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
-1000.0	1000.0	837.2526740916197	1000.0	-36850979.6553265

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 23:28:08 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -36850979.6553265, 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
0,1778369267,1,4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae,1778369268,1778369275,7,.tests/optimization_example_all_float  --x=79.9834728240966796875 --y=-89.44976329803466796875 --z=-755.509853363037109375 --a=21.32427692413330078125,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,-5931138.778433320112526416778564453125,79.9834728240966796875,-89.44976329803466796875,-755.509853363037109375,21.32427692413330078125
1,1778369277,2,4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae,1778369279,1778369285,6,.tests/optimization_example_all_float  --x=-1000 --y=1000 --z=837.25267409161972409493 --a=1000,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,-36850979.65532650053501129150390625,-1000,1000,837.252674091619724094925913959742,1000


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

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 23:27:43] 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: f31b4bfd-f5f2-43e8-bc46-ee3f528bde58
  _________________________________________________
 /                                                 \
| OmniOpt2 - As timeless as Metropolis, but with be |
| tter optimization.                                |
 \                                                 /
  =================================================
                                                    \
                                                     \
                                                      \
                                                       \
                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=132 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            ┃
┡━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -1000.0 │ 1000.0 │ 837.2526740916197 │ 1000.0 │ -36850979.6553265 │
└─────────┴────────┴───────────────────┴────────┴───────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.369 │    1 │        0.369 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.204 │      │              │
│    Median │   0.204 │      │              │
│     Total │   0.408 │      │              │
│       Max │   0.369 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.345 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 34s                                                                                                                                                                                 │
│    🏆 Best RESULT: -36850979.6553265                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-09 23:27:46 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, Started OmniOpt2 run...
2026-05-09 23:27:47 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, getting new HP set (no sbatch)
2026-05-09 23:27:47 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 23:27:47 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, eval #1/1 start                    
2026-05-09 23:27:47 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, starting new job                   
2026-05-09 23:27:47 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, started new job                    
2026-05-09 23:27:56 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, new result: RESULT: -5931138.778433
2026-05-09 23:27:57 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): SOBOL, best RESULT: -5931138.77843332, finishing jobs, finished 1 job
2026-05-09 23:27:57 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -5931138.77843332, getting new HP set (no sbatch)
2026-05-09 23:27:57 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -5931138.77843332, requested 1 jobs, got 1, 0.37 s/job
2026-05-09 23:27:57 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -5931138.77843332, eval #1/1 start                    
2026-05-09 23:27:57 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -5931138.77843332, starting new job                   
2026-05-09 23:27:57 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -5931138.77843332, started new job                    
2026-05-09 23:28:07 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -5931138.77843332, new result: RESULT: -36850979.655327
2026-05-09 23:28:08 (4deeefcd-f359-4cb9-aafb-1cd8bd30c3ae): BOTORCH_MODULAR, best RESULT: -36850979.6553265, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.345 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.369 │    1 │        0.369 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.204 │      │              │
│    Median │   0.204 │      │              │
│     Total │   0.408 │      │              │
│       Max │   0.369 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778369265,771.31640625,26.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
RESULT	-36850979.6553	-5931138.7784	-21391059.2169	15459920.4384	2
x	-1000	79.9835	-460.0083	539.9917	2
y	-89.4498	1000	455.2751	544.7249	2
z	-755.5099	837.2527	40.8714	796.3813	2
a	21.3243	1000	510.6621	489.3379	2

submitit INFO (2026-05-09 23:27:47,519) - Starting with JobEnvironment(job_id=118463, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 23:27:47,519) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/118463/118463_submitted.pkl
Trial-Index: 0

Parameters: {"x": 79.98347282409668, "y": -89.44976329803467, "z": -755.5098533630371, "a": 21.3242769241333}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=79.9834728240966796875 --y=-89.44976329803466796875 --z=-755.509853363037109375 --a=21.32427692413330078125 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1778366809.9571884
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778369268.995086
Last modification: 1778366809.9571884
Hostname: runnervmeorf1
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=79.9834728240966796875 --y=-89.44976329803466796875 --z=-755.509853363037109375 --a=21.32427692413330078125 
stdout:
 x: 79.9834728240966796875
y: -89.44976329803466796875
z: -755.509853363037109375
a: 21.32427692413330078125
RESULT: -5931138.77843332

stderr was empty
Result: {'RESULT': -5931138.77843332}
Final-results: {'RESULT': -5931138.77843332}
EXIT_CODE: 0
submitit INFO (2026-05-09 23:27:55,010) - Job completed successfully
submitit INFO (2026-05-09 23:27:55,011) - Exiting after successful completion