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
56.15009719498007	15.259043968399693	71.4091411633798

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

2026-08-10 06:57:25 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 71.4091411633798, ▃▆▁█, finishing jobs, finished 1 job

Git-Version

Commit: a8b8249cb96b9a463ce0aacb00c08f5e88f4a047 (9428-2-ga8b8249cb)


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


Current git-hash: a8b8249cb96b9a463ce0aacb00c08f5e88f4a047 (last fully tested stable version 2 commits ago [13e20a46d71ea5effca97db9d226887fc1438f91, 9428])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-10 06:56:31] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 6e375c9a-f5e4-4e18-a95b-531e6e933c72
/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.")
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \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=39 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 56.15009719498007 │ 15.259043968399693 │ 71.4091411633798 │
└───────────────────┴────────────────────┴──────────────────┘
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: 65s (1m5s)                                                                                                                        │
│    🏆 Best RESULT: 71.4091411633798                                                                                                                │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-10 06:56:35 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, Started OmniOpt2 run...
2026-08-10 06:56:35 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, getting new HP set (no sbatch)
2026-08-10 06:56:35 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-08-10 06:56:35 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, eval #1/1 start                    
2026-08-10 06:56:35 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, starting new job                   
2026-08-10 06:56:35 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, started new job                    
2026-08-10 06:56:44 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, new result: RESULT: 89.974699      
2026-08-10 06:56:46 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, finishing jobs, finished 1 job
2026-08-10 06:56:46 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, getting new HP set (no sbatch)
2026-08-10 06:56:46 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, requested 1 jobs, got 1, 0.10 s/job
2026-08-10 06:56:46 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, eval #1/1 start                    
2026-08-10 06:56:46 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, starting new job                   
2026-08-10 06:56:46 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, started new job                    
2026-08-10 06:56:55 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 89.9746986851096, new result: RESULT: 78.201328      
2026-08-10 06:56:57 (8e9db852-6519-46a6-a399-dcc625961dd9): SOBOL, best RESULT: 78.201328269206, ▁█, finishing jobs, finished 1 job  
2026-08-10 06:56:59 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.201328269206, ▁█, getting new HP set (no sbatch)
2026-08-10 06:56:59 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.201328269206, ▁█, requested 1 jobs, got 1, 1.40 s/job
2026-08-10 06:56:59 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.201328269206, ▁█, eval #1/1 start                    
2026-08-10 06:56:59 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.201328269206, ▁█, starting new job                   
2026-08-10 06:56:59 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.201328269206, ▁█, started new job                    
2026-08-10 06:57:08 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.201328269206, ▁█, new result: RESULT: 98.255455      
2026-08-10 06:57:10 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, finishing jobs, finished 1 job      
2026-08-10 06:57:12 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, getting new HP set (no sbatch)      
2026-08-10 06:57:12 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, requested 1 jobs, got 1, 1.91 s/job 
2026-08-10 06:57:12 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, eval #1/1 start                     
2026-08-10 06:57:12 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, starting new job                    
2026-08-10 06:57:12 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, started new job                     
2026-08-10 06:57:21 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 78.2013282692, ▃█▁, new result: RESULT: 71.409141       
2026-08-10 06:57:25 (8e9db852-6519-46a6-a399-dcc625961dd9): BOTORCH_MODULAR, best RESULT: 71.4091411633798, ▃▆▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.297 │    1 │        0.297 │
│       2 │   0.103 │    1 │        0.103 │
│       3 │   0.105 │    1 │        0.105 │
│       4 │   0.106 │    1 │        0.106 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.153 │      │              │
│  Median │   0.106 │      │              │
│   Total │   0.611 │      │              │
│     Max │   0.297 │      │              │
│     Min │   0.103 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.102 │    1 │        0.102 │
│         3 │   1.398 │    1 │        1.398 │
│         4 │   1.913 │    1 │        1.913 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.863 │      │              │
│    Median │   0.750 │      │              │
│     Total │   3.452 │      │              │
│       Max │   1.913 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786344992,882.38671875,26.8

`RESULT` (goal: minimize)

Best value: 71.40914116338
Achieved at:
- b = 15.2590439684 (r=0.182, weak positive correlation)
- a = 56.15009719498 (r=0.173, weak positive 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	71.4091	98.2555	84.4602	10.3709	4
a	11.9689	93.2555	56.7239	29.2202	4
b	5	78.0058	27.7363	29.2674	4