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
7.0405100751668215	9.736964334733784	16.7774744099

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

2026-08-09 05:03:41 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆▇, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-09 05:02:49] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 90462b24-4f67-400e-9f58-b1e65b4fe9cf
/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.")
                                                                             
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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=1 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 7.0405100751668215 │ 9.736964334733784 │ 16.7774744099 │
└────────────────────┴───────────────────┴───────────────┘
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: 63s (1m3s)                                                                                                                        │
│    🏆 Best RESULT: 16.7774744099                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-09 05:02:56 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, Started OmniOpt2 run...
2026-08-09 05:02:56 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, getting new HP set (no sbatch)
2026-08-09 05:02:56 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-08-09 05:02:56 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, eval #1/1 start                    
2026-08-09 05:02:56 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, starting new job                   
2026-08-09 05:02:56 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, started new job                    
2026-08-09 05:03:05 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, new result: RESULT: 163.061863     
2026-08-09 05:03:06 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, finishing jobs, finished 1 job
2026-08-09 05:03:06 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, getting new HP set (no sbatch)
2026-08-09 05:03:06 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, requested 1 jobs, got 1, 0.09 s/job
2026-08-09 05:03:06 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, eval #1/1 start                    
2026-08-09 05:03:06 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, starting new job                   
2026-08-09 05:03:06 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, started new job                    
2026-08-09 05:03:16 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 163.061862885952, new result: RESULT: 16.777474      
2026-08-09 05:03:17 (9517b436-679a-42d4-b956-77184a36929b): SOBOL, best RESULT: 16.7774744099006, ▁█, finishing jobs, finished 1 job 
2026-08-09 05:03:18 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099006, ▁█, getting new HP set (no sbatch)
2026-08-09 05:03:18 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099006, ▁█, requested 1 jobs, got 1, 0.90 s/job
2026-08-09 05:03:18 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099006, ▁█, eval #1/1 start                    
2026-08-09 05:03:18 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099006, ▁█, starting new job                   
2026-08-09 05:03:18 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099006, ▁█, started new job                    
2026-08-09 05:03:27 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099006, ▁█, new result: RESULT: 44.645340      
2026-08-09 05:03:29 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, finishing jobs, finished 1 job       
2026-08-09 05:03:30 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, getting new HP set (no sbatch)       
2026-08-09 05:03:30 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, requested 1 jobs, got 1, 0.69 s/job  
2026-08-09 05:03:30 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, eval #1/1 start                      
2026-08-09 05:03:30 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, starting new job                     
2026-08-09 05:03:30 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, started new job                      
2026-08-09 05:03:39 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆, new result: RESULT: 33.419568        
2026-08-09 05:03:41 (9517b436-679a-42d4-b956-77184a36929b): BOTORCH_MODULAR, best RESULT: 16.7774744099, ▁█▆▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.255 │    1 │        0.255 │
│       2 │   0.087 │    1 │        0.087 │
│       3 │   0.086 │    1 │        0.086 │
│       4 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.129 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.515 │      │              │
│     Max │   0.255 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.091 │    1 │        0.091 │
│         3 │   0.902 │    1 │        0.902 │
│         4 │   0.685 │    1 │        0.685 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.429 │      │              │
│    Median │   0.388 │      │              │
│     Total │   1.715 │      │              │
│       Max │   0.902 │      │              │
│       Min │   0.037 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786251770,882.203125,26.7

`RESULT` (goal: minimize)

Best value: 16.7774744099
Achieved at:
- a = 7.0405100751668 (r=0.958, strong positive correlation)
- b = 9.7369643347338 (r=0.888, strong 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	16.7775	163.0619	64.4761	57.7756	4
a	5	98.9417	34.8504	38.1231	4
b	5	64.1201	29.6256	23.9387	4