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
-99	10	4.029221884548336	16	2.98654295396724	-99	4.029221884548335	10	16	1.28659023305318

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

2025-12-28 18:36:14 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 9c0a25172e3c44bd98f8651b1fb4dd8f983da9ed (9205-1-g9c0a25172)

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
0,1766946950,2,9ae7c50c-4c30-4302-aafe-0b1b74692e6d,1766946952,1766946958,6,./.tests/optimization_example  --int_param='-23' --float_param='-35.28551280498504638672' --choice_param='4' --int_param_two='-90' --nr_results=2,0,,runnervmdwttx,-23,-90,-35.28551280498504638671875,4,0_0,COMPLETED,SOBOL,1.863857430499999967565827319049,2.529303698200000116713681563851,-23,-35.28551280498504638671875,-90,4
1,1766946962,2,9ae7c50c-4c30-4302-aafe-0b1b74692e6d,1766946964,1766946970,6,./.tests/optimization_example  --int_param='-99' --float_param='4.02922188454833474225' --choice_param='16' --int_param_two='10' --nr_results=2,0,,runnervmdwttx,-99,10,4.029221884548335630427118303487,16,1_0,COMPLETED,BOTORCH_MODULAR,1.286590233053179987976477605116,2.986542953967239899526475710445,-99,4.029221884548334742248698603362,10,16


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

Current git-hash: 9c0a25172e3c44bd98f8651b1fb4dd8f983da9ed (last fully tested stable version 1 commit ago [c53538d72fd964f91794defe73be612acdc56009, 9205])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 18:35:47] 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: 1e523b24-783b-4afb-883b-4874d61911d5
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
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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=244 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      │    -23    │ -35.285512804985046 │      -90      │      4       │   1.8638574305   │   2.5293036982   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    -99    │  4.029221884548335  │      10       │      16      │ 1.28659023305318 │ 2.98654295396724 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 │   0.032 │    1 │        0.032 │
│         2 │   0.628 │    1 │        0.628 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.330 │      │              │
│    Median │   0.330 │      │              │
│     Total │   0.659 │      │              │
│       Max │   0.628 │      │              │
│       Min │   0.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.102 │    1 │        0.102 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.207 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.102 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-28 18:35:50 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, Started OmniOpt2 run...
2025-12-28 18:35:50 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, getting new HP set (no sbatch)
2025-12-28 18:35:50 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 18:35:50 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, eval #1/1 start                    
2025-12-28 18:35:50 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, starting new job                   
2025-12-28 18:35:51 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, started new job                    
2025-12-28 18:36:00 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, new result: RESULT1: 1.863857, RESULT2: 2.529304
2025-12-28 18:36:01 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-12-28 18:36:02 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-12-28 18:36:02 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.63 s/job
2025-12-28 18:36:02 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-12-28 18:36:02 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 1 done, starting new job                   
2025-12-28 18:36:02 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 1 done, started new job                    
2025-12-28 18:36:11 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.286590, RESULT2: 2.986543
2025-12-28 18:36:14 (9ae7c50c-4c30-4302-aafe-0b1b74692e6d): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.102 │    1 │        0.102 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.207 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.102 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.032 │    1 │        0.032 │
│         2 │   0.628 │    1 │        0.628 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.330 │      │              │
│    Median │   0.330 │      │              │
│     Total │   0.659 │      │              │
│       Max │   0.628 │      │              │
│       Min │   0.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766946948,756.3359375,28.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-99	-23	-61	38	2
OO_Info_int_param_two	-90	10	-40	50	2
OO_Info_float_param	-35.2855	4.0292	-15.6281	19.6574	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.2866	1.8639	1.5752	0.2886	2
RESULT2	2.5293	2.9865	2.7579	0.2286	2
int_param	-99	-23	-61	38	2
float_param	-35.2855	4.0292	-15.6281	19.6574	2
int_param_two	-90	10	-40	50	2
choice_param	4	16	10	6	2

submitit INFO (2025-12-28 18:35:51,314) - Starting with JobEnvironment(job_id=133192, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 18:35:51,314) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/133192/133192_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -23, "float_param": -35.285512804985046, "int_param_two": -90, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-23' --float_param='-35.28551280498504638672' --choice_param='4' --int_param_two='-90' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766944313.2693803
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766945074.9217126
Last modification: 1766944313.2693803
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-23' --float_param='-35.28551280498504638672' --choice_param='4' --int_param_two='-90' --nr_results=2
stdout:
 OO-Info: int_param: -23
OO-Info: int_param_two: -90
OO-Info: float_param: -35.28551280498504638672
OO-Info: choice_param: 4
RESULT1: 1.86385743047959
RESULT2: 2.52930369819248

stderr was empty
Result: {'RESULT1': 1.86385743047959, 'RESULT2': 2.52930369819248}
Final-results: {'RESULT1': 1.86385743047959, 'RESULT2': 2.52930369819248}
EXIT_CODE: 0
submitit INFO (2025-12-28 18:35:58,878) - Job completed successfully
submitit INFO (2025-12-28 18:35:58,878) - Exiting after successful completion