OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	4

Best RESULT, min (total: 2 + inserted jobs: 4)

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
10.0	-100.0	504.37821950257984	1.0	10	504.37821950257984	-100	1	-2603541.38113567

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-16 07:57:12 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -2603541.38113567, ▁▁▁▁▄█, finishing jobs, finished 1 job

Git-Version

Commit: 8bde280e2bdf45c271d0dcb71b97ae40ae5f2aa0 (9375-8-g8bde280e2)

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,-70424.640774867599247954785823822021,-58,-46.519822180271148681640625,-15,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-112872.649903347002691589295864105225,-7,-23.409382082943711367306605097838,-97,1
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-209908.409811566991265863180160522461,10,-95.07651563257319082822505151853,-100,1
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-137367.720000000001164153218269348145,10,-100,-47,1
4,1784188610,2,e77d9b75-8f2e-47f5-9d0f-34d5169c2c87,1784188612,1784188618,6,./.tests/optimization_example  --int_param='10' --float_param='363.71365107420058393473' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,10,-100,363.713651074200583934725727885962,1,4_0,COMPLETED,BOTORCH_MODULAR,-1396510.154669830109924077987670898438,10,363.713651074200583934725727885962,-100,1
5,1784188622,1,e77d9b75-8f2e-47f5-9d0f-34d5169c2c87,1784188623,1784188629,6,./.tests/optimization_example  --int_param='10' --float_param='504.37821950257983871779' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,10,-100,504.378219502579838717792881652713,1,5_0,COMPLETED,BOTORCH_MODULAR,-2603541.381135670002549886703491210938,10,504.378219502579838717792881652713,-100,1


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

Current git-hash: 8bde280e2bdf45c271d0dcb71b97ae40ae5f2aa0 (last fully tested stable version 8 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 07:56:47] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 10fa7aae-dfef-4562-9617-5a8edda9d29f
/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 - Walking the fine line between overfit  |
| and underfit like a tightrope artist.             |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=226 for live-results.

Generation strategy: BOTORCH_MODULAR for 9 steps.
You have 4 CPUs available for the main process. No CUDA devices found.
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  │ -1000       │ 1000        │                       │ 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: 4)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 10.0              │ -100.0                │ 504.37821950257984  │ 1.0                  │ 10        │ 504.37821950257984 │ -100          │ 1            │ -2603541.38113567 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 / 6 done / 6 submitted                                                                                                                                          │
│    ⏱️  Duration: 33s                                                                                                                                                                                 │
│    🏆 Best RESULT: -2603541.38113567                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 07:56:50 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 07:56:50 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 07:56:50 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.64 s/job
2026-07-16 07:56:50 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 07:56:50 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, starting new job                   
2026-07-16 07:56:51 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, started new job                    
2026-07-16 07:56:59 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, new result: RESULT: -1396510.154670
2026-07-16 07:57:00 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, finishing jobs, finished 1 job
2026-07-16 07:57:02 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, getting new HP set (no sbatch)
2026-07-16 07:57:02 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, requested 1 jobs, got 1, 1.66 s/job
2026-07-16 07:57:02 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, eval #1/1 start                    
2026-07-16 07:57:02 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, starting new job                   
2026-07-16 07:57:02 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, started new job                    
2026-07-16 07:57:10 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -1396510.15466983, ▁▁▁▁█, new result: RESULT: -2603541.381136
2026-07-16 07:57:12 (e77d9b75-8f2e-47f5-9d0f-34d5169c2c87): BOTORCH_MODULAR, best RESULT: -2603541.38113567, ▁▁▁▁▄█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.187 │    1 │        0.187 │
│       2 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.123 │      │              │
│  Median │   0.123 │      │              │
│   Total │   0.246 │      │              │
│     Max │   0.187 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.644 │    1 │        0.644 │
│         2 │   1.662 │    1 │        1.662 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.153 │      │              │
│    Median │   1.153 │      │              │
│     Total │   2.306 │      │              │
│       Max │   1.662 │      │              │
│       Min │   0.644 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
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
1784188608,890.20703125,27.3

`RESULT` (goal: minimize)

Best value: -2603541.3811357
Achieved at:
- float_param = 504.37821950258 (r=-0.969, strong negative correlation)
- int_param_two = -100 (r=0.488, moderate positive correlation)
- int_param = 10 (r=-0.407, moderate negative correlation)
- choice_param = 1 (r=0.323, weak 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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	10	10	10	0	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	363.7137	504.3782	434.0459	70.3323	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-2603541.3811	-70424.6408	-755104.1594	947646.7241	6
int_param	-58	10	-4.1667	24.8624	6
float_param	-100	504.3782	100.5144	240.7688	6
int_param_two	-100	-15	-76.5	33.49	6
choice_param	1	4	1.5	1.118	6

submitit INFO (2026-07-16 07:56:51,236) - Starting with JobEnvironment(job_id=69833, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 07:56:51,237) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/69833/69833_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": 10, "float_param": 363.7136510742006, "int_param_two": -100, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='10' --float_param='363.71365107420058393473' --choice_param='1' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784188017.7388973
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784188532.1971576
Last modification: 1784188017.7388973
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='10' --float_param='363.71365107420058393473' --choice_param='1' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -100
OO-Info: float_param: 363.71365107420058393473
OO-Info: choice_param: 1
RESULT: -1396510.15466983

stderr was empty
Result: {'RESULT': -1396510.15466983}
Final-results: {'RESULT': -1396510.15466983}
EXIT_CODE: 0
submitit INFO (2026-07-16 07:56:58,328) - Job completed successfully
submitit INFO (2026-07-16 07:56:58,328) - Exiting after successful completion