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
975.8960884064436	960.5214092880487	-946.4819151908159	-983.1796661019325	-37372760.6738822

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

2026-05-09 23:34:36 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -37372760.6738822, finishing jobs, finished 1 job

Git-Version

Commit: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (9304-1-g5268678be)

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
0,1778369655,2,26b290a3-f3e1-473f-9de4-4ea2eac26248,1778369657,1778369663,6,.tests/optimization_example_all_float  --x=139.23013210296630859375 --y=-259.54645872116088867188 --z=364.909648895263671875 --a=-97.47534990310668945312,0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,-2276437.323122280184179544448852539062,139.23013210296630859375,-259.546458721160888671875,364.909648895263671875,-97.475349903106689453125
1,1778369666,2,26b290a3-f3e1-473f-9de4-4ea2eac26248,1778369668,1778369674,6,.tests/optimization_example_all_float  --x=975.89608840644359588623 --y=960.52140928804874420166 --z=-946.48191519081592559814 --a=-983.17966610193252563477,0,,runnervmrc6n4,1_0,COMPLETED,BOTORCH_MODULAR,-37372760.67388220131397247314453125,975.89608840644359588623046875,960.52140928804874420166015625,-946.48191519081592559814453125,-983.179666101932525634765625


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

Current git-hash: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (last fully tested stable version 1 commit ago [7d04f3b04cc038a14898910e7a1fde53755e73b2, 9304])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 23:34:13] 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: 3c7c0161-bd52-4e19-980d-188d7daf8462
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

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=133 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 975.8960884064436 │ 960.5214092880487 │ -946.4819151908159 │ -983.1796661019325 │ -37372760.6738822 │
└───────────────────┴───────────────────┴────────────────────┴────────────────────┴───────────────────┘
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 │   0.520 │    1 │        0.520 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.272 │      │              │
│    Median │   0.272 │      │              │
│     Total │   0.543 │      │              │
│       Max │   0.520 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.091 │      │              │
│  Median │   0.091 │      │              │
│   Total │   0.183 │      │              │
│     Max │   0.118 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 30s                                                                                                                                                                                 │
│    🏆 Best RESULT: -37372760.6738822                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-09 23:34:15 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, Started OmniOpt2 run...
2026-05-09 23:34:15 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, getting new HP set (no sbatch)
2026-05-09 23:34:15 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-09 23:34:15 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, eval #1/1 start                    
2026-05-09 23:34:15 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, starting new job                   
2026-05-09 23:34:16 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, started new job                    
2026-05-09 23:34:25 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, new result: RESULT: -2276437.323122
2026-05-09 23:34:26 (26b290a3-f3e1-473f-9de4-4ea2eac26248): SOBOL, best RESULT: -2276437.32312228, finishing jobs, finished 1 job
2026-05-09 23:34:26 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -2276437.32312228, getting new HP set (no sbatch)
2026-05-09 23:34:26 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -2276437.32312228, requested 1 jobs, got 1, 0.52 s/job
2026-05-09 23:34:26 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -2276437.32312228, eval #1/1 start                    
2026-05-09 23:34:26 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -2276437.32312228, starting new job                   
2026-05-09 23:34:26 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -2276437.32312228, started new job                    
2026-05-09 23:34:35 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -2276437.32312228, new result: RESULT: -37372760.673882
2026-05-09 23:34:36 (26b290a3-f3e1-473f-9de4-4ea2eac26248): BOTORCH_MODULAR, best RESULT: -37372760.6738822, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.091 │      │              │
│  Median │   0.091 │      │              │
│   Total │   0.183 │      │              │
│     Max │   0.118 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.520 │    1 │        0.520 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.272 │      │              │
│    Median │   0.272 │      │              │
│     Total │   0.543 │      │              │
│       Max │   0.520 │      │              │
│       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
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
1778369653,740.7421875,28.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-37372760.6739	-2276437.3231	-19824598.9985	17548161.6754	2
x	139.2301	975.8961	557.5631	418.333	2
y	-259.5465	960.5214	350.4875	610.0339	2
z	-946.4819	364.9096	-290.7861	655.6958	2
a	-983.1797	-97.4753	-540.3275	442.8522	2

submitit INFO (2026-05-09 23:34:16,279) - Starting with JobEnvironment(job_id=143446, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 23:34:16,279) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/143446/143446_submitted.pkl
Trial-Index: 0

Parameters: {"x": 139.2301321029663, "y": -259.5464587211609, "z": 364.9096488952637, "a": -97.47534990310669}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=139.23013210296630859375 --y=-259.54645872116088867188 --z=364.909648895263671875 --a=-97.47534990310668945312 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1778366808.982993
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778369009.4027245
Last modification: 1778366808.982993
Hostname: runnervmrc6n4
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=139.23013210296630859375 --y=-259.54645872116088867188 --z=364.909648895263671875 --a=-97.47534990310668945312 
stdout:
 x: 139.23013210296630859375
y: -259.54645872116088867188
z: 364.909648895263671875
a: -97.47534990310668945312
RESULT: -2276437.32312228

stderr was empty
Result: {'RESULT': -2276437.32312228}
Final-results: {'RESULT': -2276437.32312228}
EXIT_CODE: 0
submitit INFO (2026-05-09 23:34:23,767) - Job completed successfully
submitit INFO (2026-05-09 23:34:23,767) - Exiting after successful completion