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_floa…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
-67	1	-83.99011328…	8	2.4213145551	-67	-83.99011328…	1	8	1.5201190445

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

2026-08-10 07:35:20 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 0ee5cf254f714a0b95d0209083fdd2f6d3da19f7 (9429-1-g0ee5cf254)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1786347296,2,c4476755-19fc-422a-8ed6-4e51b56ea9aa,1786347298,1786347304,6,./.tests/optimization_example  --int_param='-67' --float_param='-83.99011328816413879395' --choice_param='8' --int_param_two='1' --nr_results=2,0,,runnervmvrwv9,-67,1,-83.990113288164124583090597297996,8,0_0,COMPLETED,SOBOL,2.421314555099999932252785583842,1.520119044499999905184495219146,-67,-83.9901132881641387939453125,1,8
1,1786347308,1,c4476755-19fc-422a-8ed6-4e51b56ea9aa,1786347309,1786347315,6,./.tests/optimization_example  --int_param='10' --float_param='10' --choice_param='16' --int_param_two='-100' --nr_results=2,0,,runnervmvrwv9,10,-100,10,16,1_0,COMPLETED,BOTORCH_MODULAR,2.441765463302969951797649628134,1.741892297825869961869216240302,10,10,-100,16

config_objectives not found


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


/span>Current git-hash: 0ee5cf254f714a0b95d0209083fdd2f6d3da19f7 (last fully tested stable version 1 commit ago [a8b8249cb96b9a463ce0aacb00c08f5e88f4a047, 9429])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-10 07:34:53] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 9a3d7a27-8e55-4aa4-8b76-1a00ac515a3f
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a pirate - arr, where be t |
| he optimal values?                                |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \o/\ /---~\\ ~}}
                                                        _//    _// ~}
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=41 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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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      │    -67    │ -83.99011328816414 │       1       │      8       │ 1.5201190445 │ 2.4213145551 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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 │   0.049 │    1 │        0.049 │
│         2 │   1.139 │    1 │        1.139 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.594 │      │              │
│    Median │   0.594 │      │              │
│     Total │   1.189 │      │              │
│       Max │   1.139 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.295 │    1 │        0.295 │
│       2 │   0.123 │    1 │        0.123 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.209 │      │              │
│  Median │   0.209 │      │              │
│   Total │   0.418 │      │              │
│     Max │   0.295 │      │              │
│     Min │   0.123 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 39s                                                                                                                               │
│    🏆 Best RESULT1: 1.5201190445                                                                                                                   │
│    🏆 Best RESULT2: 2.4213145551                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/results.csv                                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-10 07:34:56 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, Started OmniOpt2 run...
2026-08-10 07:34:56 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, getting new HP set (no sbatch)
2026-08-10 07:34:56 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 07:34:56 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, eval #1/1 start                    
2026-08-10 07:34:56 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, starting new job                   
2026-08-10 07:34:56 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, started new job                    
2026-08-10 07:35:05 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, new result: RESULT1: 1.520119, RESULT2: 2.421315
2026-08-10 07:35:06 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-08-10 07:35:08 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-08-10 07:35:08 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 1.14 s/job
2026-08-10 07:35:08 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-08-10 07:35:08 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 1 done, starting new job                   
2026-08-10 07:35:08 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 1 done, started new job                    
2026-08-10 07:35:17 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.741892, RESULT2: 2.441765
2026-08-10 07:35:20 (c4476755-19fc-422a-8ed6-4e51b56ea9aa): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.295 │    1 │        0.295 │
│       2 │   0.123 │    1 │        0.123 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.209 │      │              │
│  Median │   0.209 │      │              │
│   Total │   0.418 │      │              │
│     Max │   0.295 │      │              │
│     Min │   0.123 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   1.139 │    1 │        1.139 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.594 │      │              │
│    Median │   0.594 │      │              │
│     Total │   1.189 │      │              │
│       Max │   1.139 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786347294,882.23828125,26.7

! 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	-67	10	-28.5	38.5	2
OO_Info_int_param_two	-100	1	-49.5	50.5	2
OO_Info_float_param	-83.9901	10	-36.9951	46.9951	2
OO_Info_choice_param	8	16	12	4	2
RESULT2	2.4213	2.4418	2.4315	0.0102	2
RESULT1	1.5201	1.7419	1.631	0.1109	2
int_param	-67	10	-28.5	38.5	2
float_param	-83.9901	10	-36.9951	46.9951	2
int_param_two	-100	1	-49.5	50.5	2
choice_param	8	16	12	4	2

submitit INFO (2026-08-10 07:34:56,689) - Starting with JobEnvironment(job_id=114381, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 07:34:56,689) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/114381/114381_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -67, "float_param": -83.99011328816414, "int_param_two": 1, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-67' --float_param='-83.99011328816413879395' --choice_param='8' --int_param_two='1' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786344168.740152
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786344913.0149772
Last modification: 1786344168.740152
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-67' --float_param='-83.99011328816413879395' --choice_param='8' --int_param_two='1' --nr_results=2
stdout:
 OO-Info: int_param: -67
OO-Info: int_param_two: 1
OO-Info: float_param: -83.99011328816413879395
OO-Info: choice_param: 8
RESULT1: 1.52011904453775
RESULT2: 2.42131455507794

stderr was empty
Result: {'RESULT1': 1.52011904453775, 'RESULT2': 2.42131455507794}
Final-results: {'RESULT1': 1.52011904453775, 'RESULT2': 2.42131455507794}
EXIT_CODE: 0
submitit INFO (2026-08-10 07:35:04,220) - Job completed successfully
submitit INFO (2026-08-10 07:35:04,220) - Exiting after successful completion