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	999.9999999999999	-1000.0	-40003184.52

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

2025-11-03 11:31:49 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -40003184.52, finishing jobs, finished 1 job

Git-Version

Commit: b48ffc20b42880681478a8ff911d08afc40fe28b (9034-1-gb48ffc20b)

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
0,1762169488,2,8ab249d0-984e-4fd2-95c3-c4b098440c62,1762169490,1762169496,6,.tests/optimization_example_all_float  --x=-139.4901275634765625 --y=-88.47814798355102539062 --z=-181.6484928131103515625 --a=-170.48603296279907226562,0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,-950152.374582613003440201282501220703,-139.4901275634765625,-88.478147983551025390625,-181.6484928131103515625,-170.486032962799072265625
1,1762169499,2,8ab249d0-984e-4fd2-95c3-c4b098440c62,1762169501,1762169507,6,.tests/optimization_example_all_float  --x=-1000 --y=1000 --z=999.99999999999988631316 --a=-1000,0,,runnervmf2e7y,1_0,COMPLETED,BOTORCH_MODULAR,-40003184.520000003278255462646484375,-1000,1000,999.99999999999988631316227838397,-1000


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

Current git-hash: b48ffc20b42880681478a8ff911d08afc40fe28b (last fully tested stable version 1 commit ago [88d7195d45aaf79ed7f44a981cd9b32c7da2adbc, 9034])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 11:31:24] 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: 76a0ae33-bd76-4268-91de-e28b1ccab779
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameters: Where science and mag |
| ic shake hands.                                   |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
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=18 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 │ 999.9999999999999 │ -1000.0 │ -40003184.52 │
└─────────┴────────┴───────────────────┴─────────┴──────────────┘
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 │   0.013 │    1 │        0.013 │
│         2 │   0.429 │    1 │        0.429 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.221 │      │              │
│    Median │   0.221 │      │              │
│     Total │   0.443 │      │              │
│       Max │   0.429 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.220 │    1 │        0.220 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.150 │      │              │
│  Median │   0.150 │      │              │
│   Total │   0.300 │      │              │
│     Max │   0.220 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-03 11:31:28 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, Started OmniOpt2 run...
2025-11-03 11:31:28 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, getting new HP set (no sbatch)
2025-11-03 11:31:28 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 11:31:28 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, eval #1/1 start                    
2025-11-03 11:31:28 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, starting new job                   
2025-11-03 11:31:28 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, started new job                    
2025-11-03 11:31:37 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, new result: RESULT: -950152.374583 
2025-11-03 11:31:38 (8ab249d0-984e-4fd2-95c3-c4b098440c62): SOBOL, best RESULT: -950152.374582613, finishing jobs, finished 1 job
2025-11-03 11:31:39 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -950152.374582613, getting new HP set (no sbatch)
2025-11-03 11:31:39 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -950152.374582613, requested 1 jobs, got 1, 0.43 s/job
2025-11-03 11:31:39 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -950152.374582613, eval #1/1 start                    
2025-11-03 11:31:39 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -950152.374582613, starting new job                   
2025-11-03 11:31:39 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -950152.374582613, started new job                    
2025-11-03 11:31:48 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -950152.374582613, new result: RESULT: -40003184.520000
2025-11-03 11:31:49 (8ab249d0-984e-4fd2-95c3-c4b098440c62): BOTORCH_MODULAR, best RESULT: -40003184.52, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.220 │    1 │        0.220 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.150 │      │              │
│  Median │   0.150 │      │              │
│   Total │   0.300 │      │              │
│     Max │   0.220 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.429 │    1 │        0.429 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.221 │      │              │
│    Median │   0.221 │      │              │
│     Total │   0.443 │      │              │
│       Max │   0.429 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762169485,775.921875,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-40003184.52	-950152.3746	-20476668.4473	19526516.0727	2
x	-1000	-139.4901	-569.7451	430.2549	2
y	-88.4781	1000	455.7609	544.2391	2
z	-181.6485	1000	409.1758	590.8242	2
a	-1000	-170.486	-585.243	414.757	2

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-03 11:31:28,527) - Starting with JobEnvironment(job_id=162218, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 11:31:28,527) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/162218/162218_submitted.pkl
Trial-Index: 0

Parameters: {"x": -139.49012756347656, "y": -88.47814798355103, "z": -181.64849281311035, "a": -170.48603296279907}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-139.4901275634765625 --y=-88.47814798355102539062 --z=-181.6484928131103515625 --a=-170.48603296279907226562 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762166617.10694
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762168775.631367
Last modification: 1762166617.10694
Hostname: runnervmf2e7y
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-139.4901275634765625 --y=-88.47814798355102539062 --z=-181.6484928131103515625 --a=-170.48603296279907226562 
stdout:
 x: -139.4901275634765625
y: -88.47814798355102539062
z: -181.6484928131103515625
a: -170.48603296279907226562
RESULT: -950152.374582613

stderr was empty
Result: {'RESULT': -950152.374582613}
Final-results: {'RESULT': -950152.374582613}
EXIT_CODE: 0
submitit INFO (2025-11-03 11:31:36,078) - Job completed successfully
submitit INFO (2025-11-03 11:31:36,078) - Exiting after successful completion