OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	TPE
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 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
-81	-39	-4.705463656791864	16	-81	-4.7054636567918635	-39	16	-95570.0802479331

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	1	1

Experiment parameters

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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-04 18:48:44 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -95570.0802479331, finishing jobs, finished 1 job

Git-Version

Commit: 7a7a36b0d71c0f21242cd3e193c84e6375482517 (9068-1-g7a7a36b0d)

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
0,1762282101,2,fd5f83de-3f92-46d8-8993-db7b31f868d8,1762282103,1762282109,6,./.tests/optimization_example  --int_param='-34' --float_param='-10.22833108901977539062' --choice_param='16' --int_param_two='-17' --nr_results=1,0,,runnervmf2e7y,-34,-17,-10.228331089019775390625,16,0_0,COMPLETED,SOBOL,-23820.740677568101091310381889343262,-34,-10.228331089019775390625,-17,16
1,1762282113,2,fd5f83de-3f92-46d8-8993-db7b31f868d8,1762282115,1762282121,6,./.tests/optimization_example  --int_param='-81' --float_param='-4.70546365679186351372' --choice_param='16' --int_param_two='-39' --nr_results=1,0,,runnervmf2e7y,-81,-39,-4.705463656791864401895963965217,16,1_0,COMPLETED,EXTERNAL_GENERATOR,-95570.080247933103237301111221313477,-81,-4.705463656791863513717544265091,-39,16


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

Current git-hash: 7a7a36b0d71c0f21242cd3e193c84e6375482517 (last fully tested stable version 1 commit ago [af2b4cb25b8d35235e262d335d5126968ff4d55b, 9068])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:48:17] 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: ecc116fd-3d2a-46af-b0af-f457d46c6a8b
  _________________________________________________
 /                                                 \
| OmniOpt2 - Walking the fine line between overfit  |
| and underfit like a tightrope artist.             |
 \                                                 /
  =================================================
                                                  \
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                                                     \
                                                         .    _  .
                                                        |\_|/__/|
                                                        / / \/ \  \
                                                       /__|O||O|__ \
                                                      |/_ \_/\_/ _\ |
                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
                                                       |          ||
                                                       |          ||\
                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --model=TPE --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TPE&run_nr=75 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then TPE for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Error loading experiment state: Function __main__.decode_if_base64() parameter 
input_str="None" violates type hint , as  "None" not instance of str.
                                     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)                                                                          
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -81               │ -39                   │ -4.705463656791864  │ 16                   │ -81       │ -4.7054636567918635 │ -39           │ 16           │ -95570.0802479331 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │   0.015 │    1 │        0.015 │
│         2 │   0.821 │    1 │        0.821 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.418 │      │              │
│    Median │   0.418 │      │              │
│     Total │   0.836 │      │              │
│       Max │   0.821 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.151 │      │              │
│  Median │   0.151 │      │              │
│   Total │   0.303 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 18:48:21 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, Started OmniOpt2 run...
2025-11-04 18:48:21 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:48:21 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:48:21 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, eval #1/1 start                    
2025-11-04 18:48:21 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, starting new job                   
2025-11-04 18:48:21 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, started new job                    
2025-11-04 18:48:30 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, new result: RESULT: -23820.740678  
2025-11-04 18:48:32 (fd5f83de-3f92-46d8-8993-db7b31f868d8): SOBOL, best RESULT: -23820.7406775681, finishing jobs, finished 1 job
2025-11-04 18:48:33 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -23820.7406775681, getting new HP set (no sbatch)
2025-11-04 18:48:33 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -23820.7406775681, requested 1 jobs, got 1, 0.82 s/job
2025-11-04 18:48:33 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -23820.7406775681, eval #1/1 start                    
2025-11-04 18:48:33 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -23820.7406775681, starting new job                   
2025-11-04 18:48:33 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -23820.7406775681, started new job                    
2025-11-04 18:48:42 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -23820.7406775681, new result: RESULT: -95570.080248  
2025-11-04 18:48:44 (fd5f83de-3f92-46d8-8993-db7b31f868d8): EXTERNAL_GENERATOR, best RESULT: -95570.0802479331, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.151 │      │              │
│  Median │   0.151 │      │              │
│   Total │   0.303 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.821 │    1 │        0.821 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.418 │      │              │
│    Median │   0.418 │      │              │
│     Total │   0.836 │      │              │
│       Max │   0.821 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	TPE
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	TPE
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	True
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
1762282098,775.88671875,27.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-81	-34	-57.5	23.5	2
OO_Info_int_param_two	-39	-17	-28	11	2
OO_Info_float_param	-10.2283	-4.7055	-7.4669	2.7614	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-95570.0802	-23820.7407	-59695.4105	35874.6698	2
int_param	-81	-34	-57.5	23.5	2
float_param	-10.2283	-4.7055	-7.4669	2.7614	2
int_param_two	-39	-17	-28	11	2
choice_param	16	16	16	0	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 (2025-11-04 18:48:22,201) - Starting with JobEnvironment(job_id=144583, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:48:22,201) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0/single_runs/144583/144583_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -34, "float_param": -10.228331089019775, "int_param_two": -17, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-34' --float_param='-10.22833108901977539062' --choice_param='16' --int_param_two='-17' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762279552.2851512
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762280054.6522744
Last modification: 1762279552.2851512
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-34' --float_param='-10.22833108901977539062' --choice_param='16' --int_param_two='-17' --nr_results=1
stdout:
 OO-Info: int_param: -34
OO-Info: int_param_two: -17
OO-Info: float_param: -10.22833108901977539062
OO-Info: choice_param: 16
RESULT: -23820.7406775681

stderr was empty
Result: {'RESULT': -23820.7406775681}
Final-results: {'RESULT': -23820.7406775681}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:48:29,748) - Job completed successfully
submitit INFO (2025-11-04 18:48:29,748) - Exiting after successful completion