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
-960.0497242063284	994.4739043712616	662.4471303075552	-822.6401675492525	-30280005.9609362

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

2025-11-12 21:52:40 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -30280005.9609362, finishing jobs, finished 1 job

Git-Version

Commit: 297c9bf79ff8699386ca64b00f917f7524e44aef (9077-2-g297c9bf79)

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
0,1762984337,2,be83771c-12a5-4604-90d7-77d7b98958a5,1762984339,1762984345,6,.tests/optimization_example_all_float  --x=510.41758060455322265625 --y=-52.39903926849365234375 --z=-502.92417407035827636719 --a=214.2546176910400390625,0,,runnervmfg25i,0_0,COMPLETED,SOBOL,-5606072.146317609585821628570556640625,510.41758060455322265625,-52.39903926849365234375,-502.9241740703582763671875,214.2546176910400390625
1,1762984349,2,be83771c-12a5-4604-90d7-77d7b98958a5,1762984351,1762984357,6,.tests/optimization_example_all_float  --x=-960.04972420632839202881 --y=994.47390437126159667969 --z=662.44713030755519866943 --a=-822.6401675492525100708,0,,runnervmfg25i,1_0,COMPLETED,BOTORCH_MODULAR,-30280005.9609361998736858367919921875,-960.04972420632839202880859375,994.4739043712615966796875,662.44713030755519866943359375,-822.64016754925251007080078125


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

Current git-hash: 297c9bf79ff8699386ca64b00f917f7524e44aef (last fully tested stable version 2 commits ago [c469e04d3b6be6a64610427ed0a7f1562b9a4eae, 9077])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 21:52:12] 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: 1bc86938-6eed-404f-8f31-00fffac7e4eb
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                  __---__
                                                               _-       /--______
                                                          __--( /     \ )XXXXXXXXXXX\v.
                                                        .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                       /XXX(       U     )        XXXXXXX\
                                                     /XXXXX(              )--_  XXXXXXXXXXX\
                                                    /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                    XXXXX/   /            XXXXXX   \__ \XXXXX
                                                    XXXXXX__/          XXXXXX         \__---->
                                            ---___  XXX__/          XXXXXX      \__         /
                                              \-  --__/   ___/\  XXXXXX            /  ___--/=
                                               \-\    ___/    XXXXXX              '--- XXXXXX
                                                  \-\/XXX\ XXXXXX                      /XXXXX
                                                    \XXXXXXXXX   \                    /XXXXX/
                                                     \XXXXXX      >                 _/XXXXX/
                                                       \XXXXX--__/              __-- XXXX/
                                                        -XXXXXXXX---------------  XXXXXX-
                                                           \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                             ""VXXXXXXXXXXXXXXXXXXV""
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=192 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            ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -960.0497242063284 │ 994.4739043712616 │ 662.4471303075552 │ -822.6401675492525 │ -30280005.9609362 │
└────────────────────┴───────────────────┴───────────────────┴────────────────────┴───────────────────┘
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 │   0.009 │    1 │        0.009 │
│         2 │   0.359 │    1 │        0.359 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.184 │      │              │
│    Median │   0.184 │      │              │
│     Total │   0.368 │      │              │
│       Max │   0.359 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.087 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.174 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-12 21:52:17 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, Started OmniOpt2 run...
2025-11-12 21:52:17 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, getting new HP set (no sbatch)
2025-11-12 21:52:17 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-12 21:52:17 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, eval #1/1 start                    
2025-11-12 21:52:17 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, starting new job                   
2025-11-12 21:52:17 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, started new job                    
2025-11-12 21:52:26 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, new result: RESULT: -5606072.146318
2025-11-12 21:52:29 (be83771c-12a5-4604-90d7-77d7b98958a5): SOBOL, best RESULT: -5606072.14631761, finishing jobs, finished 1 job
2025-11-12 21:52:29 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -5606072.14631761, getting new HP set (no sbatch)
2025-11-12 21:52:29 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -5606072.14631761, requested 1 jobs, got 1, 0.36 s/job
2025-11-12 21:52:29 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -5606072.14631761, eval #1/1 start                    
2025-11-12 21:52:29 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -5606072.14631761, starting new job                   
2025-11-12 21:52:29 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -5606072.14631761, started new job                    
2025-11-12 21:52:38 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -5606072.14631761, new result: RESULT: -30280005.960936
2025-11-12 21:52:40 (be83771c-12a5-4604-90d7-77d7b98958a5): BOTORCH_MODULAR, best RESULT: -30280005.9609362, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.087 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.174 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.009 │    1 │        0.009 │
│         2 │   0.359 │    1 │        0.359 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.184 │      │              │
│    Median │   0.184 │      │              │
│     Total │   0.368 │      │              │
│       Max │   0.359 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762984333,749.703125,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-30280005.9609	-5606072.1463	-17943039.0536	12336966.9073	2
x	-960.0497	510.4176	-224.8161	735.2337	2
y	-52.399	994.4739	471.0374	523.4365	2
z	-502.9242	662.4471	79.7615	582.6857	2
a	-822.6402	214.2546	-304.1928	518.4474	2

submitit INFO (2025-11-12 21:52:17,566) - Starting with JobEnvironment(job_id=165287, hostname=runnervmfg25i, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 21:52:17,566) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/165287/165287_submitted.pkl
Trial-Index: 0

Parameters: {"x": 510.4175806045532, "y": -52.39903926849365, "z": -502.9241740703583, "a": 214.25461769104004}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=510.41758060455322265625 --y=-52.39903926849365234375 --z=-502.92417407035827636719 --a=214.2546176910400390625 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762981513.6617448
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762983640.1335413
Last modification: 1762981513.6617448
Hostname: runnervmfg25i
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=510.41758060455322265625 --y=-52.39903926849365234375 --z=-502.92417407035827636719 --a=214.2546176910400390625 
stdout:
 x: 510.41758060455322265625
y: -52.39903926849365234375
z: -502.92417407035827636719
a: 214.2546176910400390625
RESULT: -5606072.14631761

stderr was empty
Result: {'RESULT': -5606072.14631761}
Final-results: {'RESULT': -5606072.14631761}
EXIT_CODE: 0
submitit INFO (2025-11-12 21:52:25,091) - Job completed successfully
submitit INFO (2025-11-12 21:52:25,091) - Exiting after successful completion