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	10	-6.562917194212673	1	2.22354704686174	10	-6.562917194212673	10	1	1.16211897374979

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

2025-11-27 14:17:21 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 359c0bec91c129ab01eb6a0644e046b6ae817f02 (9123-1-g359c0bec9)

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
0,1764253008,2,f4758708-1757-40ab-802e-2a025daa447d,1764253010,1764253016,6,./.tests/optimization_example  --int_param='-85' --float_param='-78.10997530817985534668' --choice_param='4' --int_param_two='-74' --nr_results=2,0,,runnervmg1sw1,-85,-74,-78.1099753081798553466796875,4,0_0,COMPLETED,SOBOL,1.731892925999999999220335666905,2.461562150699999840242071513785,-85,-78.1099753081798553466796875,-74,4
1,1764253026,2,f4758708-1757-40ab-802e-2a025daa447d,1764253028,1764253034,6,./.tests/optimization_example  --int_param='10' --float_param='-6.56291719421267316648' --choice_param='1' --int_param_two='10' --nr_results=2,0,,runnervmg1sw1,10,10,-6.562917194212673166475724428892,1,1_0,COMPLETED,BOTORCH_MODULAR,1.162118973749789896388051602116,2.223547046861740206225022120634,10,-6.562917194212673166475724428892,10,1


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

Current git-hash: 359c0bec91c129ab01eb6a0644e046b6ae817f02 (last fully tested stable version 1 commit ago [149338e20c0f6b4e7b249fcb8ee3d494e899b2b1, 9123])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-27 14:16:41] 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: 6ebeac28-5c07-4591-b9fc-49b38ee36430
  _______________________________________
| OmniOpt2 - Turning knobs since day one! |
  =======================================
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                                           \-\    ___/    XXXXXX              '--- XXXXXX
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                                                   \XXXXX--__/              __-- XXXX/
                                                    -XXXXXXXX---------------  XXXXXX-
                                                       \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                         ""VXXXXXXXXXXXXXXXXXXV""
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans_Y_trans --transforms=Cont_X_trans_Y_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_Y_trans/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_Cont_X_trans_Y_trans&run_nr=133 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    10     │ -6.562917194212673 │      10       │      1       │ 1.16211897374979 │ 2.22354704686174 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 │   0.045 │    1 │        0.045 │
│         2 │   0.651 │    1 │        0.651 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.348 │      │              │
│    Median │   0.348 │      │              │
│     Total │   0.696 │      │              │
│       Max │   0.651 │      │              │
│       Min │   0.045 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.223 │    1 │        0.223 │
│       2 │   0.116 │    1 │        0.116 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.169 │      │              │
│  Median │   0.169 │      │              │
│   Total │   0.338 │      │              │
│     Max │   0.223 │      │              │
│     Min │   0.116 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-27 14:16:48 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, Started OmniOpt2 run...
2025-11-27 14:16:48 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, getting new HP set (no sbatch)
2025-11-27 14:16:48 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2025-11-27 14:16:48 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, eval #1/1 start                    
2025-11-27 14:16:48 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, starting new job                   
2025-11-27 14:16:49 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, started new job                    
2025-11-27 14:16:58 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, new result: RESULT1: 1.731893, RESULT2: 2.461562
2025-11-27 14:17:05 (f4758708-1757-40ab-802e-2a025daa447d): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-11-27 14:17:06 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-11-27 14:17:06 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.65 s/job
2025-11-27 14:17:06 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-11-27 14:17:06 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 1 done, starting new job                   
2025-11-27 14:17:06 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 1 done, started new job                    
2025-11-27 14:17:15 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.162119, RESULT2: 2.223547
2025-11-27 14:17:21 (f4758708-1757-40ab-802e-2a025daa447d): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.223 │    1 │        0.223 │
│       2 │   0.116 │    1 │        0.116 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.169 │      │              │
│  Median │   0.169 │      │              │
│   Total │   0.338 │      │              │
│     Max │   0.223 │      │              │
│     Min │   0.116 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.045 │    1 │        0.045 │
│         2 │   0.651 │    1 │        0.651 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.348 │      │              │
│    Median │   0.348 │      │              │
│     Total │   0.696 │      │              │
│       Max │   0.651 │      │              │
│       Min │   0.045 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_Y_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_Y_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
1764253002,782.5703125,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-85	10	-37.5	47.5	2
OO_Info_int_param_two	-74	10	-32	42	2
OO_Info_float_param	-78.11	-6.5629	-42.3364	35.7735	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.1621	1.7319	1.447	0.2849	2
RESULT2	2.2235	2.4616	2.3426	0.119	2
int_param	-85	10	-37.5	47.5	2
float_param	-78.11	-6.5629	-42.3364	35.7735	2
int_param_two	-74	10	-32	42	2
choice_param	1	4	2.5	1.5	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 (2025-11-27 14:16:49,322) - Starting with JobEnvironment(job_id=156468, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-27 14:16:49,322) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/156468/156468_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -85, "float_param": -78.10997530817986, "int_param_two": -74, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-85' --float_param='-78.10997530817985534668' --choice_param='4' --int_param_two='-74' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1764250366.3408113
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1764250700.9295845
Last modification: 1764250366.3408113
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-85' --float_param='-78.10997530817985534668' --choice_param='4' --int_param_two='-74' --nr_results=2
stdout:
 OO-Info: int_param: -85
OO-Info: int_param_two: -74
OO-Info: float_param: -78.10997530817985534668
OO-Info: choice_param: 4
RESULT1: 1.73189292599364
RESULT2: 2.46156215071412

stderr was empty
Result: {'RESULT1': 1.73189292599364, 'RESULT2': 2.46156215071412}
Final-results: {'RESULT1': 1.73189292599364, 'RESULT2': 2.46156215071412}
EXIT_CODE: 0
submitit INFO (2025-11-27 14:16:56,802) - Job completed successfully
submitit INFO (2025-11-27 14:16:56,802) - Exiting after successful completion