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	-96.0	-84.96085107612619	1.0	-100	-84.96085107612619	-96	1	-292708.06726341

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

2026-07-16 08:14:15 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█▇, finishing jobs, finished 1 job

Git-Version

Commit: 4dbf7396f981f08fde2dc949ee922ec66a2c2b6f (9375-12-g4dbf7396f)

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,-101762.801219526998465880751609802246,-63,-48.393895924091339111328125,-47,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-6362.382542033299614558927714824677,4,-17.032391023294131571219622856006,-6,8
2,1784189629,2,0a17df35-a2fa-4c68-ad55-17388209fb3e,1784189631,1784189637,6,./.tests/optimization_example  --int_param='-100' --float_param='-84.96085107612618969597' --choice_param='1' --int_param_two='-96' --nr_results=1,0,,runnervm5mmn9,-100,-96,-84.96085107612618969596951501444,1,2_0,COMPLETED,BOTORCH_MODULAR,-292708.067263410019222646951675415039,-100,-84.96085107612618969596951501444,-96,1
3,1784189644,2,0a17df35-a2fa-4c68-ad55-17388209fb3e,1784189646,1784189652,6,./.tests/optimization_example  --int_param='-59' --float_param='-100' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,runnervm5mmn9,-59,-100,-100,1,3_0,COMPLETED,BOTORCH_MODULAR,-260853.320000000006984919309616088867,-59,-100,-100,1


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

Current git-hash: 4dbf7396f981f08fde2dc949ee922ec66a2c2b6f (last fully tested stable version 12 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 08:13:41] 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: 8e82b720-3d50-42d4-9f91-6713007ed6ab
/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.")
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=635 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            │ -96.0                 │ -84.96085107612619  │ 1.0                  │ -100      │ -84.96085107612619 │ -96           │ 1            │ -292708.06726341 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┘
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: 46s                                                                                                                                                                                 │
│    🏆 Best RESULT: -292708.06726341                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 08:13:44 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 08:13:49 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 08:13:49 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, requested 1 jobs, got 1, 4.98 s/job
2026-07-16 08:13:49 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 08:13:49 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, starting new job                   
2026-07-16 08:13:49 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, started new job                    
2026-07-16 08:13:58 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, new result: RESULT: -292708.067263 
2026-07-16 08:14:00 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, finishing jobs, finished 1 job
2026-07-16 08:14:04 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, getting new HP set (no sbatch)
2026-07-16 08:14:04 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, requested 1 jobs, got 1, 3.76 s/job
2026-07-16 08:14:04 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, eval #1/1 start                    
2026-07-16 08:14:04 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, starting new job                   
2026-07-16 08:14:04 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, started new job                    
2026-07-16 08:14:13 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█, new result: RESULT: -260853.320000 
2026-07-16 08:14:15 (0a17df35-a2fa-4c68-ad55-17388209fb3e): BOTORCH_MODULAR, best RESULT: -292708.06726341, ▃▁█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.268 │    1 │        0.268 │
│       2 │   0.094 │    1 │        0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.181 │      │              │
│  Median │   0.181 │      │              │
│   Total │   0.362 │      │              │
│     Max │   0.268 │      │              │
│     Min │   0.094 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.982 │    1 │        4.982 │
│         2 │   3.765 │    1 │        3.765 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   4.373 │      │              │
│    Median │   4.373 │      │              │
│     Total │   8.747 │      │              │
│       Max │   4.982 │      │              │
│       Min │   3.765 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784189622,890.07421875,26.7

`RESULT` (goal: minimize)

Best value: -292708.06726341
Achieved at:
- int_param_two = -96 (r=0.987, strong positive correlation)
- float_param = -84.960851076126 (r=0.964, strong positive correlation)
- int_param = -100 (r=0.858, strong positive correlation)
- choice_param = 1 (r=0.786, strong 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	-100	-96	-98	2	2
OO_Info_float_param	-100	-84.9609	-92.4804	7.5196	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-292708.0673	-6362.3825	-165421.6428	116898.8187	4
int_param	-100	4	-54.5	37.3664	4
float_param	-100	-17.0324	-62.5968	32.3148	4
int_param_two	-100	-6	-62.25	38.6029	4
choice_param	1	8	2.75	3.0311	4

submitit INFO (2026-07-16 08:13:50,165) - Starting with JobEnvironment(job_id=68362, hostname=runnervm5mmn9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 08:13:50,165) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/68362/68362_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -84.96085107612619, "int_param_two": -96, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-84.96085107612618969597' --choice_param='1' --int_param_two='-96' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784188930.9991877
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784189581.6568844
Last modification: 1784188930.9991877
Hostname: runnervm5mmn9
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-84.96085107612618969597' --choice_param='1' --int_param_two='-96' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -96
OO-Info: float_param: -84.96085107612618969597
OO-Info: choice_param: 1
RESULT: -292708.06726341

stderr was empty
Result: {'RESULT': -292708.06726341}
Final-results: {'RESULT': -292708.06726341}
EXIT_CODE: 0
submitit INFO (2026-07-16 08:13:57,793) - Job completed successfully
submitit INFO (2026-07-16 08:13:57,794) - Exiting after successful completion