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_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
nan	nan	nan	nan	-5	-37.224197993054986	8	1	-19370.5489615671

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

2026-07-16 05:49:09 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, best RESULT: -19370.5489615671, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 4c00dc848400b266b611ab7c11c56a62beb865f3 (9346-22-g4c00dc848)

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,-19370.548961567099468084052205085754,-5,-37.22419799305498600006103515625,8,1
1,1784180938,2,0fc64793-a8da-4007-899a-23ea0cbc6efe,1784180940,1784180946,6,./.tests/optimization_example --random_sem --int_param='6' --float_param='9.19103413361164633955' --choice_param='8' --int_param_two='10' --nr_results=1,0,,runnervm5mmn9,6,10,9.191034133611646339545586670283,8,1_0,COMPLETED,BOTORCH_MODULAR,-892.567671090979047221480868756771,6,9.191034133611646339545586670283,10,8


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

Current git-hash: 4c00dc848400b266b611ab7c11c56a62beb865f3 (last fully tested stable version 22 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 05:48:49] 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: a497abec-8822-42eb-8151-05f36b61cd2c
/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 Schrödinger’s cat—unti |
| l you look, it's both perfect and terrible.       |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                        ____________
                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   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=35 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_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param         ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ -5        │ -37.224197993054986 │ 8             │ 1            │ -19370.5489615671 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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: -19370.5489615671                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 05:48:53 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 05:48:58 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 05:48:58 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, requested 1 jobs, got 1, 5.64 s/job
2026-07-16 05:48:58 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 05:48:58 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, starting new job                   
2026-07-16 05:48:59 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, started new job                    
2026-07-16 05:49:08 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, new result: RESULT: -892.567671 (SEM: 0.162491)
2026-07-16 05:49:09 (0fc64793-a8da-4007-899a-23ea0cbc6efe): BOTORCH_MODULAR, best RESULT: -19370.5489615671, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.268 │    1 │        0.268 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.268 │      │              │
│  Median │   0.268 │      │              │
│   Total │   0.268 │      │              │
│     Max │   0.268 │      │              │
│     Min │   0.268 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   5.644 │    1 │        5.644 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.644 │      │              │
│    Median │   5.644 │      │              │
│     Total │   5.644 │      │              │
│       Max │   5.644 │      │              │
│       Min │   5.644 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784180930,891.73828125,26.7

! 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	6	6	6	0	1
OO_Info_int_param_two	10	10	10	0	1
OO_Info_float_param	9.191	9.191	9.191	0	1
OO_Info_choice_param	8	8	8	0	1
RESULT	-19370.549	-892.5677	-10131.5583	9238.9906	2
int_param	-5	6	0.5	5.5	2
float_param	-37.2242	9.191	-14.0166	23.2076	2
int_param_two	8	10	9	1	2
choice_param	1	8	4.5	3.5	2

submitit INFO (2026-07-16 05:48:59,288) - Starting with JobEnvironment(job_id=131243, hostname=runnervm5mmn9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 05:48:59,288) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/test_continued_constraint/1/single_runs/131243/131243_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": 6, "float_param": 9.191034133611646, "int_param_two": 10, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='6' --float_param='9.19103413361164633955' --choice_param='8' --int_param_two='10' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784177964.8173692
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784178647.2799542
Last modification: 1784177964.8173692
Hostname: runnervm5mmn9
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='6' --float_param='9.19103413361164633955' --choice_param='8' --int_param_two='10' --nr_results=1
stdout:
 OO-Info: int_param: 6
OO-Info: int_param_two: 10
OO-Info: float_param: 9.19103413361164633955
OO-Info: choice_param: 8
RESULT: -892.567671090979
SEM-RESULT: 0.16249094072646

stderr was empty
Result: {'RESULT': -892.567671090979}
Final-results: {'RESULT': (-892.567671090979, 0.16249094072646)}
EXIT_CODE: 0
submitit INFO (2026-07-16 05:49:06,894) - Job completed successfully
submitit INFO (2026-07-16 05:49:06,894) - Exiting after successful completion