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…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-100	-100	-76.8405833…	16	2.1390722124…	-100	-76.8405833…	-100	16	1.356977772…

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

2026-07-20 19:34:16 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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
0,1784576032,2,fea1efbb-c9b2-4474-bae8-71e58df61f2f,1784576034,1784576040,6,./.tests/optimization_example  --int_param='0' --float_param='-7.55798220634460449219' --choice_param='2' --int_param_two='-13' --nr_results=2,0,,runnervm76tkm,0,-13,-7.5579822063446044921875,2,0_0,COMPLETED,SOBOL,1.942053198900000055004966270644,2.665042986500000044003400034853,0,-7.5579822063446044921875,-13,2
1,1784576043,2,fea1efbb-c9b2-4474-bae8-71e58df61f2f,1784576045,1784576051,6,./.tests/optimization_example  --int_param='-100' --float_param='-76.84058331616600412417' --choice_param='16' --int_param_two='-100' --nr_results=2,0,,runnervm76tkm,-100,-100,-76.840583316166004124170285649598,16,1_0,COMPLETED,BOTORCH_MODULAR,1.356977772739810017554873411427,2.139072212481070156542273252853,-100,-76.840583316166004124170285649598,-100,16


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 19:33:49] 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: 1015db1a-023b-4755-a438-f74dae3f076e
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ________________________________________________
| OmniOpt2 - Finding the sweet spot in the matrix. |
  ================================================
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                                                       \         ||           \______________/      _-_       //\__//
                                                         \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                           ~-----||====/~     |==================|       |/~~~~~
                                                            (_(__/  ./     /                    \_\      \.
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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 --disable_notifications
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=82 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      │   -100    │ -76.840583316166 │     -100      │      16      │ 1.35697777273981 │ 2.13907221248107 │
└─────────────┴───────────┴──────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 │   0.034 │    1 │        0.034 │
│         2 │   0.738 │    1 │        0.738 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.386 │      │              │
│    Median │   0.386 │      │              │
│     Total │   0.773 │      │              │
│       Max │   0.738 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.128 │    1 │        0.128 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.123 │      │              │
│  Median │   0.123 │      │              │
│   Total │   0.246 │      │              │
│     Max │   0.128 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 36s                                                                                                                               │
│    🏆 Best RESULT1: 1.35697777273981                                                                                                               │
│    🏆 Best RESULT2: 2.13907221248107                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/results.csv                                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:33:52 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, Started OmniOpt2 run...
2026-07-20 19:33:52 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, getting new HP set (no sbatch)
2026-07-20 19:33:52 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-20 19:33:52 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, eval #1/1 start                    
2026-07-20 19:33:52 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, starting new job                   
2026-07-20 19:33:52 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, started new job                    
2026-07-20 19:34:01 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, new result: RESULT1: 1.942053, RESULT2: 2.665043
2026-07-20 19:34:03 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-07-20 19:34:03 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-07-20 19:34:03 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.74 s/job
2026-07-20 19:34:03 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-07-20 19:34:03 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 1 done, starting new job                   
2026-07-20 19:34:04 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 1 done, started new job                    
2026-07-20 19:34:13 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.356978, RESULT2: 2.139072
2026-07-20 19:34:16 (fea1efbb-c9b2-4474-bae8-71e58df61f2f): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.128 │    1 │        0.128 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.123 │      │              │
│  Median │   0.123 │      │              │
│   Total │   0.246 │      │              │
│     Max │   0.128 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.034 │    1 │        0.034 │
│         2 │   0.738 │    1 │        0.738 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.386 │      │              │
│    Median │   0.386 │      │              │
│     Total │   0.773 │      │              │
│       Max │   0.738 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
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
nr_evals_per_arm	1
disable_notifications	True
dump_config	None
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
1784576029,753.0078125,28

! No notable correlations between parameters were found (threshold: |r| > 0.3).

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	0	-50	50	2
OO_Info_int_param_two	-100	-13	-56.5	43.5	2
OO_Info_float_param	-76.8406	-7.558	-42.1993	34.6413	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.357	1.9421	1.6495	0.2925	2
RESULT2	2.1391	2.665	2.4021	0.263	2
int_param	-100	0	-50	50	2
float_param	-76.8406	-7.558	-42.1993	34.6413	2
int_param_two	-100	-13	-56.5	43.5	2
choice_param	2	16	9	7	2

submitit INFO (2026-07-20 19:33:52,790) - Starting with JobEnvironment(job_id=132914, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:33:52,791) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/132914/132914_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": 0, "float_param": -7.5579822063446045, "int_param_two": -13, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='0' --float_param='-7.55798220634460449219' --choice_param='2' --int_param_two='-13' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784573437.5452595
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574129.8076525
Last modification: 1784573437.5452595
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='0' --float_param='-7.55798220634460449219' --choice_param='2' --int_param_two='-13' --nr_results=2
stdout:
 OO-Info: int_param: 0
OO-Info: int_param_two: -13
OO-Info: float_param: -7.55798220634460449219
OO-Info: choice_param: 2
RESULT1: 1.94205319888806
RESULT2: 2.6650429864853

stderr was empty
Result: {'RESULT1': 1.94205319888806, 'RESULT2': 2.6650429864853}
Final-results: {'RESULT1': 1.94205319888806, 'RESULT2': 2.6650429864853}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:34:00,560) - Job completed successfully
submitit INFO (2026-07-20 19:34:00,560) - Exiting after successful completion