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
-99.0	-100.0	-100.0	8.0	-99	-100.0	-100	8	-328138.92

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 19:03:10 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -328138.92, ▁▃▆█, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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,-7689.369173380499887571204453706741,-22,5.77776432037353515625,4,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-139192.785709362011402845382690429688,8,-99.941443533697267298521182965487,-49,8
2,1784574168,2,7483a973-6ab3-4665-bde6-edc5c1be1d40,1784574170,1784574176,6,./.tests/optimization_example  --int_param='-43' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,runnervm76tkm,-43,-100,-100,8,2_0,COMPLETED,BOTORCH_MODULAR,-242906.92000000001280568540096282959,-43,-100,-100,8
3,1784574179,2,7483a973-6ab3-4665-bde6-edc5c1be1d40,1784574181,1784574187,6,./.tests/optimization_example  --int_param='-99' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,runnervm76tkm,-99,-100,-100,8,3_0,COMPLETED,BOTORCH_MODULAR,-328138.919999999983701854944229125977,-99,-100,-100,8


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 19:02:44] 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: 792d65ab-8af2-40a6-bad5-086dc4aea993
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Channeling my inner Gandalf: ‘You shal |
| l not pass... without fine-tuning!’               |
 \                                                 /
  =================================================
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                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=757 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_para… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -99.0             │ -100.0            │ -100.0            │ 8.0              │ -99       │ -100.0      │ -100          │ 8            │ -328138.92 │
└───────────────────┴───────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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: 33s                                                                                                                               │
│    🏆 Best RESULT: -328138.92                                                                                                                      │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                  │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:02:47 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:02:48 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:02:48 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.66 s/job
2026-07-20 19:02:48 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:02:48 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:02:48 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, started new job                    
2026-07-20 19:02:57 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, new result: RESULT: -242906.920000 
2026-07-20 19:02:59 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, finishing jobs, finished 1 job
2026-07-20 19:02:59 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, getting new HP set (no sbatch)
2026-07-20 19:02:59 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, requested 1 jobs, got 1, 0.59 s/job
2026-07-20 19:02:59 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, eval #1/1 start                    
2026-07-20 19:02:59 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, starting new job                   
2026-07-20 19:02:59 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, started new job                    
2026-07-20 19:03:08 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -242906.92, ▁▄█, new result: RESULT: -328138.920000 
2026-07-20 19:03:10 (7483a973-6ab3-4665-bde6-edc5c1be1d40): BOTORCH_MODULAR, best RESULT: -328138.92, ▁▃▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.130 │    1 │        0.130 │
│       2 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.105 │      │              │
│  Median │   0.105 │      │              │
│   Total │   0.210 │      │              │
│     Max │   0.130 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.655 │    1 │        0.655 │
│         2 │   0.588 │    1 │        0.588 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.622 │      │              │
│    Median │   0.622 │      │              │
│     Total │   1.243 │      │              │
│       Max │   0.655 │      │              │
│       Min │   0.588 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784574165,755.76953125,28.2

`RESULT` (goal: minimize)

Best value: -328138.92
Achieved at:
- int_param_two = -100 (r=0.967, strong positive correlation)
- float_param = -100 (r=0.829, strong positive correlation)
- choice_param = 8 (r=-0.829, strong negative correlation)
- int_param = -99 (r=0.748, 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	-99	-43	-71	28	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-328138.92	-7689.3692	-179481.9987	119642.7277	4
int_param	-99	8	-39	39.096	4
float_param	-100	5.7778	-73.5409	45.7947	4
int_param_two	-100	4	-61.25	43.0429	4
choice_param	2	8	6.5	2.5981	4

submitit INFO (2026-07-20 19:02:48,813) - Starting with JobEnvironment(job_id=71087, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:02:48,814) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/71087/71087_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -43, "float_param": -100.0, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-43' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784573437.5452595
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574129.8076525
Last modification: 1784573437.5452595
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-43' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -43
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 8
RESULT: -242906.92

stderr was empty
Result: {'RESULT': -242906.92}
Final-results: {'RESULT': -242906.92}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:02:56,456) - Job completed successfully
submitit INFO (2026-07-20 19:02:56,456) - Exiting after successful completion