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
644.7811089456081	778.8250725716352	-915.3089411556721	-931.7267779260874	-27322750.7589546

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

2026-05-01 21:19:33 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -27322750.7589546, finishing jobs, finished 1 job

Git-Version

Commit: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (9288-2-g997d0a84c)

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
0,1777670352,2,ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac,1777670354,1777670360,6,.tests/optimization_example_all_float  --x=-663.25858235359191894531 --y=-784.97563302516937255859 --z=846.70150279998779296875 --a=815.55449962615966796875,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,-24362751.79235120117664337158203125,-663.2585823535919189453125,-784.97563302516937255859375,846.70150279998779296875,815.55449962615966796875
1,1777670364,1,ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac,1777670365,1777670371,6,.tests/optimization_example_all_float  --x=644.78110894560813903809 --y=778.82507257163524627686 --z=-915.30894115567207336426 --a=-931.72677792608737945557,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,-27322750.75895459949970245361328125,644.7811089456081390380859375,778.82507257163524627685546875,-915.3089411556720733642578125,-931.72677792608737945556640625


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

Current git-hash: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (last fully tested stable version 2 commits ago [b50b0047e00bec42f485a7cfa2dd30407325ab3c, 9288])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-01 21:19:09] ax.storage.sqa_store.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: d1252734-2b55-49ac-b4cd-91f12b9fd205
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
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                                                /|  O|| O|        /      \_______________/        \
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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
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=78 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 644.7811089456081 │ 778.8250725716352 │ -915.3089411556721 │ -931.7267779260874 │ -27322750.7589546 │
└───────────────────┴───────────────────┴────────────────────┴────────────────────┴───────────────────┘
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 │   0.041 │    1 │        0.041 │
│         2 │   0.376 │    1 │        0.376 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.209 │      │              │
│    Median │   0.209 │      │              │
│     Total │   0.417 │      │              │
│       Max │   0.376 │      │              │
│       Min │   0.041 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.252 │    1 │        0.252 │
│       2 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.167 │      │              │
│  Median │   0.167 │      │              │
│   Total │   0.335 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-01 21:19:12 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, Started OmniOpt2 run...
2026-05-01 21:19:12 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, getting new HP set (no sbatch)
2026-05-01 21:19:12 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-01 21:19:12 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, eval #1/1 start                    
2026-05-01 21:19:12 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, starting new job                   
2026-05-01 21:19:13 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, started new job                    
2026-05-01 21:19:22 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, new result: RESULT: -24362751.792351
2026-05-01 21:19:23 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): SOBOL, best RESULT: -24362751.7923512, finishing jobs, finished 1 job
2026-05-01 21:19:24 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -24362751.7923512, getting new HP set (no sbatch)
2026-05-01 21:19:24 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -24362751.7923512, requested 1 jobs, got 1, 0.38 s/job
2026-05-01 21:19:24 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -24362751.7923512, eval #1/1 start                    
2026-05-01 21:19:24 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -24362751.7923512, starting new job                   
2026-05-01 21:19:24 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -24362751.7923512, started new job                    
2026-05-01 21:19:32 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -24362751.7923512, new result: RESULT: -27322750.758955
2026-05-01 21:19:33 (ae2e0415-55a5-40c0-8f6b-97ac5c7cc5ac): BOTORCH_MODULAR, best RESULT: -27322750.7589546, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.252 │    1 │        0.252 │
│       2 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.167 │      │              │
│  Median │   0.167 │      │              │
│   Total │   0.335 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.041 │    1 │        0.041 │
│         2 │   0.376 │    1 │        0.376 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.209 │      │              │
│    Median │   0.209 │      │              │
│     Total │   0.417 │      │              │
│       Max │   0.376 │      │              │
│       Min │   0.041 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1777670350,771,26.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-27322750.759	-24362751.7924	-25842751.2757	1479999.4833	2
x	-663.2586	644.7811	-9.2387	654.0198	2
y	-784.9756	778.8251	-3.0753	781.9004	2
z	-915.3089	846.7015	-34.3037	881.0052	2
a	-931.7268	815.5545	-58.0861	873.6406	2

submitit INFO (2026-05-01 21:19:13,443) - Starting with JobEnvironment(job_id=141687, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-01 21:19:13,443) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/141687/141687_submitted.pkl
Trial-Index: 0

Parameters: {"x": -663.2585823535919, "y": -784.9756330251694, "z": 846.7015027999878, "a": 815.5544996261597}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-663.25858235359191894531 --y=-784.97563302516937255859 --z=846.70150279998779296875 --a=815.55449962615966796875 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1777667041.6102188
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1777669604.2176752
Last modification: 1777667041.6102188
Hostname: runnervmeorf1
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-663.25858235359191894531 --y=-784.97563302516937255859 --z=846.70150279998779296875 --a=815.55449962615966796875 
stdout:
 x: -663.25858235359191894531
y: -784.97563302516937255859
z: 846.70150279998779296875
a: 815.55449962615966796875
RESULT: -24362751.7923512

stderr was empty
Result: {'RESULT': -24362751.7923512}
Final-results: {'RESULT': -24362751.7923512}
EXIT_CODE: 0
submitit INFO (2026-05-01 21:19:20,878) - Job completed successfully
submitit INFO (2026-05-01 21:19:20,879) - Exiting after successful completion