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_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-85.0	-5.0	-160.044141452…	2.0	-85	-160.044141452…	-5	2	-354807.80627…

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

2026-07-20 19:54:44 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -354807.806277316, ▁▁▃▂▅█, 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,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-208797.320000000006984919309616088867,-94,-100,4,2
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-145068.506690014008199796080589294434,-100,-53.278972786086022495055658509955,10,2
4,1784577260,2,ec78f6dd-7a64-4915-bdea-cc504a2c05e5,1784577262,1784577268,6,./.tests/optimization_example  --int_param='-90' --float_param='-127.32821263352235519051' --choice_param='2' --int_param_two='0' --nr_results=1,0,,e4343777407d,-90,0,-127.328212633522355190507369115949,2,4_0,COMPLETED,BOTORCH_MODULAR,-266083.678587827016599476337432861328,-90,-127.328212633522355190507369115949,0,2
5,1784577273,1,ec78f6dd-7a64-4915-bdea-cc504a2c05e5,1784577274,1784577280,6,./.tests/optimization_example  --int_param='-85' --float_param='-160.04414145231439192685' --choice_param='2' --int_param_two='-5' --nr_results=1,0,,e4343777407d,-85,-5,-160.044141452314391926847747527063,2,5_0,COMPLETED,BOTORCH_MODULAR,-354807.806277316005434840917587280273,-85,-160.044141452314391926847747527063,-5,2


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

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 19:54:16] 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: 6787eb63-93df-4492-ae9a-f46fc1fbfe74
//.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 - Dialing in parameters like Homer Simps |
| on at an all-you-can-eat buffet - endless tweaks! |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
⠋ 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=173 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: -354807.806277316, ▁▁▃▂▅█, finishing jobs, finished 1 job    : 100%|██████████| 6/6 [00:24<00:00,  4.09s/it]
Best RESULT, min (total: 2 + inserted jobs: 4)
┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -85.0           │ -5.0            │ -160.044141452… │ 2.0            │ -85       │ -160.044141452… │ -5            │ 2            │ -354807.80627… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
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: 35s                                                                                                                               │
│    🏆 Best RESULT: -354807.806277316                                                                                                               │
│    📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                                   │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:54:20 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:54:20 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:54:20 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.57 s/job
2026-07-20 19:54:20 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:54:20 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:54:21 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, started new job                    
2026-07-20 19:54:30 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, new result: RESULT: -266083.678588 
2026-07-20 19:54:32 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, finishing jobs, finished 1 job
2026-07-20 19:54:33 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, getting new HP set (no sbatch)
2026-07-20 19:54:33 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, requested 1 jobs, got 1, 0.64 s/job
2026-07-20 19:54:33 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, eval #1/1 start                    
2026-07-20 19:54:33 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, starting new job                   
2026-07-20 19:54:33 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, started new job                    
2026-07-20 19:54:42 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -266083.678587827, ▁▁▅▂█, new result: RESULT: -354807.806277 
2026-07-20 19:54:44 (ec78f6dd-7a64-4915-bdea-cc504a2c05e5): BOTORCH_MODULAR, best RESULT: -354807.806277316, ▁▁▃▂▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.190 │    1 │        0.190 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.134 │      │              │
│  Median │   0.134 │      │              │
│   Total │   0.269 │      │              │
│     Max │   0.190 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.574 │    1 │        0.574 │
│         2 │   0.635 │    1 │        0.635 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.605 │      │              │
│    Median │   0.605 │      │              │
│     Total │   1.209 │      │              │
│       Max │   0.635 │      │              │
│       Min │   0.574 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784577257,788.11328125,28.2

`RESULT` (goal: minimize)

Best value: -354807.80627732
Achieved at:
- float_param = -160.04414145231 (r=0.909, strong positive correlation)
- int_param_two = -5 (r=-0.582, moderate negative correlation)
- int_param = -85 (r=0.573, moderate positive correlation)
- choice_param = 2 (r=0.479, 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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-90	-85	-87.5	2.5	2
OO_Info_int_param_two	-5	0	-2.5	2.5	2
OO_Info_float_param	-160.0441	-127.3282	-143.6862	16.358	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-354807.8063	-102065.0052	-198355.7861	89923.2578	6
int_param	-100	-3	-70.1667	34.2316	6
float_param	-160.0441	9.5616	-83.8433	54.4031	6
int_param_two	-96	10	-22	37.5899	6
choice_param	2	4	2.3333	0.7454	6

submitit INFO (2026-07-20 19:54:21,284) - Starting with JobEnvironment(job_id=4242, hostname=e4343777407d, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:54:21,284) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/4242/4242_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -90, "float_param": -127.32821263352236, "int_param_two": 0, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-90' --float_param='-127.32821263352235519051' --choice_param='2' --int_param_two='0' --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='-90' --float_param='-127.32821263352235519051' --choice_param='2' --int_param_two='0' --nr_results=1
stdout:
 OO-Info: int_param: -90
OO-Info: int_param_two: 0
OO-Info: float_param: -127.32821263352235519051
OO-Info: choice_param: 2
RESULT: -266083.678587827

stderr was empty
Result: {'RESULT': -266083.678587827}
Final-results: {'RESULT': -266083.678587827}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:54:28,753) - Job completed successfully
submitit INFO (2026-07-20 19:54:28,754) - Exiting after successful completion