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_para…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	int_param_two	choice_param	RESULT
-94.0	4.0	-100.0	2.0	-94	-100.0	4	2	-208797.32

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

2026-07-20 19:54:01 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█▃, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9405-13-gb54799bbb)

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,-113312.400117152006714604794979095459,-49,-71.97030603885650634765625,-45,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-102065.005187515998841263353824615479,-3,9.5616355347147479193381514051,-96,4
2,1784577218,2,1bea3884-e2e1-458f-8410-be1f70a2cb13,1784577220,1784577226,6,./.tests/optimization_example  --int_param='-94' --float_param='-100' --choice_param='2' --int_param_two='4' --nr_results=1,0,,e4343777407d,-94,4,-100,2,2_0,COMPLETED,BOTORCH_MODULAR,-208797.320000000006984919309616088867,-94,-100,4,2
3,1784577230,2,1bea3884-e2e1-458f-8410-be1f70a2cb13,1784577232,1784577238,6,./.tests/optimization_example  --int_param='-100' --float_param='-53.27897278608602249506' --choice_param='2' --int_param_two='10' --nr_results=1,0,,e4343777407d,-100,10,-53.278972786086015389628300908953,2,3_0,COMPLETED,BOTORCH_MODULAR,-145068.506690014008199796080589294434,-100,-53.278972786086022495055658509955,10,2


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 13 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
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 07-20 19:53:34] 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: e627a28a-f192-4552-8aad-e65ab7375565
//.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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Cranking the dials like a mad scientis |
| t - IT’S ALIIIIVE!                                |
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                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
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                                                        __ || __||
                                                       (____(____)
⠋ Writing worker creation log...
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
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1...
⠋ 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/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
⠋ 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...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=172 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█▃, finishing jobs, finished 1 job    : 100%|██████████| 4/4 [00:23<00:00,  5.95s/it]
Best RESULT, min (total: 2 + inserted jobs: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_para… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -94.0             │ 4.0               │ -100.0            │ 2.0              │ -94       │ -100.0      │ 4             │ 2            │ -208797.32 │
└───────────────────┴───────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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 / 4 done / 4 submitted                                                                                        │
│    ⏱️  Duration: 34s                                                                                                                               │
│    🏆 Best RESULT: -208797.32                                                                                                                      │
│    📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                   │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:53:38 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:53:38 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:53:38 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.63 s/job
2026-07-20 19:53:38 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:53:38 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:53:38 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, started new job                    
2026-07-20 19:53:47 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, new result: RESULT: -208797.320000 
2026-07-20 19:53:50 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, finishing jobs, finished 1 job
2026-07-20 19:53:50 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, getting new HP set (no sbatch)
2026-07-20 19:53:50 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, requested 1 jobs, got 1, 0.59 s/job
2026-07-20 19:53:50 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, eval #1/1 start                    
2026-07-20 19:53:50 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, starting new job                   
2026-07-20 19:53:50 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, started new job                    
2026-07-20 19:53:59 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█, new result: RESULT: -145068.506690 
2026-07-20 19:54:01 (1bea3884-e2e1-458f-8410-be1f70a2cb13): BOTORCH_MODULAR, best RESULT: -208797.32, ▁▁█▃, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.189 │    1 │        0.189 │
│       2 │   0.078 │    1 │        0.078 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.133 │      │              │
│  Median │   0.133 │      │              │
│   Total │   0.267 │      │              │
│     Max │   0.189 │      │              │
│     Min │   0.078 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.626 │    1 │        0.626 │
│         2 │   0.589 │    1 │        0.589 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.607 │      │              │
│    Median │   0.607 │      │              │
│     Total │   1.215 │      │              │
│       Max │   0.626 │      │              │
│       Min │   0.589 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	/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
1784577215,788.40625,28.1

`RESULT` (goal: minimize)

Best value: -208797.32
Achieved at:
- int_param_two = 4 (r=-0.769, strong negative correlation)
- int_param = -94 (r=0.768, strong positive correlation)
- float_param = -100 (r=0.762, strong positive correlation)
- choice_param = 2 (r=0.56, 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	-94	-97	3	2
OO_Info_int_param_two	4	10	7	3	2
OO_Info_float_param	-100	-53.279	-76.6395	23.3605	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-208797.32	-102065.0052	-142310.808	41499.0767	4
int_param	-100	-3	-61.5	39.1056	4
float_param	-100	9.5616	-53.9219	40.2477	4
int_param_two	-96	10	-31.75	42.7924	4
choice_param	2	4	2.5	0.866	4

submitit INFO (2026-07-20 19:53:39,149) - Starting with JobEnvironment(job_id=2524, hostname=e4343777407d, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:53:39,149) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/2524/2524_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -94, "float_param": -100.0, "int_param_two": 4, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-94' --float_param='-100' --choice_param='2' --int_param_two='4' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1784577127.7274258
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1784576788.64026
Last modification: 1784576788.64026
Hostname: e4343777407d
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-94' --float_param='-100' --choice_param='2' --int_param_two='4' --nr_results=1
stdout:
 OO-Info: int_param: -94
OO-Info: int_param_two: 4
OO-Info: float_param: -100
OO-Info: choice_param: 2
RESULT: -208797.32

stderr was empty
Result: {'RESULT': -208797.32}
Final-results: {'RESULT': -208797.32}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:53:46,623) - Job completed successfully
submitit INFO (2026-07-20 19:53:46,624) - Exiting after successful completion