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
-973.0675388127565	-925.5762938410044	969.2510683089495	-733.5674203932285	-32962714.9663575

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 14:48:39 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -32962714.9663575, finishing jobs, finished 1 job

Git-Version

Commit: 86ec80a2d91b6b5a1d9c417f907f93a644d0ab96 (9056-4-g86ec80a2d)

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
0,1762267695,3,d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39,1762267698,1762267704,6,.tests/optimization_example_all_float  --x=105.126857757568359375 --y=890.79153537750244140625 --z=-860.13282835483551025391 --a=-246.2899684906005859375,0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,-16069469.79072769917547702789306640625,105.126857757568359375,890.79153537750244140625,-860.13282835483551025390625,-246.2899684906005859375
1,1762267708,2,d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39,1762267710,1762267716,6,.tests/optimization_example_all_float  --x=-973.06753881275653839111 --y=-925.57629384100437164307 --z=969.25106830894947052002 --a=-733.56742039322853088379,0,,runnervmxu1zt,1_0,COMPLETED,BOTORCH_MODULAR,-32962714.9663574993610382080078125,-973.06753881275653839111328125,-925.57629384100437164306640625,969.25106830894947052001953125,-733.5674203932285308837890625


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

Current git-hash: 86ec80a2d91b6b5a1d9c417f907f93a644d0ab96 (last fully tested stable version 4 commits ago [4234251da23ca4c1533f0765399f244bdc2000bc, 9056])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 14:48:09] 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: 63cdfe06-49ef-4161-b766-2937db715871
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase.     |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
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=111 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            ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -973.0675388127565 │ -925.5762938410044 │ 969.2510683089495 │ -733.5674203932285 │ -32962714.9663575 │
└────────────────────┴────────────────────┴───────────────────┴────────────────────┴───────────────────┘
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 │   0.341 │    1 │        0.341 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.175 │      │              │
│    Median │   0.175 │      │              │
│     Total │   0.350 │      │              │
│       Max │   0.341 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.161 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 14:48:15 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, Started OmniOpt2 run...
2025-11-04 14:48:15 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, getting new HP set (no sbatch)
2025-11-04 14:48:15 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 14:48:15 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, eval #1/1 start                    
2025-11-04 14:48:15 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, starting new job                   
2025-11-04 14:48:16 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, started new job                    
2025-11-04 14:48:25 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, new result: RESULT: -16069469.790728
2025-11-04 14:48:28 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): SOBOL, best RESULT: -16069469.7907277, finishing jobs, finished 1 job
2025-11-04 14:48:28 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -16069469.7907277, getting new HP set (no sbatch)
2025-11-04 14:48:28 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -16069469.7907277, requested 1 jobs, got 1, 0.34 s/job
2025-11-04 14:48:28 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -16069469.7907277, eval #1/1 start                    
2025-11-04 14:48:28 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -16069469.7907277, starting new job                   
2025-11-04 14:48:28 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -16069469.7907277, started new job                    
2025-11-04 14:48:37 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -16069469.7907277, new result: RESULT: -32962714.966357
2025-11-04 14:48:39 (d38cd5e9-a5a4-4521-8ee1-7584b8b0ca39): BOTORCH_MODULAR, best RESULT: -32962714.9663575, 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 │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.161 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.009 │    1 │        0.009 │
│         2 │   0.341 │    1 │        0.341 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.175 │      │              │
│    Median │   0.175 │      │              │
│     Total │   0.350 │      │              │
│       Max │   0.341 │      │              │
│       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
1762267690,749.5625,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-32962714.9664	-16069469.7907	-24516092.3785	8446622.5878	2
x	-973.0675	105.1269	-433.9703	539.0972	2
y	-925.5763	890.7915	-17.3924	908.1839	2
z	-860.1328	969.2511	54.5591	914.6919	2
a	-733.5674	-246.29	-489.9287	243.6387	2

submitit INFO (2025-11-04 14:48:16,349) - Starting with JobEnvironment(job_id=165302, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 14:48:16,349) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/165302/165302_submitted.pkl
Trial-Index: 0

Parameters: {"x": 105.12685775756836, "y": 890.7915353775024, "z": -860.1328283548355, "a": -246.2899684906006}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=105.126857757568359375 --y=890.79153537750244140625 --z=-860.13282835483551025391 --a=-246.2899684906005859375 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762264905.7209656
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762267024.1887124
Last modification: 1762264905.7209656
Hostname: runnervmxu1zt
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=105.126857757568359375 --y=890.79153537750244140625 --z=-860.13282835483551025391 --a=-246.2899684906005859375 
stdout:
 x: 105.126857757568359375
y: 890.79153537750244140625
z: -860.13282835483551025391
a: -246.2899684906005859375
RESULT: -16069469.7907277

stderr was empty
Result: {'RESULT': -16069469.7907277}
Final-results: {'RESULT': -16069469.7907277}
EXIT_CODE: 0
submitit INFO (2025-11-04 14:48:24,025) - Job completed successfully
submitit INFO (2025-11-04 14:48:24,025) - Exiting after successful completion