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
10.0	-100.0	1000.0	hallo	10	1000.0	-100	hallo	-10010192.52

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

2025-11-27 11:30:18 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -10010192.52, finishing jobs, finished 1 job

Git-Version

Commit: 295a941be2849d56cd13184aa0de9ffc12b8e21e (9107-15-g295a941be)

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,-11022.704326387100081774406135082245,-24,-8.60655844211578369140625,10,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-234716.321842425008071586489677429199,-80,-76.687331846758681308529048692435,-93,hallo
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-222876.519999999989522621035575866699,-12,-100,-100,hallo
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-203492.519999999989522621035575866699,-88,-100,-20,hallo
4,1764242985,2,7a0bb9ed-a4e2-4846-9411-dac6311c0886,1764242987,1764242993,6,./.tests/optimization_example  --int_param='-100' --float_param='911.98007369753099737864' --choice_param='hallo' --int_param_two='-100' --nr_results=1,0,,runnervmg1sw1,-100,-100,911.980073697530997378635220229626,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-8446291.06084378995001316070556640625,-100,911.980073697530997378635220229626,-100,hallo
5,1764242998,1,7a0bb9ed-a4e2-4846-9411-dac6311c0886,1764242999,1764243006,7,./.tests/optimization_example  --int_param='10' --float_param='1000' --choice_param='hallo' --int_param_two='-100' --nr_results=1,0,,runnervmg1sw1,10,-100,1000,hallo,5_0,COMPLETED,BOTORCH_MODULAR,-10010192.5199999995529651641845703125,10,1000,-100,hallo


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

Current git-hash: 295a941be2849d56cd13184aa0de9ffc12b8e21e (last fully tested stable version 15 commits ago [dabdf652ed0b620f311c987c39e89051be9e8c31, 9107])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-27 11:29:37] 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: 6924ad24-74e7-4a29-9d32-8db41c021f4e
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: part science, p |
| art sorcery.                                      |
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  =================================================
                                                  \
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                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \o/\ /---~\\ ~}}
                                                        _//    _// ~}
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=1076 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       ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 10.0              │ -100.0                │ 1000.0              │ hallo                │ 10        │ 1000.0      │ -100          │ hallo        │ -10010192.52 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
Not printing sixel graphics in CI
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-27 11:29:45 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-27 11:29:45 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-27 11:29:45 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.77 s/job
2025-11-27 11:29:45 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-27 11:29:45 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, starting new job                   
2025-11-27 11:29:46 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, started new job                    
2025-11-27 11:29:55 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, new result: RESULT: -8446291.060844
2025-11-27 11:29:57 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, finishing jobs, finished 1 job
2025-11-27 11:29:58 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, getting new HP set (no sbatch)
2025-11-27 11:29:58 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, requested 1 jobs, got 1, 0.68 s/job
2025-11-27 11:29:58 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, eval #1/1 start                    
2025-11-27 11:29:58 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, starting new job                   
2025-11-27 11:29:58 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, started new job                    
2025-11-27 11:30:07 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -8446291.06084379, new result: RESULT: -10010192.520000
2025-11-27 11:30:18 (7a0bb9ed-a4e2-4846-9411-dac6311c0886): BOTORCH_MODULAR, best RESULT: -10010192.52, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.225 │    1 │        0.225 │
│       2 │   0.089 │    1 │        0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.157 │      │              │
│  Median │   0.157 │      │              │
│   Total │   0.314 │      │              │
│     Max │   0.225 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.774 │    1 │        0.774 │
│         2 │   0.684 │    1 │        0.684 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.729 │      │              │
│    Median │   0.729 │      │              │
│     Total │   1.458 │      │              │
│       Max │   0.774 │      │              │
│       Min │   0.684 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1764242979,784.6171875,27

`RESULT` (goal: minimize)

Best value: -10010192.52
Achieved at:
- int_param = 10
- float_param = 1000
- int_param_two = -100
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	911.9801	1000	955.99	44.01	2
OO_Info_choice_param	No numerical statistics available
RESULT	-10010192.52	-11022.7043	-3188098.6078	4295467.5138	6
int_param	-100	10	-49	41.9484	6
float_param	-100	1000	271.1144	485.9089	6
int_param_two	-100	10	-67.1667	44.8717	6
choice_param	No numerical statistics available

/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 (2025-11-27 11:29:46,326) - Starting with JobEnvironment(job_id=94721, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-27 11:29:46,326) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/94721/94721_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": 911.980073697531, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='911.98007369753099737864' --choice_param='hallo' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1764242519.338036
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1764242877.2249966
Last modification: 1764242519.338036
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='911.98007369753099737864' --choice_param='hallo' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 911.98007369753099737864
OO-Info: choice_param: hallo
RESULT: -8446291.06084379

stderr was empty
Result: {'RESULT': -8446291.06084379}
Final-results: {'RESULT': -8446291.06084379}
EXIT_CODE: 0
submitit INFO (2025-11-27 11:29:53,846) - Job completed successfully
submitit INFO (2025-11-27 11:29:53,846) - Exiting after successful completion