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
-100.0	-28.0	-671.3803845957045	16.0	-100	-671.3803845957045	-28	16	-4697509.16665833

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 06:13:27 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -4697509.16665833, ▁▁▁▁▁█, finishing jobs, finished 1 job

Git-Version

Commit: cb3338252aebff316094cfdba2448aa87d3924d6 (9375-2-gcb3338252)

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,-136309.946248466992983594536781311035,-70,-29.56041991710662841796875,-77,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-112604.66267988999607041478157043457,-12,-99.538099600045470083387044724077,1,4
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-115017.320000000006984919309616088867,-15,10,-100,16
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-172460.844974561012350022792816162109,-91,-43.018251711782966140162898227572,-70,16
4,1784182385,2,13f972b7-a607-487d-a44a-233c04539494,1784182387,1784182393,6,./.tests/optimization_example  --int_param='-100' --float_param='-80.65468356022853413378' --choice_param='16' --int_param_two='-44' --nr_results=1,0,,runnervm76tkm,-100,-44,-80.654683560228534133784705772996,16,4_0,COMPLETED,BOTORCH_MODULAR,-208919.368158029014011844992637634277,-100,-80.654683560228534133784705772996,-44,16
5,1784182397,1,13f972b7-a607-487d-a44a-233c04539494,1784182398,1784182405,7,./.tests/optimization_example  --int_param='-100' --float_param='-671.38038459570452687331' --choice_param='16' --int_param_two='-28' --nr_results=1,0,,runnervm76tkm,-100,-28,-671.380384595704526873305439949036,16,5_0,COMPLETED,BOTORCH_MODULAR,-4697509.166658329777419567108154296875,-100,-671.380384595704526873305439949036,-28,16


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

Current git-hash: cb3338252aebff316094cfdba2448aa87d3924d6 (last fully tested stable version 2 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-16 06:13:02] 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: 4c03d87a-7f72-4b21-9bb0-b2e4a6e5fcd8
/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.")
  _________________________________________________
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| OmniOpt2 - Hyperparameter tuning: part science, p |
| art sorcery.                                      |
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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=182 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 9 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  │ -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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ -28.0                 │ -671.3803845957045  │ 16.0                 │ -100      │ -671.3803845957045 │ -28           │ 16           │ -4697509.16665833 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 6 done / 6 submitted                                                                                                                                          │
│    ⏱️  Duration: 32s                                                                                                                                                                                 │
│    🏆 Best RESULT: -4697509.16665833                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 06:13:05 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 06:13:05 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 06:13:05 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.71 s/job
2026-07-16 06:13:05 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 06:13:05 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, starting new job                   
2026-07-16 06:13:06 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, started new job                    
2026-07-16 06:13:15 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, new result: RESULT: -208919.368158 
2026-07-16 06:13:16 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, finishing jobs, finished 1 job
2026-07-16 06:13:17 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, getting new HP set (no sbatch)
2026-07-16 06:13:17 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, requested 1 jobs, got 1, 0.69 s/job
2026-07-16 06:13:17 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, eval #1/1 start                    
2026-07-16 06:13:17 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, starting new job                   
2026-07-16 06:13:17 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, started new job                    
2026-07-16 06:13:26 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -208919.368158029, ▂▁▁▅█, new result: RESULT: -4697509.166658
2026-07-16 06:13:27 (13f972b7-a607-487d-a44a-233c04539494): BOTORCH_MODULAR, best RESULT: -4697509.16665833, ▁▁▁▁▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.075 │    1 │        0.075 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.098 │      │              │
│  Median │   0.098 │      │              │
│   Total │   0.197 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.075 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.708 │    1 │        0.708 │
│         2 │   0.694 │    1 │        0.694 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.701 │      │              │
│    Median │   0.701 │      │              │
│     Total │   1.402 │      │              │
│       Max │   0.708 │      │              │
│       Min │   0.694 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784182382,756.0234375,28.2

`RESULT` (goal: minimize)

Best value: -4697509.1666583
Achieved at:
- float_param = -671.3803845957 (r=0.989, strong positive correlation)
- int_param = -100 (r=0.437, moderate positive correlation)
- int_param_two = -28 (r=-0.335, weak negative correlation)
- choice_param = 16 (r=-0.21, weak negative 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	7	6.5	0.5	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-44	-28	-36	8	2
OO_Info_float_param	-671.3804	-80.6547	-376.0175	295.3629	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-4697509.1667	-112604.6627	-907136.8848	1695439.3553	6
int_param	-100	-12	-64.6667	37.5485	6
float_param	-671.3804	10	-152.3586	234.773	6
int_param_two	-100	1	-53	33.4066	6
choice_param	4	16	14	4.4721	6

submitit INFO (2026-07-16 06:13:06,324) - Starting with JobEnvironment(job_id=73112, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 06:13:06,325) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/73112/73112_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -80.65468356022853, "int_param_two": -44, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-80.65468356022853413378' --choice_param='16' --int_param_two='-44' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784181691.1923614
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784182310.421484
Last modification: 1784181691.1923614
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-80.65468356022853413378' --choice_param='16' --int_param_two='-44' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -44
OO-Info: float_param: -80.65468356022853413378
OO-Info: choice_param: 16
RESULT: -208919.368158029

stderr was empty
Result: {'RESULT': -208919.368158029}
Final-results: {'RESULT': -208919.368158029}
EXIT_CODE: 0
submitit INFO (2026-07-16 06:13:13,865) - Job completed successfully
submitit INFO (2026-07-16 06:13:13,865) - Exiting after successful completion