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
-100.0	-11.0	-612.0598645697305	4.0	-100	-612.0598645697306	-11	4	-3920757.68462814

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

2025-11-26 13:55:18 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -3920757.68462814, finishing jobs, finished 1 job

Git-Version

Commit: 329e5287f0ba30e8386d9869cb3f341679513859 (9092-13-g329e5287f)

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,-122080.752061602004687301814556121826,-67,0.9721958637237548828125,-79,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-97504.622411830801866017282009124756,-14,-91.643521465140537429761025123298,2,1
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-109743.720000000001164153218269348145,2,10,-100,4
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-135451.720000000001164153218269348145,-100,10,-45,4
4,1764165294,2,1a272753-cec4-40d1-99c2-fbcb6e80e621,1764165296,1764165302,6,./.tests/optimization_example  --int_param='-100' --float_param='-462.42667840415418822886' --choice_param='4' --int_param_two='-16' --nr_results=1,0,,runnervmg1sw1,-100,-16,-462.426678404154188228858401998878,4,4_0,COMPLETED,BOTORCH_MODULAR,-2299801.916839410085231065750122070312,-100,-462.426678404154188228858401998878,-16,4
5,1764165307,2,1a272753-cec4-40d1-99c2-fbcb6e80e621,1764165309,1764165315,6,./.tests/optimization_example  --int_param='-100' --float_param='-612.05986456973062104225' --choice_param='4' --int_param_two='-11' --nr_results=1,0,,runnervmg1sw1,-100,-11,-612.059864569730507355416193604469,4,5_0,COMPLETED,BOTORCH_MODULAR,-3920757.6846281401813030242919921875,-100,-612.059864569730621042253915220499,-11,4


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

Current git-hash: 329e5287f0ba30e8386d9869cb3f341679513859 (last fully tested stable version 13 commits ago [49f363966854052274c101fbfc2cfa1309f50d21, 9092])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-26 13:54:48] 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: ea931a0f-3429-494f-ab88-e2f400781556
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a Jedi: Feel the force of  |
| the optimal values.                               |
 \                                                 /
  =================================================
                                                   \
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                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| 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=1009 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ -11.0                 │ -612.0598645697305  │ 4.0                  │ -100      │ -612.0598645697306 │ -11           │ 4            │ -3920757.68462814 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 13:54:53 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-26 13:54:54 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-26 13:54:54 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.69 s/job
2025-11-26 13:54:54 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-26 13:54:54 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, starting new job                   
2025-11-26 13:54:54 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, started new job                    
2025-11-26 13:55:03 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, new result: RESULT: -2299801.916839
2025-11-26 13:55:06 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, finishing jobs, finished 1 job
2025-11-26 13:55:07 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, getting new HP set (no sbatch)
2025-11-26 13:55:07 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, requested 1 jobs, got 1, 0.84 s/job
2025-11-26 13:55:07 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, eval #1/1 start                    
2025-11-26 13:55:07 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, starting new job                   
2025-11-26 13:55:07 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, started new job                    
2025-11-26 13:55:16 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -2299801.91683941, new result: RESULT: -3920757.684628
2025-11-26 13:55:18 (1a272753-cec4-40d1-99c2-fbcb6e80e621): BOTORCH_MODULAR, best RESULT: -3920757.68462814, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.230 │    1 │        0.230 │
│       2 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.161 │      │              │
│  Median │   0.161 │      │              │
│   Total │   0.321 │      │              │
│     Max │   0.230 │      │              │
│     Min │   0.091 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.691 │    1 │        0.691 │
│         2 │   0.837 │    1 │        0.837 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.764 │      │              │
│    Median │   0.764 │      │              │
│     Total │   1.527 │      │              │
│       Max │   0.837 │      │              │
│       Min │   0.691 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1764165289,785.0390625,27.1

`RESULT` (goal: minimize)

Best value: -3920757.6846281
Achieved at:
- int_param = -100
- float_param = -612.05986456973
- int_param_two = -11
- choice_param = 4

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	-16	-11	-13.5	2.5	2
OO_Info_float_param	-612.0599	-462.4267	-537.2433	74.8166	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-3920757.6846	-97504.6224	-1114223.4027	1487014.2706	6
int_param	-100	2	-63.1667	42.3258	6
float_param	-612.0599	10	-190.8596	251.1609	6
int_param_two	-100	2	-41.5	37.2234	6
choice_param	1	4	3.5	1.118	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 (2025-11-26 13:54:55,158) - Starting with JobEnvironment(job_id=92462, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-26 13:54:55,158) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/92462/92462_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -462.4266784041542, "int_param_two": -16, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-462.42667840415418822886' --choice_param='4' --int_param_two='-16' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1764164812.8685617
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1764165199.7963893
Last modification: 1764164812.8685617
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-462.42667840415418822886' --choice_param='4' --int_param_two='-16' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -16
OO-Info: float_param: -462.42667840415418822886
OO-Info: choice_param: 4
RESULT: -2299801.91683941

stderr was empty
Result: {'RESULT': -2299801.91683941}
Final-results: {'RESULT': -2299801.91683941}
EXIT_CODE: 0
submitit INFO (2025-11-26 13:55:02,858) - Job completed successfully
submitit INFO (2025-11-26 13:55:02,858) - Exiting after successful completion