OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	2

Best RESULT, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-100.0	10.0	-81.93002865735708	1.0	-100	-81.93002865735708	10	1	-186731.618823689

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-17 01:15:57 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█▅, finishing jobs, finished 1 job

Git-Version

Commit: 6c46d48706294269a1b57dcf9c6a2dd6b942c312 (9392-3-g6c46d4870)

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,RESULT,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-78980.663553661303012631833553314209,-43,-41.1863005161285400390625,-54,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-110839.088556602000608108937740325928,-99,-8.961978930661642195332206028979,8,1
2,1784250935,2,3969e0d1-1c6c-4646-8927-36a2d14abe89,1784250937,1784250943,6,./.tests/optimization_example  --int_param='-100' --float_param='-81.93002865735708439843' --choice_param='1' --int_param_two='10' --nr_results=1,0,,runnervm76tkm,-100,10,-81.930028657357084398427105043083,1,2_0,COMPLETED,BOTORCH_MODULAR,-186731.618823689001146703958511352539,-100,-81.930028657357084398427105043083,10,1
3,1784250946,2,3969e0d1-1c6c-4646-8927-36a2d14abe89,1784250948,1784250954,6,./.tests/optimization_example  --int_param='-59' --float_param='-100' --choice_param='1' --int_param_two='10' --nr_results=1,0,,runnervm76tkm,-59,10,-100,1,3_0,COMPLETED,BOTORCH_MODULAR,-152041.320000000006984919309616088867,-59,-100,10,1


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

Current git-hash: 6c46d48706294269a1b57dcf9c6a2dd6b942c312 (last fully tested stable version 3 commits ago [fa24dfbf750366b8c83f9ef04857a770020b8dad, 9392])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-17 01:15:32] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 5cf08df8-f308-4cc7-b9b6-090279fef45c
/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 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
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                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
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                                                       |          ||\
                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=679 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 5 steps.
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=1
Experiment parameters
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2 + inserted jobs: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ 10.0                  │ -81.93002865735708  │ 1.0                  │ -100      │ -81.93002865735708 │ 10            │ 1            │ -186731.618823689 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 31s                                                                                                                                                                                 │
│    🏆 Best RESULT: -186731.618823689                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-17 01:15:35 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-17 01:15:35 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-17 01:15:35 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.49 s/job
2026-07-17 01:15:35 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-17 01:15:35 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, starting new job                   
2026-07-17 01:15:36 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, started new job                    
2026-07-17 01:15:45 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, new result: RESULT: -186731.618824 
2026-07-17 01:15:46 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, finishing jobs, finished 1 job
2026-07-17 01:15:46 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, getting new HP set (no sbatch)
2026-07-17 01:15:46 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, requested 1 jobs, got 1, 0.57 s/job
2026-07-17 01:15:46 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, eval #1/1 start                    
2026-07-17 01:15:46 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, starting new job                   
2026-07-17 01:15:46 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, started new job                    
2026-07-17 01:15:55 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█, new result: RESULT: -152041.320000 
2026-07-17 01:15:57 (3969e0d1-1c6c-4646-8927-36a2d14abe89): BOTORCH_MODULAR, best RESULT: -186731.618823689, ▁▃█▅, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.072 │    1 │        0.072 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.095 │      │              │
│  Median │   0.095 │      │              │
│   Total │   0.190 │      │              │
│     Max │   0.118 │      │              │
│     Min │   0.072 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.487 │    1 │        0.487 │
│         2 │   0.568 │    1 │        0.568 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.528 │      │              │
│    Median │   0.528 │      │              │
│     Total │   1.055 │      │              │
│       Max │   0.568 │      │              │
│       Min │   0.487 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	True
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	False
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	False
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	[]
number_of_generators	1
num_parallel_jobs	1
worker_timeout	10
slurm_use_srun	False
time
partition
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	False
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
1784250933,756.02734375,28

`RESULT` (goal: minimize)

Best value: -186731.61882369
Achieved at:
- int_param_two = 10 (r=-0.77, strong negative correlation)
- choice_param = 1 (r=0.753, strong positive correlation)
- float_param = -81.930028657357 (r=0.706, strong positive correlation)
- int_param = -100 (r=0.55, moderate positive correlation)

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	-59	-79.5	20.5	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-100	-81.93	-90.965	9.035	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-186731.6188	-78980.6636	-132148.1727	40792.0059	4
int_param	-100	-43	-75.25	24.9036	4
float_param	-100	-8.962	-58.0196	35.4403	4
int_param_two	-54	10	-6.5	27.4363	4
choice_param	1	2	1.25	0.433	4

submitit INFO (2026-07-17 01:15:36,304) - Starting with JobEnvironment(job_id=71297, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-17 01:15:36,305) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/71297/71297_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -81.93002865735708, "int_param_two": 10, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-81.93002865735708439843' --choice_param='1' --int_param_two='10' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784250271.6927502
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784250899.677051
Last modification: 1784250271.6927502
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-81.93002865735708439843' --choice_param='1' --int_param_two='10' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -81.93002865735708439843
OO-Info: choice_param: 1
RESULT: -186731.618823689

stderr was empty
Result: {'RESULT': -186731.618823689}
Final-results: {'RESULT': -186731.618823689}
EXIT_CODE: 0
submitit INFO (2026-07-17 01:15:43,895) - Job completed successfully
submitit INFO (2026-07-17 01:15:43,896) - Exiting after successful completion