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
43.675502575227725	5.0	48.6755025752277

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 06:39:58 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 48.6755025752277, ▃▁▆█, finishing jobs, finished 1 job

Git-Version

Commit: 611f002d8dffbbf7205b3e78c037f864a1724a32 (9375-1-g611f002d8)

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
0,1784183953,2,8ed65074-ad7d-4207-9b88-214bf216d266,1784183955,1784183961,6,perl -e 'print "RESULT: " . (94.21249240636825561523 + 9.857960529625415802)',0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,104.070452935999995247584593016654,94.212492406368255615234375,9.857960529625415802001953125
1,1784183964,2,8ed65074-ad7d-4207-9b88-214bf216d266,1784183966,1784183972,6,perl -e 'print "RESULT: " . (50.56043559219688177109 + 93.40416865423321723938)',0,,runnervm3jd5f,1_0,COMPLETED,SOBOL,143.964604246400000420180731453001,50.560435592196881771087646484375,93.4041686542332172393798828125
2,1784183975,2,8ed65074-ad7d-4207-9b88-214bf216d266,1784183977,1784183983,6,perl -e 'print "RESULT: " . (65.09488138946088042758 + 5)',0,,runnervm3jd5f,2_0,COMPLETED,BOTORCH_MODULAR,70.09488138950000291060860035941,65.094881389460880427577649243176,5
3,1784183987,2,8ed65074-ad7d-4207-9b88-214bf216d266,1784183989,1784183995,6,perl -e 'print "RESULT: " . (43.67550257522772483298 + 5)',0,,runnervm3jd5f,3_0,COMPLETED,BOTORCH_MODULAR,48.675502575227703516702604247257,43.675502575227724832984677050263,5


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

Current git-hash: 611f002d8dffbbf7205b3e78c037f864a1724a32 (last fully tested stable version 1 commit ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 06:39:10] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 87df8785-4180-455f-a800-ba10dac90667
/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 - Like a neural synapse becoming self-aw |
| are.                                              |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                        ____________
                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   O   O  | \ \ |
                                                     |     <    |  \ \|
                                                    /|          |   \ \
                                                   / |  \_____/ |   / /
                                                  / /|          |  / /|
                                                 /||\|          | /||\/
                                                     -------------|
                                                         | |    | |
                                                        <__/    \__>
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=19 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 43.675502575227725 │ 5.0 │ 48.6755025752277 │
└────────────────────┴─────┴──────────────────┘
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: 60s (1m)                                                                                                                                                                            │
│    🏆 Best RESULT: 48.6755025752277                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 06:39:13 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, Started OmniOpt2 run...
2026-07-16 06:39:13 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, getting new HP set (no sbatch)
2026-07-16 06:39:13 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-16 06:39:13 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, eval #1/1 start                    
2026-07-16 06:39:13 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, starting new job                   
2026-07-16 06:39:13 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, started new job                    
2026-07-16 06:39:22 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, new result: RESULT: 104.070453     
2026-07-16 06:39:24 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, finishing jobs, finished 1 job
2026-07-16 06:39:24 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, getting new HP set (no sbatch)
2026-07-16 06:39:24 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, requested 1 jobs, got 1, 0.10 s/job
2026-07-16 06:39:24 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, eval #1/1 start                    
2026-07-16 06:39:24 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, starting new job                   
2026-07-16 06:39:24 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, started new job                    
2026-07-16 06:39:33 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452935994, new result: RESULT: 143.964604     
2026-07-16 06:39:34 (8ed65074-ad7d-4207-9b88-214bf216d266): SOBOL, best RESULT: 104.070452936, █▁, finishing jobs, finished 1 job    
2026-07-16 06:39:35 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 104.070452936, █▁, getting new HP set (no sbatch)
2026-07-16 06:39:35 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 104.070452936, █▁, requested 1 jobs, got 1, 0.87 s/job
2026-07-16 06:39:35 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 104.070452936, █▁, eval #1/1 start                    
2026-07-16 06:39:35 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 104.070452936, █▁, starting new job                   
2026-07-16 06:39:35 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 104.070452936, █▁, started new job                    
2026-07-16 06:39:44 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 104.070452936, █▁, new result: RESULT: 70.094881      
2026-07-16 06:39:46 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, finishing jobs, finished 1 job 
2026-07-16 06:39:47 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, getting new HP set (no sbatch) 
2026-07-16 06:39:47 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, requested 1 jobs, got 1, 0.75 s/job
2026-07-16 06:39:47 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, eval #1/1 start                    
2026-07-16 06:39:47 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, starting new job                   
2026-07-16 06:39:47 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, started new job                    
2026-07-16 06:39:56 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 70.0948813894609, ▄▁█, new result: RESULT: 48.675503      
2026-07-16 06:39:58 (8ed65074-ad7d-4207-9b88-214bf216d266): BOTORCH_MODULAR, best RESULT: 48.6755025752277, ▃▁▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.271 │    1 │        0.271 │
│       2 │   0.092 │    1 │        0.092 │
│       3 │   0.094 │    1 │        0.094 │
│       4 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.138 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.551 │      │              │
│     Max │   0.271 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │   0.097 │    1 │        0.097 │
│         3 │   0.872 │    1 │        0.872 │
│         4 │   0.750 │    1 │        0.750 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.440 │      │              │
│    Median │   0.423 │      │              │
│     Total │   1.759 │      │              │
│       Max │   0.872 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784183951,887.19921875,26.7

`RESULT` (goal: minimize)

Best value: 48.675502575228
Achieved at:
- b = 5 (r=0.862, strong positive correlation)
- a = 43.675502575228 (r=0.187, 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	48.6755	143.9646	91.7014	36.0642	4
a	43.6755	94.2125	63.3858	19.4048	4
b	5	93.4042	28.3155	37.6312	4

submitit INFO (2026-07-16 06:39:14,132) - Starting with JobEnvironment(job_id=141547, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 06:39:14,133) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/141547/141547_submitted.pkl
Trial-Index: 0

Parameters: {"a": 94.21249240636826, "b": 9.857960529625416}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (94.21249240636825561523 + 9.857960529625415802)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784183937.205105
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784183940.2987494
Last modification: 1784183937.205105
Hostname: runnervm3jd5f
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (94.21249240636825561523 + 9.857960529625415802)'
stdout:
 RESULT: 104.070452935994
stderr was empty
Result: {'RESULT': 104.070452935994}
Final-results: {'RESULT': 104.070452935994}
EXIT_CODE: 0
submitit INFO (2026-07-16 06:39:21,820) - Job completed successfully
submitit INFO (2026-07-16 06:39:21,820) - Exiting after successful completion