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
811.1668113312866	695.8796083830049	808.8052055421189	-832.7298779963731	-24748221.3826249

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

2026-07-15 19:40:45 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -24748221.3826249, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 494f3bb070701094388941a2f6ee959b4b88c3d4 (9346-21-g494f3bb07)

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
0,1784144423,2,decf84f8-734c-412e-9f84-457d8ef5c890,1784144425,1784144431,6,.tests/optimization_example_all_float  --x=-542.76669025421142578125 --y=-778.95303070545196533203 --z=-814.90346789360046386719 --a=736.31274700164794921875,0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,-21217716.8572701998054981231689453125,-542.76669025421142578125,-778.95303070545196533203125,-814.9034678936004638671875,736.31274700164794921875
1,1784144434,2,decf84f8-734c-412e-9f84-457d8ef5c890,1784144436,1784144442,6,.tests/optimization_example_all_float  --x=811.16681133128656711051 --y=695.87960838300489285757 --z=808.80520554211886974372 --a=-832.72987799637314765278,0,,runnervm3jd5f,1_0,COMPLETED,BOTORCH_MODULAR,-24748221.382624901831150054931640625,811.16681133128656711051007732749,695.879608383004892857570666819811,808.80520554211886974371736869216,-832.729877996373147652775514870882


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

Current git-hash: 494f3bb070701094388941a2f6ee959b4b88c3d4 (last fully tested stable version 21 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-15 19:40:20] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: d420b005-3ec5-4efe-b681-1dd31a024a1b
/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 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \o/\ /---~\\ ~}}
                                                        _//    _// ~}
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=31 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 811.1668113312866 │ 695.8796083830049 │ 808.8052055421189 │ -832.7298779963731 │ -24748221.3826249 │
└───────────────────┴───────────────────┴───────────────────┴────────────────────┴───────────────────┘
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 │   0.441 │    1 │        0.441 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.241 │      │              │
│    Median │   0.241 │      │              │
│     Total │   0.482 │      │              │
│       Max │   0.441 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.261 │    1 │        0.261 │
│       2 │   0.092 │    1 │        0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.353 │      │              │
│     Max │   0.261 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 35s                                                                                                                                                                                 │
│    🏆 Best RESULT: -24748221.3826249                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-15 19:40:23 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, Started OmniOpt2 run...
2026-07-15 19:40:23 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, getting new HP set (no sbatch)
2026-07-15 19:40:23 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-15 19:40:23 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, eval #1/1 start                    
2026-07-15 19:40:23 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, starting new job                   
2026-07-15 19:40:23 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, started new job                    
2026-07-15 19:40:32 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, new result: RESULT: -21217716.857270
2026-07-15 19:40:33 (decf84f8-734c-412e-9f84-457d8ef5c890): SOBOL, best RESULT: -21217716.8572702, finishing jobs, finished 1 job
2026-07-15 19:40:34 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -21217716.8572702, getting new HP set (no sbatch)
2026-07-15 19:40:34 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -21217716.8572702, requested 1 jobs, got 1, 0.44 s/job
2026-07-15 19:40:34 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -21217716.8572702, eval #1/1 start                    
2026-07-15 19:40:34 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -21217716.8572702, starting new job                   
2026-07-15 19:40:34 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -21217716.8572702, started new job                    
2026-07-15 19:40:43 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -21217716.8572702, new result: RESULT: -24748221.382625
2026-07-15 19:40:45 (decf84f8-734c-412e-9f84-457d8ef5c890): BOTORCH_MODULAR, best RESULT: -24748221.3826249, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.261 │    1 │        0.261 │
│       2 │   0.092 │    1 │        0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.353 │      │              │
│     Max │   0.261 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │   0.441 │    1 │        0.441 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.241 │      │              │
│    Median │   0.241 │      │              │
│     Total │   0.482 │      │              │
│       Max │   0.441 │      │              │
│       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
1784144421,776.8515625,27

! 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	-24748221.3826	-21217716.8573	-22982969.1199	1765252.2627	2
x	-542.7667	811.1668	134.2001	676.9668	2
y	-778.953	695.8796	-41.5367	737.4163	2
z	-814.9035	808.8052	-3.0491	811.8543	2
a	-832.7299	736.3127	-48.2086	784.5213	2

submitit INFO (2026-07-15 19:40:23,939) - Starting with JobEnvironment(job_id=121696, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-15 19:40:23,939) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/121696/121696_submitted.pkl
Trial-Index: 0

Parameters: {"x": -542.7666902542114, "y": -778.953030705452, "z": -814.9034678936005, "a": 736.312747001648}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-542.76669025421142578125 --y=-778.95303070545196533203 --z=-814.90346789360046386719 --a=736.31274700164794921875 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1784141757.2983282
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784144425.4870262
Last modification: 1784141757.2983282
Hostname: runnervm3jd5f
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-542.76669025421142578125 --y=-778.95303070545196533203 --z=-814.90346789360046386719 --a=736.31274700164794921875 
stdout:
 x: -542.76669025421142578125
y: -778.95303070545196533203
z: -814.90346789360046386719
a: 736.31274700164794921875
RESULT: -21217716.8572702

stderr was empty
Result: {'RESULT': -21217716.8572702}
Final-results: {'RESULT': -21217716.8572702}
EXIT_CODE: 0
submitit INFO (2026-07-15 19:40:31,504) - Job completed successfully
submitit INFO (2026-07-15 19:40:31,504) - Exiting after successful completion