OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	1
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	1

Best RESULT, min (total: 1 + inserted jobs: 1)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-18.0	10.0	-94.0545365405…	1.0	-18	-94.0545365405…	10	1	-104157.33209…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	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

Constraints

Constraints
int_param + 2*int_param_two >= 0
2*int_param_two >= 0

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-20 19:57:56 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, best RESULT: -104157.332092668, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 1d8438942b0dad3870060c63f9266acf9bdf359b (9412)

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,-3526.831057201400199119234457612038,5,-11.544216684997081756591796875,9,hallo
1,1784577465,2,26342edc-90b7-45be-bde5-81f6c302d27c,1784577467,1784577473,6,./.tests/optimization_example --random_sem --int_param='-18' --float_param='-94.0545365405683071458' --choice_param='1' --int_param_two='10' --nr_results=1,0,,runnervm3jd5f,-18,10,-94.054536540568307145804283209145,1,1_0,COMPLETED,BOTORCH_MODULAR,-104157.332092668002587743103504180908,-18,-94.054536540568307145804283209145,10,1


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

Current git-hash: 1d8438942b0dad3870060c63f9266acf9bdf359b (version: 9412)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 19:57:36] 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
Using old run's --max_eval: 1
Run-UUID: 464bd001-a13b-42e0-b855-914cecf2b1d0
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing like it's the Matrix, but I |
|  am the One.                                      |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --continue runs/test_continued_constraint/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1
Continuation from runs/test_continued_constraint/0
You have less --max_eval 1 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=test_continued_constraint&run_nr=175 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 2 steps.
Run-Program: ./.tests/optimization_example --random_sem --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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Constraints                      ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ int_param + 2*int_param_two >= 0 │
│ 2*int_param_two >= 0             │
└──────────────────────────────────┘
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: 1 + inserted jobs: 1)
┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -18.0           │ 10.0            │ -94.0545365405… │ 1.0            │ -18       │ -94.0545365405… │ 10            │ 1            │ -104157.33209… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           1           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 1 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 32s                                                                                                                               │
│    🏆 Best RESULT: -104157.332092668                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:57:40 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:57:45 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:57:45 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, requested 1 jobs, got 1, 5.37 s/job
2026-07-20 19:57:45 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:57:45 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:57:45 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, started new job                    
2026-07-20 19:57:55 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, new result: RESULT: -104157.332093 (SEM: 0.366177)
2026-07-20 19:57:56 (26342edc-90b7-45be-bde5-81f6c302d27c): BOTORCH_MODULAR, best RESULT: -104157.332092668, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.266 │    1 │        0.266 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.266 │      │              │
│  Median │   0.266 │      │              │
│   Total │   0.266 │      │              │
│     Max │   0.266 │      │              │
│     Min │   0.266 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   5.369 │    1 │        5.369 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.369 │      │              │
│    Median │   5.369 │      │              │
│     Total │   5.369 │      │              │
│       Max │   5.369 │      │              │
│       Min │   5.369 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/test_continued_constraint/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	False
send_anonymized_usage_stats	False
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	False
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	20
worker_timeout	30
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
1784577457,892.4765625,26.7

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	1
OO_Info_int_param	-18	-18	-18	0	1
OO_Info_int_param_two	10	10	10	0	1
OO_Info_float_param	-94.0545	-94.0545	-94.0545	0	1
OO_Info_choice_param	1	1	1	0	1
RESULT	-104157.3321	-3526.8311	-53842.0816	50315.2505	2
int_param	-18	5	-6.5	11.5	2
float_param	-94.0545	-11.5442	-52.7994	41.2552	2
int_param_two	9	10	9.5	0.5	2
choice_param	No numerical statistics available

submitit INFO (2026-07-20 19:57:46,243) - Starting with JobEnvironment(job_id=125568, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:57:46,243) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1/single_runs/125568/125568_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": -18, "float_param": -94.05453654056831, "int_param_two": 10, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-18' --float_param='-94.0545365405683071458' --choice_param='1' --int_param_two='10' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574490.7391434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784575141.7809556
Last modification: 1784574490.7391434
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-18' --float_param='-94.0545365405683071458' --choice_param='1' --int_param_two='10' --nr_results=1
stdout:
 OO-Info: int_param: -18
OO-Info: int_param_two: 10
OO-Info: float_param: -94.0545365405683071458
OO-Info: choice_param: 1
RESULT: -104157.332092668
SEM-RESULT: 0.366176524738879

stderr was empty
Result: {'RESULT': -104157.332092668}
Final-results: {'RESULT': (-104157.332092668, 0.366176524738879)}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:57:53,869) - Job completed successfully
submitit INFO (2026-07-20 19:57:53,869) - Exiting after successful completion