625550270080566 --z=974.07784871757030487061 --a=-525.9465519338846206665,0,,runnervm76tkm,1_0,COMPLETED,BOTORCH_MODULAR,-29380228.0610225014388561248779296875,865.66600017249584197998046875,992.8821362555027008056640625,974.07784871757030487060546875,-525.94655193388462066650390625


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

Current git-hash: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (last fully tested stable version 6 commits ago [1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca, 9399])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 11:43:02] 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: 7ce2b153-6a4e-4fb4-8768-f33a179aebb2
/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.")
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=156 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 865.6660001724958 │ 992.8821362555027 │ 974.0778487175703 │ -525.9465519338846 │ -29380228.0610225 │
└───────────────────┴───────────────────┴───────────────────┴────────────────────┴───────────────────┘
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 │   0.024 │    1 │        0.024 │
│         2 │   0.300 │    1 │        0.300 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.162 │      │              │
│    Median │   0.162 │      │              │
│     Total │   0.324 │      │              │
│       Max │   0.300 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.201 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 32s                                                                                                                               │
│    🏆 Best RESULT: -29380228.0610225                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv                                                              │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 11:43:05 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, Started OmniOpt2 run...
2026-07-20 11:43:05 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, getting new HP set (no sbatch)
2026-07-20 11:43:05 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-07-20 11:43:05 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, eval #1/1 start                    
2026-07-20 11:43:05 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, starting new job                   
2026-07-20 11:43:05 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, started new job                    
2026-07-20 11:43:14 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, new result: RESULT: -11361278.466194
2026-07-20 11:43:16 (5cce8d61-482c-4b3a-b15a-12dff08963a9): SOBOL, best RESULT: -11361278.466194, finishing jobs, finished 1 job
2026-07-20 11:43:16 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -11361278.466194, getting new HP set (no sbatch)
2026-07-20 11:43:16 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -11361278.466194, requested 1 jobs, got 1, 0.30 s/job
2026-07-20 11:43:16 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -11361278.466194, eval #1/1 start                    
2026-07-20 11:43:16 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -11361278.466194, starting new job                   
2026-07-20 11:43:16 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -11361278.466194, started new job                    
2026-07-20 11:43:25 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -11361278.466194, new result: RESULT: -29380228.061023
2026-07-20 11:43:27 (5cce8d61-482c-4b3a-b15a-12dff08963a9): BOTORCH_MODULAR, best RESULT: -29380228.0610225, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.201 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.024 │    1 │        0.024 │
│         2 │   0.300 │    1 │        0.300 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.162 │      │              │
│    Median │   0.162 │      │              │
│     Total │   0.324 │      │              │
│       Max │   0.300 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYS…
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
1784547782,752.7265625,28.2

! 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	-29380228.061	-11361278.4662	-20370753.2636	9009474.7974	2
x	-526.1683	865.666	169.7489	695.9171	2
y	-635.3584	992.8821	178.7619	814.1202	2
z	-59.1788	974.0778	457.4495	516.6283	2
a	-525.9466	668.0621	71.0578	597.0043	2

submitit INFO (2026-07-20 11:43:05,670) - Starting with JobEnvironment(job_id=121219, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 11:43:05,670) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/121219/121219_submitted.pkl
Trial-Index: 0

Parameters: {"x": -526.1682868003845, "y": -635.3583633899689, "z": -59.178829193115234, "a": 668.0620908737183}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-526.16828680038452148438 --y=-635.35836338996887207031 --z=-59.178829193115234375 --a=668.06209087371826171875 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1784545503.8869143
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784547787.2850413
Last modification: 1784545503.8869143
Hostname: runnervm76tkm
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-526.16828680038452148438 --y=-635.35836338996887207031 --z=-59.178829193115234375 --a=668.06209087371826171875 
stdout:
 x: -526.16828680038452148438
y: -635.35836338996887207031
z: -59.178829193115234375
a: 668.06209087371826171875
RESULT: -11361278.466194

stderr was empty
Result: {'RESULT': -11361278.466194}
Final-results: {'RESULT': -11361278.466194}
EXIT_CODE: 0
submitit INFO (2026-07-20 11:43:13,309) - Job completed successfully
submitit INFO (2026-07-20 11:43:13,309) - Exiting after successful completion