OmniOpt2

Experiment overview

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

Best RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
10	-90	10.0	16	2.38709340928787	10	10.0	-90	16	1.58243659332311

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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
RESULT1	min
RESULT2	min

Last progressbar status

2025-11-04 14:43:36 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 919d52a3a619af9f3e3b814b906beca36562fc7c (9056-2-g919d52a3a)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1762267387,2,a78475c2-fde1-4a21-bb5e-a180a08b32df,1762267389,1762267395,6,./.tests/optimization_example  --int_param='-81' --float_param='-82.66897797584533691406' --choice_param='4' --int_param_two='-29' --nr_results=2,0,,runnervmf2e7y,-81,-29,-82.668977975845322703207784797996,4,0_0,COMPLETED,SOBOL,1.990458499699999883603140915511,2.061934964100000211573160413536,-81,-82.6689779758453369140625,-29,4
1,1762267402,2,a78475c2-fde1-4a21-bb5e-a180a08b32df,1762267404,1762267410,6,./.tests/optimization_example  --int_param='10' --float_param='10' --choice_param='16' --int_param_two='-90' --nr_results=2,0,,runnervmf2e7y,10,-90,10,16,1_0,COMPLETED,BOTORCH_MODULAR,1.582436593323109930153691493615,2.387093409287869949508831268759,10,10,-90,16


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

Current git-hash: 919d52a3a619af9f3e3b814b906beca36562fc7c (last fully tested stable version 2 commits ago [4234251da23ca4c1533f0765399f244bdc2000bc, 9056])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 14:43:02] 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: 3ea46dde-925c-4385-9f5b-9d148767c7c5
  _________________________________
| OmniOpt2 - Tuning like a maestro! |
  =================================
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                                       (____(____)
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans --transforms=Cont_X_trans --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --result_names RESULT1=min RESULT2=min --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_Cont_X_trans&run_nr=56 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR 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=2
                                       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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
                                           Pareto-Front for RESULT1/RESULT2:                                           
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃      RESULT1       ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -81    │ -82.66897797584534 │      -29      │      4       │ 1.9904584996999999 │   2.0619349641   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │    10     │         10         │      -90      │      16      │  1.58243659332311  │ 2.38709340928787 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
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 │   0.971 │    1 │        0.971 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.493 │      │              │
│    Median │   0.493 │      │              │
│     Total │   0.986 │      │              │
│       Max │   0.971 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.224 │    1 │        0.224 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.169 │      │              │
│  Median │   0.169 │      │              │
│   Total │   0.338 │      │              │
│     Max │   0.224 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 14:43:07 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, Started OmniOpt2 run...
2025-11-04 14:43:07 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, getting new HP set (no sbatch)
2025-11-04 14:43:07 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-04 14:43:07 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, eval #1/1 start                    
2025-11-04 14:43:07 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, starting new job                   
2025-11-04 14:43:08 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, started new job                    
2025-11-04 14:43:17 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, new result: RESULT1: 1.990458, RESULT2: 2.061935
2025-11-04 14:43:21 (a78475c2-fde1-4a21-bb5e-a180a08b32df): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-11-04 14:43:22 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-11-04 14:43:22 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.97 s/job
2025-11-04 14:43:22 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-11-04 14:43:22 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 1 done, starting new job                   
2025-11-04 14:43:22 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 1 done, started new job                    
2025-11-04 14:43:31 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.582437, RESULT2: 2.387093
2025-11-04 14:43:36 (a78475c2-fde1-4a21-bb5e-a180a08b32df): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.224 │    1 │        0.224 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.169 │      │              │
│  Median │   0.169 │      │              │
│   Total │   0.338 │      │              │
│     Max │   0.224 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.971 │    1 │        0.971 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.493 │      │              │
│    Median │   0.493 │      │              │
│     Total │   0.986 │      │              │
│       Max │   0.971 │      │              │
│       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	TRANSFORMS_Cont_X_trans
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	BOTORCH_MODULAR
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	['RESULT1=min', 'RESULT2=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	['Cont_X_trans']
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
1762267383,775.77734375,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-81	10	-35.5	45.5	2
OO_Info_int_param_two	-90	-29	-59.5	30.5	2
OO_Info_float_param	-82.669	10	-36.3345	46.3345	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.5824	1.9905	1.7864	0.204	2
RESULT2	2.0619	2.3871	2.2245	0.1626	2
int_param	-81	10	-35.5	45.5	2
float_param	-82.669	10	-36.3345	46.3345	2
int_param_two	-90	-29	-59.5	30.5	2
choice_param	4	16	10	6	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 14:43:08,412) - Starting with JobEnvironment(job_id=151589, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 14:43:08,412) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/151589/151589_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -81, "float_param": -82.66897797584534, "int_param_two": -29, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-81' --float_param='-82.66897797584533691406' --choice_param='4' --int_param_two='-29' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762264833.9435267
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762265272.4546783
Last modification: 1762264833.9435267
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-81' --float_param='-82.66897797584533691406' --choice_param='4' --int_param_two='-29' --nr_results=2
stdout:
 OO-Info: int_param: -81
OO-Info: int_param_two: -29
OO-Info: float_param: -82.66897797584533691406
OO-Info: choice_param: 4
RESULT1: 1.9904584997139
RESULT2: 2.06193496412331

stderr was empty
Result: {'RESULT1': 1.9904584997139, 'RESULT2': 2.06193496412331}
Final-results: {'RESULT1': 1.9904584997139, 'RESULT2': 2.06193496412331}
EXIT_CODE: 0
submitit INFO (2025-11-04 14:43:15,995) - Job completed successfully
submitit INFO (2025-11-04 14:43:15,995) - Exiting after successful completion