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_par…	OO_Info_int_par…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	int_param_two	choice_param	RESULT
10.0	10.0	-1000.0	16.0	10	-1000.0	10	16	-10102405.32

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

2026-08-02 05:47:29 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -10102405.32, ▁▁▁▁▇█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,-35662.516130017196701373904943466187,-35,-26.17819130420684814453125,-26,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-168424.731394053000258281826972961426,-3,-73.217524503178282202497939579189,-98,16
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-278889.320000000006984919309616088867,-71,-100,-100,16
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-262590.119999999995343387126922607422,-100,-100,-59,16
4,1785649626,2,4b875abe-d6ee-4efc-976d-6453788c4ae3,1785649628,1785649634,6,./.tests/optimization_example  --int_param='-86' --float_param='-960.66595151472290581296' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,361071495c15,-86,-100,-960.665951514722905812959652394056,16,4_0,COMPLETED,BOTORCH_MODULAR,-9518826.61914834938943386077880859375,-86,-960.665951514722905812959652394056,-100,16
5,1785649638,2,4b875abe-d6ee-4efc-976d-6453788c4ae3,1785649640,1785649646,6,./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='16' --int_param_two='10' --nr_results=1,0,,361071495c15,10,10,-1000,16,5_0,COMPLETED,BOTORCH_MODULAR,-10102405.320000000298023223876953125,10,-1000,10,16


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Loading base modules...
⠋ Loading rich UI components...
⠋ Loading type and utility modules...
⠋ Loading optional modules...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Loading ML frameworks...
[INFO 08-02 05:47:02] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
⠧ Loading Ax platform...
⠋ Loading Ax storage and data...
⠋ Loading data science stack...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 9eeeb874-703f-4393-a2f4-a4b43050a19a
//.omniax_venvs/Python_3.11.2/x86_64/lib/python3.11/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)
//.omniax_venvs/Python_3.11.2/x86_64/lib/python3.11/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _____              _  _____             ______  
 / ___ \            (_)/ ___ \       _   (_____ \ 
| |   | |____  ____  _| |   | |____ | |_   ____) )
| |   | |    \|  _ \| | |   | |  _ \|  _) /_____/ 
| |___| | | | | | | | | |___| | | | | |__ _______ 
 \_____/|_|_|_|_| |_|_|\_____/| ||_/ \___|_______)
                              |_|                 

⠋ Writing worker creation log...
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
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠋ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=29 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -10102405.32, ▁▁▁▁▇█, finishing jobs, finished 1 job          : 100%|██████████| 6/6 [00:24<00:00,  4.03s/it]
Best RESULT, min (total: 2 + inserted jobs: 4)
┏━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ OO_Info_int_par… ┃ OO_Info_int_par… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT       ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 10.0             │ 10.0             │ -1000.0           │ 16.0             │ 10        │ -1000.0     │ 10            │ 16           │ -10102405.32 │
└──────────────────┴──────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
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: 34s                                                                                                                               │
│    🏆 Best RESULT: -10102405.32                                                                                                                    │
│    📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                                   │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-02 05:47:05 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-08-02 05:47:06 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-08-02 05:47:06 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.64 s/job
2026-08-02 05:47:06 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, eval #1/1 start                    
2026-08-02 05:47:06 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, starting new job                   
2026-08-02 05:47:06 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, started new job                    
2026-08-02 05:47:15 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, new result: RESULT: -9518826.619148
2026-08-02 05:47:17 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, finishing jobs, finished 1 job
2026-08-02 05:47:18 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, getting new HP set (no sbatch)
2026-08-02 05:47:18 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, requested 1 jobs, got 1, 0.90 s/job
2026-08-02 05:47:18 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, eval #1/1 start                    
2026-08-02 05:47:18 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, starting new job                   
2026-08-02 05:47:18 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, started new job                    
2026-08-02 05:47:27 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -9518826.61914835, ▁▁▁▁█, new result: RESULT: -10102405.320000
2026-08-02 05:47:29 (4b875abe-d6ee-4efc-976d-6453788c4ae3): BOTORCH_MODULAR, best RESULT: -10102405.32, ▁▁▁▁▇█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.191 │    1 │        0.191 │
│       2 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.135 │      │              │
│  Median │   0.135 │      │              │
│   Total │   0.271 │      │              │
│     Max │   0.191 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.640 │    1 │        0.640 │
│         2 │   0.902 │    1 │        0.902 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.771 │      │              │
│    Median │   0.771 │      │              │
│     Total │   1.542 │      │              │
│       Max │   0.902 │      │              │
│       Min │   0.640 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	/root
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
1785649623,779.515625,28.1

`RESULT` (goal: minimize)

Best value: -10102405.32
Achieved at:
- float_param = -1000 (r=0.999, strong positive correlation)
- int_param_two = 10 (r=-0.308, weak negative correlation)
- int_param = 10 (r=-0.18, 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	6	6	0	2
OO_Info_int_param	-86	10	-38	48	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-1000	-960.666	-980.333	19.667	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-10102405.32	-35662.5161	-3394466.4378	4540715.9972	6
int_param	-100	10	-47.5	41.2987	6
float_param	-1000	-26.1782	-376.6769	427.7094	6
int_param_two	-100	10	-62.1667	42.1759	6
choice_param	No numerical statistics available

submitit INFO (2026-08-02 05:47:06,718) - Starting with JobEnvironment(job_id=4242, hostname=361071495c15, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-02 05:47:06,718) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/4242/4242_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -86, "float_param": -960.6659515147229, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-86' --float_param='-960.66595151472290581296' --choice_param='16' --int_param_two='-100' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1785649486.5558157
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1785649188.0158603
Last modification: 1785649188.0158603
Hostname: 361071495c15
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-86' --float_param='-960.66595151472290581296' --choice_param='16' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -86
OO-Info: int_param_two: -100
OO-Info: float_param: -960.66595151472290581296
OO-Info: choice_param: 16
RESULT: -9518826.61914835

stderr was empty
Result: {'RESULT': -9518826.61914835}
Final-results: {'RESULT': -9518826.61914835}
EXIT_CODE: 0
submitit INFO (2026-08-02 05:47:14,249) - Job completed successfully
submitit INFO (2026-08-02 05:47:14,249) - Exiting after successful completion