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
834.5664199441671	-938.1307456642389	-880.2091311663389	-829.3077480047941	-30552833.7794011

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 13:33:12 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -30552833.7794011, finishing jobs, finished 1 job

Git-Version

Commit: 5685610daff814b22e25b7680634b540b86a6250 (9040-2-g5685610da)

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
0,1762176765,2,564279b9-f5e3-4d8f-af3b-4acaf0a15637,1762176767,1762176773,6,.tests/optimization_example_all_float  --x=-40.4965877532958984375 --y=195.8649158477783203125 --z=28.41174602508544921875 --a=794.5220470428466796875,0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,-6634886.974549160338938236236572265625,-40.4965877532958984375,195.8649158477783203125,28.41174602508544921875,794.5220470428466796875
1,1762176781,2,564279b9-f5e3-4d8f-af3b-4acaf0a15637,1762176783,1762176789,6,.tests/optimization_example_all_float  --x=834.566419944167137146 --y=-938.13074566423892974854 --z=-880.20913116633892059326 --a=-829.30774800479412078857,0,,runnervmf2e7y,1_0,COMPLETED,BOTORCH_MODULAR,-30552833.779401101171970367431640625,834.56641994416713714599609375,-938.13074566423892974853515625,-880.20913116633892059326171875,-829.30774800479412078857421875


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

Current git-hash: 5685610daff814b22e25b7680634b540b86a6250 (last fully tested stable version 2 commits ago [ad3c4a024259e2dddd453b72bdb2d22633c3eada, 9040])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 13:32:42] 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: 26cbffac-f349-4c82-8097-e50c3db95ed9
  _________________________________________________
 /                                                 \
| OmniOpt2 - Cracking the code of perfect parameter |
| s!                                                |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=40 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 834.5664199441671 │ -938.1307456642389 │ -880.2091311663389 │ -829.3077480047941 │ -30552833.7794011 │
└───────────────────┴────────────────────┴────────────────────┴────────────────────┴───────────────────┘
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 │   0.014 │    1 │        0.014 │
│         2 │   0.395 │    1 │        0.395 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.204 │      │              │
│    Median │   0.204 │      │              │
│     Total │   0.409 │      │              │
│       Max │   0.395 │      │              │
│       Min │   0.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.149 │      │              │
│  Median │   0.149 │      │              │
│   Total │   0.298 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-03 13:32:45 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, Started OmniOpt2 run...
2025-11-03 13:32:45 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, getting new HP set (no sbatch)
2025-11-03 13:32:45 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 13:32:45 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, eval #1/1 start                    
2025-11-03 13:32:45 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, starting new job                   
2025-11-03 13:32:45 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, started new job                    
2025-11-03 13:32:54 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, new result: RESULT: -6634886.974549
2025-11-03 13:33:01 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): SOBOL, best RESULT: -6634886.97454916, finishing jobs, finished 1 job
2025-11-03 13:33:01 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -6634886.97454916, getting new HP set (no sbatch)
2025-11-03 13:33:01 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -6634886.97454916, requested 1 jobs, got 1, 0.39 s/job
2025-11-03 13:33:01 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -6634886.97454916, eval #1/1 start                    
2025-11-03 13:33:01 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -6634886.97454916, starting new job                   
2025-11-03 13:33:02 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -6634886.97454916, started new job                    
2025-11-03 13:33:11 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -6634886.97454916, new result: RESULT: -30552833.779401
2025-11-03 13:33:12 (564279b9-f5e3-4d8f-af3b-4acaf0a15637): BOTORCH_MODULAR, best RESULT: -30552833.7794011, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.149 │      │              │
│  Median │   0.149 │      │              │
│   Total │   0.298 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.014 │    1 │        0.014 │
│         2 │   0.395 │    1 │        0.395 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.204 │      │              │
│    Median │   0.204 │      │              │
│     Total │   0.409 │      │              │
│       Max │   0.395 │      │              │
│       Min │   0.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762176763,775.96875,27.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-30552833.7794	-6634886.9745	-18593860.377	11958973.4024	2
x	-40.4966	834.5664	397.0349	437.5315	2
y	-938.1307	195.8649	-371.1329	566.9978	2
z	-880.2091	28.4117	-425.8987	454.3104	2
a	-829.3077	794.522	-17.3929	811.9149	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 13:32:46,100) - Starting with JobEnvironment(job_id=140244, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 13:32:46,100) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/140244/140244_submitted.pkl
Trial-Index: 0

Parameters: {"x": -40.4965877532959, "y": 195.86491584777832, "z": 28.41174602508545, "a": 794.5220470428467}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-40.4965877532958984375 --y=195.8649158477783203125 --z=28.41174602508544921875 --a=794.5220470428466796875 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762174550.3420765
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762176767.6313276
Last modification: 1762174550.3420765
Hostname: runnervmf2e7y
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-40.4965877532958984375 --y=195.8649158477783203125 --z=28.41174602508544921875 --a=794.5220470428466796875 
stdout:
 x: -40.4965877532958984375
y: 195.8649158477783203125
z: 28.41174602508544921875
a: 794.5220470428466796875
RESULT: -6634886.97454916

stderr was empty
Result: {'RESULT': -6634886.97454916}
Final-results: {'RESULT': -6634886.97454916}
EXIT_CODE: 0
submitit INFO (2025-11-03 13:32:53,648) - Job completed successfully
submitit INFO (2025-11-03 13:32:53,648) - Exiting after successful completion