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	-100	-100.0	8	2.20592953716138	10	-100.0	-100	8	1.052816612254

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

2026-02-15 05:44:54 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (9230)

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
0,1771134270,2,3f839bb1-37ab-45b0-b694-00bcb3ba8799,1771134272,1771134278,6,./.tests/optimization_example  --int_param='-55' --float_param='2.46852278709411621094' --choice_param='16' --int_param_two='-36' --nr_results=2,0,,runnervmn36qa,-55,-36,2.4685227870941162109375,16,0_0,COMPLETED,SOBOL,1.467818367400000045819297156413,2.808060627799999764420135761611,-55,2.4685227870941162109375,-36,16
1,1771134282,1,3f839bb1-37ab-45b0-b694-00bcb3ba8799,1771134283,1771134289,6,./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=2,0,,runnervmn36qa,10,-100,-100,8,1_0,COMPLETED,BOTORCH_MODULAR,1.052816612253999917214741799398,2.205929537161380071808025604696,10,-100,-100,8


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-15 05:44:27] 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: 3eb8194a-c3fa-49e5-8ad7-33ad27badd3f
  _________________________________________________
 /                                                 \
| OmniOpt2 - Machine, data, parameters – the holy t |
| rinity of truth.                                  |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
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=2 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     │    -100     │     -100      │      8       │ 1.052816612254 │ 2.20592953716138 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────────┴──────────────────┘
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 │   0.030 │    1 │        0.030 │
│         2 │   0.632 │    1 │        0.632 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.331 │      │              │
│    Median │   0.331 │      │              │
│     Total │   0.662 │      │              │
│       Max │   0.632 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.096 │    1 │        0.096 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.104 │      │              │
│  Median │   0.104 │      │              │
│   Total │   0.208 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.096 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-02-15 05:44:30 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, Started OmniOpt2 run...
2026-02-15 05:44:30 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, getting new HP set (no sbatch)
2026-02-15 05:44:30 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-02-15 05:44:30 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, eval #1/1 start                    
2026-02-15 05:44:30 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, starting new job                   
2026-02-15 05:44:30 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, started new job                    
2026-02-15 05:44:39 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, new result: RESULT1: 1.467818, RESULT2: 2.808061
2026-02-15 05:44:41 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-02-15 05:44:41 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-02-15 05:44:41 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.63 s/job
2026-02-15 05:44:41 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-02-15 05:44:42 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 1 done, starting new job                   
2026-02-15 05:44:42 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 1 done, started new job                    
2026-02-15 05:44:51 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.052817, RESULT2: 2.205930
2026-02-15 05:44:54 (3f839bb1-37ab-45b0-b694-00bcb3ba8799): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.096 │    1 │        0.096 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.104 │      │              │
│  Median │   0.104 │      │              │
│   Total │   0.208 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.096 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.632 │    1 │        0.632 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.331 │      │              │
│    Median │   0.331 │      │              │
│     Total │   0.662 │      │              │
│       Max │   0.632 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1771134267,766.1328125,28.5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-55	10	-22.5	32.5	2
OO_Info_int_param_two	-100	-36	-68	32	2
OO_Info_float_param	-100	2.4685	-48.7657	51.2343	2
OO_Info_choice_param	8	16	12	4	2
RESULT1	1.0528	1.4678	1.2603	0.2075	2
RESULT2	2.2059	2.8081	2.507	0.3011	2
int_param	-55	10	-22.5	32.5	2
float_param	-100	2.4685	-48.7657	51.2343	2
int_param_two	-100	-36	-68	32	2
choice_param	8	16	12	4	2

submitit INFO (2026-02-15 05:44:31,051) - Starting with JobEnvironment(job_id=130393, hostname=runnervmn36qa, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-15 05:44:31,051) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/130393/130393_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -55, "float_param": 2.468522787094116, "int_param_two": -36, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-55' --float_param='2.46852278709411621094' --choice_param='16' --int_param_two='-36' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1771131686.1722562
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1771132373.6367443
Last modification: 1771131686.1722562
Hostname: runnervmn36qa
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-55' --float_param='2.46852278709411621094' --choice_param='16' --int_param_two='-36' --nr_results=2
stdout:
 OO-Info: int_param: -55
OO-Info: int_param_two: -36
OO-Info: float_param: 2.46852278709411621094
OO-Info: choice_param: 16
RESULT1: 1.46781836736864
RESULT2: 2.80806062775397

stderr was empty
Result: {'RESULT1': 1.46781836736864, 'RESULT2': 2.80806062775397}
Final-results: {'RESULT1': 1.46781836736864, 'RESULT2': 2.80806062775397}
EXIT_CODE: 0
submitit INFO (2026-02-15 05:44:38,709) - Job completed successfully
submitit INFO (2026-02-15 05:44:38,709) - Exiting after successful completion