OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	4

Best RESULT, min (total: 2 + inserted jobs: 4)

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
-16.0	-74.0	-139.30856014291365	8.0	-16	-139.30856014291365	-74	8	-274663.325305209

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-03 09:31:36 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -274663.325305209, finishing jobs, finished 1 job

Git-Version

Commit: 40a36e5faf3835952e44b15652d5ee1b70de68c8 (9031-1-g40a36e5fa)

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,-127895.804389388998970389366149902344,-97,-40.80707848072052001953125,-11,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-187449.36148129598586820065975189209,-5,-97.954573225911630629525461699814,-85,8
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-120887.853630673998850397765636444092,10,-28.357058669304699094482202781364,-100,8
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-140873.320000000006984919309616088867,-31,-100,-37,8
4,1762162274,2,2961e5da-71e8-4eaf-bd89-cda0f18ce888,1762162276,1762162282,6,./.tests/optimization_example  --int_param='-10' --float_param='-116.97400038365169905319' --choice_param='8' --int_param_two='-80' --nr_results=1,0,,runnervmf2e7y,-10,-80,-116.974000383651684842334361746907,8,4_0,COMPLETED,BOTORCH_MODULAR,-222793.487695910996990278363227844238,-10,-116.974000383651699053189076948911,-80,8
5,1762162286,2,2961e5da-71e8-4eaf-bd89-cda0f18ce888,1762162288,1762162294,6,./.tests/optimization_example  --int_param='-16' --float_param='-139.30856014291364886049' --choice_param='8' --int_param_two='-74' --nr_results=1,0,,runnervmf2e7y,-16,-74,-139.308560142913648860485409386456,8,5_0,COMPLETED,BOTORCH_MODULAR,-274663.325305208971258252859115600586,-16,-139.308560142913648860485409386456,-74,8


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

Current git-hash: 40a36e5faf3835952e44b15652d5ee1b70de68c8 (last fully tested stable version 1 commit ago [b181faa7a051aea7b3548dcba21f2e14238838be, 9031])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 09:31:09] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 73503063-72a0-4c90-992b-f0051246ff0d
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                  __---__
                                                               _-       /--______
                                                          __--( /     \ )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 --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=13 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 9 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  │ -1000       │ 1000        │                       │ 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: 4)                                                                 
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -16.0             │ -74.0                 │ -139.30856014291365 │ 8.0                  │ -16       │ -139.30856014291365 │ -74           │ 8            │ -274663.325305209 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 09:31:13 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-03 09:31:14 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-03 09:31:14 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.06 s/job
2025-11-03 09:31:14 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-03 09:31:14 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, starting new job                   
2025-11-03 09:31:14 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, started new job                    
2025-11-03 09:31:23 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, new result: RESULT: -222793.487696 
2025-11-03 09:31:24 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, finishing jobs, finished 1 job
2025-11-03 09:31:26 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, getting new HP set (no sbatch)
2025-11-03 09:31:26 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, requested 1 jobs, got 1, 1.39 s/job
2025-11-03 09:31:26 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, eval #1/1 start                    
2025-11-03 09:31:26 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, starting new job                   
2025-11-03 09:31:26 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, started new job                    
2025-11-03 09:31:35 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -222793.487695911, new result: RESULT: -274663.325305 
2025-11-03 09:31:36 (2961e5da-71e8-4eaf-bd89-cda0f18ce888): BOTORCH_MODULAR, best RESULT: -274663.325305209, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.220 │    1 │        0.220 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.152 │      │              │
│  Median │   0.152 │      │              │
│   Total │   0.304 │      │              │
│     Max │   0.220 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.058 │    1 │        1.058 │
│         2 │   1.394 │    1 │        1.394 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.226 │      │              │
│    Median │   1.226 │      │              │
│     Total │   2.452 │      │              │
│       Max │   1.394 │      │              │
│       Min │   1.058 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
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
1762162270,778.453125,27.2

`RESULT` (goal: minimize)

Best value: -274663.32530521
Achieved at:
- int_param = -16
- float_param = -139.30856014291
- int_param_two = -74
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-16	-10	-13	3	2
OO_Info_int_param_two	-80	-74	-77	3	2
OO_Info_float_param	-139.3086	-116.974	-128.1413	11.1673	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-274663.3253	-120887.8536	-179093.8588	55652.1702	6
int_param	-97	10	-24.8333	34.5225	6
float_param	-139.3086	-28.3571	-87.2335	39.7829	6
int_param_two	-100	-11	-64.5	30.6309	6
choice_param	4	8	7.3333	1.4907	6

/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 09:31:14,666) - Starting with JobEnvironment(job_id=91995, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 09:31:14,667) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/91995/91995_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -10, "float_param": -116.9740003836517, "int_param_two": -80, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-10' --float_param='-116.97400038365169905319' --choice_param='8' --int_param_two='-80' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762161805.4736152
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762162186.8828073
Last modification: 1762161805.4736152
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-10' --float_param='-116.97400038365169905319' --choice_param='8' --int_param_two='-80' --nr_results=1
stdout:
 OO-Info: int_param: -10
OO-Info: int_param_two: -80
OO-Info: float_param: -116.97400038365169905319
OO-Info: choice_param: 8
RESULT: -222793.487695911

stderr was empty
Result: {'RESULT': -222793.487695911}
Final-results: {'RESULT': -222793.487695911}
EXIT_CODE: 0
submitit INFO (2025-11-03 09:31:22,252) - Job completed successfully
submitit INFO (2025-11-03 09:31:22,253) - Exiting after successful completion