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
677.4437464773655	-700.824998319149	-968.7024895101786	963.7991227209568	-28179287.915426

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

2025-11-04 17:44:41 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -28179287.915426, finishing jobs, finished 1 job

Git-Version

Commit: ecd3b7b2c5392f9a0f7e3f8f3f3fe0583b404213 (9060-2-gecd3b7b2c)

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
0,1762278245,2,e92bc823-6bed-41e9-a0e1-3837e2de93ed,1762278247,1762278253,6,.tests/optimization_example_all_float  --x=-289.61366415023803710938 --y=469.67256069183349609375 --z=966.49491786956787109375 --a=-432.94852972030639648438,0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,-14191052.28223400004208087921142578125,-289.613664150238037109375,469.67256069183349609375,966.49491786956787109375,-432.948529720306396484375
1,1762278262,2,e92bc823-6bed-41e9-a0e1-3837e2de93ed,1762278264,1762278270,6,.tests/optimization_example_all_float  --x=677.44374647736549377441 --y=-700.82499831914901733398 --z=-968.702489510178565979 --a=963.79912272095680236816,0,,runnervmxu1zt,1_0,COMPLETED,BOTORCH_MODULAR,-28179287.91542600095272064208984375,677.4437464773654937744140625,-700.824998319149017333984375,-968.70248951017856597900390625,963.7991227209568023681640625


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

Current git-hash: ecd3b7b2c5392f9a0f7e3f8f3f3fe0583b404213 (last fully tested stable version 2 commits ago [86ec80a2d91b6b5a1d9c417f907f93a644d0ab96, 9060])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 17:43:46] 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: 2b3654ad-a316-4375-b476-5fcaf41f3e96
  _________________________________________
| OmniOpt2 - Animals are friends, not food! |
  =========================================
                                         \
                                          \
                                           \
                                            \
                                                      ,.
                                                     (_|,.
                                                     ,' /, )_______   _
                                                 __j o``-'        `.'-)'
                                                 (")                 \'
                                                 `-j                |
                                                   `-._(           /
                                                      |_\  |--^.  /
                                                     /_]'|_| /_)_/
                                                         /_]'  /_]'
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=118 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 677.4437464773655 │ -700.824998319149 │ -968.7024895101786 │ 963.7991227209568 │ -28179287.915426 │
└───────────────────┴───────────────────┴────────────────────┴───────────────────┴──────────────────┘
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 │   0.008 │    1 │        0.008 │
│         2 │   0.328 │    1 │        0.328 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.168 │      │              │
│    Median │   0.168 │      │              │
│     Total │   0.337 │      │              │
│       Max │   0.328 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.080 │      │              │
│  Median │   0.080 │      │              │
│   Total │   0.161 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 17:44:05 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, Started OmniOpt2 run...
2025-11-04 17:44:05 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, getting new HP set (no sbatch)
2025-11-04 17:44:05 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 17:44:05 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, eval #1/1 start                    
2025-11-04 17:44:05 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, starting new job                   
2025-11-04 17:44:06 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, started new job                    
2025-11-04 17:44:15 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, new result: RESULT: -14191052.282234
2025-11-04 17:44:22 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): SOBOL, best RESULT: -14191052.282234, finishing jobs, finished 1 job
2025-11-04 17:44:22 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -14191052.282234, getting new HP set (no sbatch)
2025-11-04 17:44:22 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -14191052.282234, requested 1 jobs, got 1, 0.33 s/job
2025-11-04 17:44:22 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -14191052.282234, eval #1/1 start                    
2025-11-04 17:44:22 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -14191052.282234, starting new job                   
2025-11-04 17:44:22 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -14191052.282234, started new job                    
2025-11-04 17:44:31 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -14191052.282234, new result: RESULT: -28179287.915426
2025-11-04 17:44:41 (e92bc823-6bed-41e9-a0e1-3837e2de93ed): BOTORCH_MODULAR, best RESULT: -28179287.915426, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.080 │      │              │
│  Median │   0.080 │      │              │
│   Total │   0.161 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.328 │    1 │        0.328 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.168 │      │              │
│    Median │   0.168 │      │              │
│     Total │   0.337 │      │              │
│       Max │   0.328 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762278226,749.921875,28.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-28179287.9154	-14191052.2822	-21185170.0988	6994117.8166	2
x	-289.6137	677.4437	193.915	483.5287	2
y	-700.825	469.6726	-115.5762	585.2488	2
z	-968.7025	966.4949	-1.1038	967.5987	2
a	-432.9485	963.7991	265.4253	698.3738	2

submitit INFO (2025-11-04 17:44:06,344) - Starting with JobEnvironment(job_id=143207, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 17:44:06,344) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/143207/143207_submitted.pkl
Trial-Index: 0

Parameters: {"x": -289.61366415023804, "y": 469.6725606918335, "z": 966.4949178695679, "a": -432.9485297203064}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-289.61366415023803710938 --y=469.67256069183349609375 --z=966.49491786956787109375 --a=-432.94852972030639648438 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762276213.6160455
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762278247.840719
Last modification: 1762276213.6160455
Hostname: runnervmxu1zt
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-289.61366415023803710938 --y=469.67256069183349609375 --z=966.49491786956787109375 --a=-432.94852972030639648438 
stdout:
 x: -289.61366415023803710938
y: 469.67256069183349609375
z: 966.49491786956787109375
a: -432.94852972030639648438
RESULT: -14191052.282234

stderr was empty
Result: {'RESULT': -14191052.282234}
Final-results: {'RESULT': -14191052.282234}
EXIT_CODE: 0
submitit INFO (2025-11-04 17:44:13,863) - Job completed successfully
submitit INFO (2025-11-04 17:44:13,864) - Exiting after successful completion