OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	2

Best RESULT, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-100.0	-100.0	-45.44079650604674	8.0	-100	-45.440796506046745	-100	8	-245423.659521644

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-26 11:25:36 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, finishing jobs, finished 1 job

Git-Version

Commit: 84b39d4c09d0e72144f1f3b9fe40e806c179d437 (9092-11-g84b39d4c0)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-49020.915980694000609219074249267578,-44,-44.3055737018585205078125,9,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-220120.851308881014119833707809448242,-45,-92.824297241984510264956043101847,-95,8
2,1764156313,2,442b2378-08a6-48c6-93d6-40d4e13373a4,1764156315,1764156321,6,./.tests/optimization_example  --int_param='-100' --float_param='-45.44079650604674469605' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,runnervmg1sw1,-100,-100,-45.440796506046737590622797142714,8,2_0,COMPLETED,BOTORCH_MODULAR,-245423.659521644003689289093017578125,-100,-45.440796506046744696050154743716,-100,8
3,1764156325,2,442b2378-08a6-48c6-93d6-40d4e13373a4,1764156327,1764156333,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='8' --int_param_two='-50' --nr_results=1,0,,runnervmg1sw1,-100,-50,10,8,3_0,COMPLETED,BOTORCH_MODULAR,-140770.92000000001280568540096282959,-100,10,-50,8


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

Current git-hash: 84b39d4c09d0e72144f1f3b9fe40e806c179d437 (last fully tested stable version 11 commits ago [49f363966854052274c101fbfc2cfa1309f50d21, 9092])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-26 11:25:05] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 7d75571f-4ab2-44ca-829d-25d5cd870673
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
 \                                                 /
  =================================================
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                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=994 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 5 steps.
Run-Program: ./.tests/optimization_example  --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=1
                                           Experiment parameters                                            
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ 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 + inserted jobs: 2)                                                                 
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param         ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ -45.44079650604674  │ 8.0                  │ -100      │ -45.440796506046745 │ -100          │ 8            │ -245423.659521644 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-26 11:25:12 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-26 11:25:12 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-26 11:25:12 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.61 s/job
2025-11-26 11:25:13 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-26 11:25:13 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, starting new job                   
2025-11-26 11:25:13 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, started new job                    
2025-11-26 11:25:22 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, new result: RESULT: -245423.659522 
2025-11-26 11:25:24 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, finishing jobs, finished 1 job
2025-11-26 11:25:25 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, getting new HP set (no sbatch)
2025-11-26 11:25:25 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, requested 1 jobs, got 1, 0.60 s/job
2025-11-26 11:25:25 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, eval #1/1 start                    
2025-11-26 11:25:25 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, starting new job                   
2025-11-26 11:25:25 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, started new job                    
2025-11-26 11:25:34 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, new result: RESULT: -140770.920000 
2025-11-26 11:25:36 (442b2378-08a6-48c6-93d6-40d4e13373a4): BOTORCH_MODULAR, best RESULT: -245423.659521644, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.228 │    1 │        0.228 │
│       2 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.158 │      │              │
│  Median │   0.158 │      │              │
│   Total │   0.316 │      │              │
│     Max │   0.228 │      │              │
│     Min │   0.088 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.605 │    1 │        0.605 │
│         2 │   0.597 │    1 │        0.597 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.601 │      │              │
│    Median │   0.601 │      │              │
│     Total │   1.203 │      │              │
│       Max │   0.605 │      │              │
│       Min │   0.597 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
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	True
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	False
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	10
slurm_use_srun	False
time
partition
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
1764156305,783.1171875,27

`RESULT` (goal: minimize)

Best value: -245423.65952164
Achieved at:
- int_param = -100
- float_param = -45.440796506047
- int_param_two = -100
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-50	-75	25	2
OO_Info_float_param	-45.4408	10	-17.7204	27.7204	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-245423.6595	-49020.916	-163834.0867	76712.1765	4
int_param	-100	-44	-72.25	27.7523	4
float_param	-92.8243	10	-43.1427	36.3973	4
int_param_two	-100	9	-59	43.8235	4
choice_param	1	8	6.25	3.0311	4

/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 (2025-11-26 11:25:13,499) - Starting with JobEnvironment(job_id=90613, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-26 11:25:13,499) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/90613/90613_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -45.440796506046745, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-45.44079650604674469605' --choice_param='8' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1764155933.171984
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1764156264.2599149
Last modification: 1764155933.171984
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-45.44079650604674469605' --choice_param='8' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -45.44079650604674469605
OO-Info: choice_param: 8
RESULT: -245423.659521644

stderr was empty
Result: {'RESULT': -245423.659521644}
Final-results: {'RESULT': -245423.659521644}
EXIT_CODE: 0
submitit INFO (2025-11-26 11:25:21,036) - Job completed successfully
submitit INFO (2025-11-26 11:25:21,036) - Exiting after successful completion