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
-807.6981455087662	801.7964027822018	-835.1389057934284	980.0758399069309	-29540734.7144924

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

2025-12-28 12:09:15 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -29540734.7144924, finishing jobs, finished 1 job

Git-Version

Commit: a9c21ad87ea89b1e05ea7b0e72bb8d5bea0cacb9 (9171-2-ga9c21ad87)

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
0,1766923733,2,921a2786-7e43-42e9-ba3e-073b18b43e1e,1766923735,1766923741,6,.tests/optimization_example_all_float  --x=788.3727550506591796875 --y=143.6622142791748046875 --z=294.086933135986328125 --a=-938.03165107965469360352,0,,runnervmh13bl,0_0,COMPLETED,SOBOL,-16047828.91329699940979480743408203125,788.3727550506591796875,143.6622142791748046875,294.086933135986328125,-938.031651079654693603515625
1,1766923744,2,921a2786-7e43-42e9-ba3e-073b18b43e1e,1766923746,1766923752,6,.tests/optimization_example_all_float  --x=-807.69814550876617431641 --y=801.79640278220176696777 --z=-835.13890579342842102051 --a=980.07583990693092346191,0,,runnervmh13bl,1_0,COMPLETED,BOTORCH_MODULAR,-29540734.7144923992455005645751953125,-807.69814550876617431640625,801.7964027822017669677734375,-835.1389057934284210205078125,980.0758399069309234619140625


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

Current git-hash: a9c21ad87ea89b1e05ea7b0e72bb8d5bea0cacb9 (last fully tested stable version 2 commits ago [fc5f874e040c3428525103bd1726ad0d0a279a6a, 9171])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 12:08:49] 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: 4ce019dc-5f16-4aad-928c-c1f4ba762e09
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=397 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            ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -807.6981455087662 │ 801.7964027822018 │ -835.1389057934284 │ 980.0758399069309 │ -29540734.7144924 │
└────────────────────┴───────────────────┴────────────────────┴───────────────────┴───────────────────┘
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 │   0.035 │    1 │        0.035 │
│         2 │   0.328 │    1 │        0.328 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.181 │      │              │
│    Median │   0.181 │      │              │
│     Total │   0.362 │      │              │
│       Max │   0.328 │      │              │
│       Min │   0.035 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.237 │    1 │        0.237 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.160 │      │              │
│  Median │   0.160 │      │              │
│   Total │   0.321 │      │              │
│     Max │   0.237 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-28 12:08:53 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, Started OmniOpt2 run...
2025-12-28 12:08:53 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, getting new HP set (no sbatch)
2025-12-28 12:08:53 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 12:08:53 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, eval #1/1 start                    
2025-12-28 12:08:53 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, starting new job                   
2025-12-28 12:08:53 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, started new job                    
2025-12-28 12:09:03 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, new result: RESULT: -16047828.913297
2025-12-28 12:09:04 (921a2786-7e43-42e9-ba3e-073b18b43e1e): SOBOL, best RESULT: -16047828.913297, finishing jobs, finished 1 job
2025-12-28 12:09:04 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -16047828.913297, getting new HP set (no sbatch)
2025-12-28 12:09:04 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -16047828.913297, requested 1 jobs, got 1, 0.33 s/job
2025-12-28 12:09:04 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -16047828.913297, eval #1/1 start                    
2025-12-28 12:09:04 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -16047828.913297, starting new job                   
2025-12-28 12:09:04 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -16047828.913297, started new job                    
2025-12-28 12:09:13 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -16047828.913297, new result: RESULT: -29540734.714492
2025-12-28 12:09:15 (921a2786-7e43-42e9-ba3e-073b18b43e1e): BOTORCH_MODULAR, best RESULT: -29540734.7144924, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.237 │    1 │        0.237 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.160 │      │              │
│  Median │   0.160 │      │              │
│   Total │   0.321 │      │              │
│     Max │   0.237 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.035 │    1 │        0.035 │
│         2 │   0.328 │    1 │        0.328 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.181 │      │              │
│    Median │   0.181 │      │              │
│     Total │   0.362 │      │              │
│       Max │   0.328 │      │              │
│       Min │   0.035 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1766923731,784.0078125,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-29540734.7145	-16047828.9133	-22794281.8139	6746452.9006	2
x	-807.6981	788.3728	-9.6627	798.0355	2
y	143.6622	801.7964	472.7293	329.0671	2
z	-835.1389	294.0869	-270.526	564.6129	2
a	-938.0317	980.0758	21.0221	959.0537	2

submitit INFO (2025-12-28 12:08:54,219) - Starting with JobEnvironment(job_id=106366, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 12:08:54,219) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/106366/106366_submitted.pkl
Trial-Index: 0

Parameters: {"x": 788.3727550506592, "y": 143.6622142791748, "z": 294.0869331359863, "a": -938.0316510796547}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=788.3727550506591796875 --y=143.6622142791748046875 --z=294.086933135986328125 --a=-938.03165107965469360352 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1766921647.812613
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766923735.7343738
Last modification: 1766921647.812613
Hostname: runnervmh13bl
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=788.3727550506591796875 --y=143.6622142791748046875 --z=294.086933135986328125 --a=-938.03165107965469360352 
stdout:
 x: 788.3727550506591796875
y: 143.6622142791748046875
z: 294.086933135986328125
a: -938.03165107965469360352
RESULT: -16047828.913297

stderr was empty
Result: {'RESULT': -16047828.913297}
Final-results: {'RESULT': -16047828.913297}
EXIT_CODE: 0
submitit INFO (2025-12-28 12:09:01,751) - Job completed successfully
submitit INFO (2025-12-28 12:09:01,751) - Exiting after successful completion