OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4

Best RESULT, min (total: 4)

a	b	RESULT
16.303988857403393	49.1426131155824	65.4466019729858

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-16 14:05:11 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 65.4466019729858, ▄▆▁█, finishing jobs, finished 1 job

Git-Version

Commit: fa24dfbf750366b8c83f9ef04857a770020b8dad (9375-17-gfa24dfbf7)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,a,b
0,1784210673,1,79eebc04-1e0a-4790-9a80-2aa27a6a40ee,1784210674,1784210680,6,perl -e 'print "RESULT: " . (60.29529601335525512695 + 17.70253606140613555908)',0,,runnervm76tkm,0_0,COMPLETED,SOBOL,77.9978320748000015782963600941,60.295296013355255126953125,17.70253606140613555908203125
1,1784210682,1,79eebc04-1e0a-4790-9a80-2aa27a6a40ee,1784210683,1784210689,6,perl -e 'print "RESULT: " . (12.79208213556557893753 + 58.16326867789030075073)',0,,runnervm76tkm,1_0,COMPLETED,SOBOL,70.955350813500004392153641674668,12.792082135565578937530517578125,58.163268677890300750732421875
2,1784210692,1,79eebc04-1e0a-4790-9a80-2aa27a6a40ee,1784210693,1784210699,6,perl -e 'print "RESULT: " . (5 + 82.82424238330611387937)',0,,runnervm76tkm,2_0,COMPLETED,BOTORCH_MODULAR,87.824242383300003211843431927264,5,82.824242383306113879370968788862
3,1784210702,1,79eebc04-1e0a-4790-9a80-2aa27a6a40ee,1784210703,1784210709,6,perl -e 'print "RESULT: " . (16.30398885740339309791 + 49.14261311558239953001)',0,,runnervm76tkm,3_0,COMPLETED,BOTORCH_MODULAR,65.446601972985803286064765416086,16.303988857403393097911248332821,49.142613115582399530012480681762


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

Current git-hash: fa24dfbf750366b8c83f9ef04857a770020b8dad (last fully tested stable version 17 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-16 14:04:31] 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]`.
Run-UUID: ba3b4161-4cc0-4a9a-9b87-eef5f817b06b
/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.")
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=22 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
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: 4)
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ a                  ┃ b                ┃ RESULT           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 16.303988857403393 │ 49.1426131155824 │ 65.4466019729858 │
└────────────────────┴──────────────────┴──────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 45s                                                                                                                                                                                 │
│    🏆 Best RESULT: 65.4466019729858                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 14:04:33 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, Started OmniOpt2 run...
2026-07-16 14:04:33 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, getting new HP set (no sbatch)
2026-07-16 14:04:33 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-07-16 14:04:33 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, eval #1/1 start                    
2026-07-16 14:04:33 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, starting new job                   
2026-07-16 14:04:33 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, started new job                    
2026-07-16 14:04:41 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, new result: RESULT: 77.997832      
2026-07-16 14:04:42 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, finishing jobs, finished 1 job
2026-07-16 14:04:42 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, getting new HP set (no sbatch)
2026-07-16 14:04:42 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, requested 1 jobs, got 1, 0.03 s/job
2026-07-16 14:04:42 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, eval #1/1 start                    
2026-07-16 14:04:42 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, starting new job                   
2026-07-16 14:04:42 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, started new job                    
2026-07-16 14:04:50 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 77.9978320747614, new result: RESULT: 70.955351      
2026-07-16 14:04:51 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): SOBOL, best RESULT: 70.9553508134559, ▁█, finishing jobs, finished 1 job 
2026-07-16 14:04:52 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508134559, ▁█, getting new HP set (no sbatch)
2026-07-16 14:04:52 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508134559, ▁█, requested 1 jobs, got 1, 0.28 s/job
2026-07-16 14:04:52 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508134559, ▁█, eval #1/1 start                    
2026-07-16 14:04:52 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508134559, ▁█, starting new job                   
2026-07-16 14:04:52 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508134559, ▁█, started new job                    
2026-07-16 14:05:00 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508134559, ▁█, new result: RESULT: 87.824242      
2026-07-16 14:05:01 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, finishing jobs, finished 1 job       
2026-07-16 14:05:02 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, getting new HP set (no sbatch)       
2026-07-16 14:05:02 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, requested 1 jobs, got 1, 0.33 s/job  
2026-07-16 14:05:02 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, eval #1/1 start                      
2026-07-16 14:05:02 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, starting new job                     
2026-07-16 14:05:02 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, started new job                      
2026-07-16 14:05:10 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 70.9553508135, ▅█▁, new result: RESULT: 65.446602        
2026-07-16 14:05:11 (79eebc04-1e0a-4790-9a80-2aa27a6a40ee): BOTORCH_MODULAR, best RESULT: 65.4466019729858, ▄▆▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.072 │    1 │        0.072 │
│       2 │   0.046 │    1 │        0.046 │
│       3 │   0.047 │    1 │        0.047 │
│       4 │   0.046 │    1 │        0.046 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.053 │      │              │
│  Median │   0.047 │      │              │
│   Total │   0.211 │      │              │
│     Max │   0.072 │      │              │
│     Min │   0.046 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.018 │    1 │        0.018 │
│         2 │   0.032 │    1 │        0.032 │
│         3 │   0.284 │    1 │        0.284 │
│         4 │   0.332 │    1 │        0.332 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.166 │      │              │
│    Median │   0.158 │      │              │
│     Total │   0.665 │      │              │
│       Max │   0.332 │      │              │
│       Min │   0.018 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
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	50
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	0
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	4
worker_timeout	60
slurm_use_srun	False
time	60
partition	alpha
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
1784210671,753.30078125,29.7

`RESULT` (goal: minimize)

Best value: 65.446601972986
Achieved at:
- b = 49.142613115582 (r=0.378, weak positive correlation)
- a = 16.303988857403 (r=-0.021, weak negative correlation)
- run_time = 6 (r=0, weak negative 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	4
RESULT	65.4466	87.8242	75.556	8.3642	4
a	5	60.2953	23.5978	21.5786	4
b	17.7025	82.8242	51.9582	23.3055	4

submitit INFO (2026-07-16 14:04:33,509) - Starting with JobEnvironment(job_id=142232, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 14:04:33,509) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/142232/142232_submitted.pkl
Trial-Index: 0

Parameters: {"a": 60.295296013355255, "b": 17.702536061406136}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (60.29529601335525512695 + 17.70253606140613555908)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784210664.8740594
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784210667.7370813
Last modification: 1784210664.8740594
Hostname: runnervm76tkm
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (60.29529601335525512695 + 17.70253606140613555908)'
stdout:
 RESULT: 77.9978320747614
stderr was empty
Result: {'RESULT': 77.9978320747614}
Final-results: {'RESULT': 77.9978320747614}
EXIT_CODE: 0
submitit INFO (2026-07-16 14:04:40,653) - Job completed successfully
submitit INFO (2026-07-16 14:04:40,654) - Exiting after successful completion