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
988.5778557509184	921.5452335774899	869.972912594676	-932.9286497086287	-34351772.9732339

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

2026-05-24 07:08:49 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -34351772.9732339, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (9335)

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
0,1779606507,2,0838f865-63ab-45d3-bce5-1006cbdd162e,1779606509,1779606515,6,.tests/optimization_example_all_float  --x=-694.980621337890625 --y=-194.30100917816162109375 --z=-130.41847944259643554688 --a=-61.29437685012817382812,0,,runnervmyxb0g,0_0,COMPLETED,SOBOL,-5523082.765918619930744171142578125,-694.980621337890625,-194.30100917816162109375,-130.418479442596435546875,-61.294376850128173828125
1,1779606519,1,0838f865-63ab-45d3-bce5-1006cbdd162e,1779606520,1779606526,6,.tests/optimization_example_all_float  --x=988.5778557509183883667 --y=921.54523357748985290527 --z=869.97291259467601776123 --a=-932.92864970862865447998,0,,runnervmyxb0g,1_0,COMPLETED,BOTORCH_MODULAR,-34351772.973233900964260101318359375,988.57785575091838836669921875,921.5452335774898529052734375,869.97291259467601776123046875,-932.92864970862865447998046875


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (version: 9335)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-24 07:08:24] 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: a7d2a396-acbe-45a2-9169-14c3a726a2f2
/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 - Hyperparameter tuning: the extreme spo |
| rt of machine learning!                           |
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  =================================================
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                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
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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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=8 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 988.5778557509184 │ 921.5452335774899 │ 869.972912594676 │ -932.9286497086287 │ -34351772.9732339 │
└───────────────────┴───────────────────┴──────────────────┴────────────────────┴───────────────────┘
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 │   0.312 │    1 │        0.312 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.168 │      │              │
│    Median │   0.168 │      │              │
│     Total │   0.336 │      │              │
│       Max │   0.312 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.099 │      │              │
│  Median │   0.099 │      │              │
│   Total │   0.198 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 32s                                                                                                                                                                                 │
│    🏆 Best RESULT: -34351772.9732339                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-24 07:08:27 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, Started OmniOpt2 run...
2026-05-24 07:08:27 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, getting new HP set (no sbatch)
2026-05-24 07:08:27 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-24 07:08:27 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, eval #1/1 start                    
2026-05-24 07:08:27 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, starting new job                   
2026-05-24 07:08:27 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, started new job                    
2026-05-24 07:08:36 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, new result: RESULT: -5523082.765919
2026-05-24 07:08:38 (0838f865-63ab-45d3-bce5-1006cbdd162e): SOBOL, best RESULT: -5523082.76591862, finishing jobs, finished 1 job
2026-05-24 07:08:39 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -5523082.76591862, getting new HP set (no sbatch)
2026-05-24 07:08:39 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -5523082.76591862, requested 1 jobs, got 1, 0.31 s/job
2026-05-24 07:08:39 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -5523082.76591862, eval #1/1 start                    
2026-05-24 07:08:39 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -5523082.76591862, starting new job                   
2026-05-24 07:08:39 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -5523082.76591862, started new job                    
2026-05-24 07:08:48 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -5523082.76591862, new result: RESULT: -34351772.973234
2026-05-24 07:08:49 (0838f865-63ab-45d3-bce5-1006cbdd162e): BOTORCH_MODULAR, best RESULT: -34351772.9732339, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.099 │      │              │
│  Median │   0.099 │      │              │
│   Total │   0.198 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.024 │    1 │        0.024 │
│         2 │   0.312 │    1 │        0.312 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.168 │      │              │
│    Median │   0.168 │      │              │
│     Total │   0.336 │      │              │
│       Max │   0.312 │      │              │
│       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	[['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
1779606505,748.65234375,28

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-34351772.9732	-5523082.7659	-19937427.8696	14414345.1037	2
x	-694.9806	988.5779	146.7986	841.7792	2
y	-194.301	921.5452	363.6221	557.9231	2
z	-130.4185	869.9729	369.7772	500.1957	2
a	-932.9286	-61.2944	-497.1115	435.8171	2

submitit INFO (2026-05-24 07:08:28,081) - Starting with JobEnvironment(job_id=123145, hostname=runnervmyxb0g, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-24 07:08:28,081) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/123145/123145_submitted.pkl
Trial-Index: 0

Parameters: {"x": -694.9806213378906, "y": -194.30100917816162, "z": -130.41847944259644, "a": -61.294376850128174}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-694.980621337890625 --y=-194.30100917816162109375 --z=-130.41847944259643554688 --a=-61.29437685012817382812 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1779604178.3616383
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1779606509.7132347
Last modification: 1779604178.3616383
Hostname: runnervmyxb0g
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-694.980621337890625 --y=-194.30100917816162109375 --z=-130.41847944259643554688 --a=-61.29437685012817382812 
stdout:
 x: -694.980621337890625
y: -194.30100917816162109375
z: -130.41847944259643554688
a: -61.29437685012817382812
RESULT: -5523082.76591862

stderr was empty
Result: {'RESULT': -5523082.76591862}
Final-results: {'RESULT': -5523082.76591862}
EXIT_CODE: 0
submitit INFO (2026-05-24 07:08:35,737) - Job completed successfully
submitit INFO (2026-05-24 07:08:35,738) - Exiting after successful completion