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
-958.4657419472933	852.3004539310932	-817.9400712251663	-447.4612772464752	-25287832.3483269

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

2026-05-28 10:28:30 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -25287832.3483269, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (9335-5-g5c399eb6c)

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
0,1779964089,1,a6b78e28-8a24-4bbe-91d8-a6090d607a77,1779964090,1779964096,6,.tests/optimization_example_all_float  --x=673.01476001739501953125 --y=-366.01799726486206054688 --z=538.26773166656494140625 --a=300.6455898284912109375,0,,runnervmiav63,0_0,COMPLETED,SOBOL,-9554921.09165331907570362091064453125,673.01476001739501953125,-366.017997264862060546875,538.26773166656494140625,300.6455898284912109375
1,1779964100,1,a6b78e28-8a24-4bbe-91d8-a6090d607a77,1779964101,1779964107,6,.tests/optimization_example_all_float  --x=-958.46574194729328155518 --y=852.30045393109321594238 --z=-817.94007122516632080078 --a=-447.46127724647521972656,0,,runnervmiav63,1_0,COMPLETED,BOTORCH_MODULAR,-25287832.348326899111270904541015625,-958.46574194729328155517578125,852.3004539310932159423828125,-817.94007122516632080078125,-447.4612772464752197265625


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

Current git-hash: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (last fully tested stable version 5 commits ago [3d587dc4b297f4e0db9767b04ad80de912dc9888, 9335])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-28 10:28:05] 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: 0d704d3e-3b10-4a1b-b01e-93e0ee12a184
/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 - Optimizing like Schrödinger’s cat—unti |
| l you look, it's both perfect and terrible.       |
 \                                                 /
  =================================================
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                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   O   O  | \ \ |
                                                     |     <    |  \ \|
                                                    /|          |   \ \
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                                                  / /|          |  / /|
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                                                     -------------|
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                                                        <__/    \__>
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=14 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            ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -958.4657419472933 │ 852.3004539310932 │ -817.9400712251663 │ -447.4612772464752 │ -25287832.3483269 │
└────────────────────┴───────────────────┴────────────────────┴────────────────────┴───────────────────┘
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 │   0.023 │    1 │        0.023 │
│         2 │   0.310 │    1 │        0.310 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.167 │      │              │
│    Median │   0.167 │      │              │
│     Total │   0.334 │      │              │
│       Max │   0.310 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.074 │    1 │        0.074 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.098 │      │              │
│  Median │   0.098 │      │              │
│   Total │   0.196 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.074 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 31s                                                                                                                                                                                 │
│    🏆 Best RESULT: -25287832.3483269                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-28 10:28:09 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, Started OmniOpt2 run...
2026-05-28 10:28:09 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, getting new HP set (no sbatch)
2026-05-28 10:28:09 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-28 10:28:09 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, eval #1/1 start                    
2026-05-28 10:28:09 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, starting new job                   
2026-05-28 10:28:09 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, started new job                    
2026-05-28 10:28:18 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, new result: RESULT: -9554921.091653
2026-05-28 10:28:19 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): SOBOL, best RESULT: -9554921.09165332, finishing jobs, finished 1 job
2026-05-28 10:28:19 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -9554921.09165332, getting new HP set (no sbatch)
2026-05-28 10:28:20 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -9554921.09165332, requested 1 jobs, got 1, 0.31 s/job
2026-05-28 10:28:20 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -9554921.09165332, eval #1/1 start                    
2026-05-28 10:28:20 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -9554921.09165332, starting new job                   
2026-05-28 10:28:20 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -9554921.09165332, started new job                    
2026-05-28 10:28:29 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -9554921.09165332, new result: RESULT: -25287832.348327
2026-05-28 10:28:30 (a6b78e28-8a24-4bbe-91d8-a6090d607a77): BOTORCH_MODULAR, best RESULT: -25287832.3483269, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.074 │    1 │        0.074 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.098 │      │              │
│  Median │   0.098 │      │              │
│   Total │   0.196 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.074 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.310 │    1 │        0.310 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.167 │      │              │
│    Median │   0.167 │      │              │
│     Total │   0.334 │      │              │
│       Max │   0.310 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1779964086,753.51953125,28.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-25287832.3483	-9554921.0917	-17421376.72	7866455.6283	2
x	-958.4657	673.0148	-142.7255	815.7403	2
y	-366.018	852.3005	243.1412	609.1592	2
z	-817.9401	538.2677	-139.8362	678.1039	2
a	-447.4613	300.6456	-73.4078	374.0534	2

submitit INFO (2026-05-28 10:28:09,395) - Starting with JobEnvironment(job_id=148163, hostname=runnervmiav63, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-28 10:28:09,395) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/148163/148163_submitted.pkl
Trial-Index: 0

Parameters: {"x": 673.014760017395, "y": -366.01799726486206, "z": 538.2677316665649, "a": 300.6455898284912}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=673.01476001739501953125 --y=-366.01799726486206054688 --z=538.26773166656494140625 --a=300.6455898284912109375 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1779961025.9780056
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1779963407.4884505
Last modification: 1779961025.9780056
Hostname: runnervmiav63
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=673.01476001739501953125 --y=-366.01799726486206054688 --z=538.26773166656494140625 --a=300.6455898284912109375 
stdout:
 x: 673.01476001739501953125
y: -366.01799726486206054688
z: 538.26773166656494140625
a: 300.6455898284912109375
RESULT: -9554921.09165332

stderr was empty
Result: {'RESULT': -9554921.09165332}
Final-results: {'RESULT': -9554921.09165332}
EXIT_CODE: 0
submitit INFO (2026-05-28 10:28:16,898) - Job completed successfully
submitit INFO (2026-05-28 10:28:16,899) - Exiting after successful completion