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
5.0	31.59879693933252	36.5987969393325

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

2026-07-20 20:47:38 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 36.5987969393325, ▄▁▄█, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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
0,1784580417,1,e2427633-d01b-4474-b6c9-26466818ac08,1784580418,1784580424,6,perl -e 'print "RESULT: " . (27.24326685070991516113 + 68.67940664291381835938)',0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,95.922673493600001393133425153792,27.2432668507099151611328125,68.679406642913818359375
1,1784580427,2,e2427633-d01b-4474-b6c9-26466818ac08,1784580429,1784580435,6,perl -e 'print "RESULT: " . (93.2179346773773431778 + 50.08533810265362262726)',0,,runnervm3jd5f,1_0,COMPLETED,SOBOL,143.303272779999986141774570569396,93.21793467737734317779541015625,50.08533810265362262725830078125
2,1784580438,1,e2427633-d01b-4474-b6c9-26466818ac08,1784580439,1784580445,6,perl -e 'print "RESULT: " . (5 + 82.17392437810646299567)',0,,runnervm3jd5f,2_0,COMPLETED,BOTORCH_MODULAR,87.173924378099997056779102422297,5,82.173924378106462995674519333988
3,1784580448,1,e2427633-d01b-4474-b6c9-26466818ac08,1784580449,1784580456,7,perl -e 'print "RESULT: " . (5 + 31.59879693933251942894)',0,,runnervm3jd5f,3_0,COMPLETED,BOTORCH_MODULAR,36.598796939332501665376184973866,5,31.59879693933251942894457897637


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:46:50] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 7fbfc403-24bf-4781-a435-7e850dbcb23d
/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=87 for live-results.

Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
You have 4 CPUs available for the main process. No CUDA devices found.
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           ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 5.0 │ 31.59879693933252 │ 36.5987969393325 │
└─────┴───────────────────┴──────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 7.00 sec  │   6.25 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted                                                                                        │
│    ⏱️  Duration: 56s                                                                                                                               │
│    🏆 Best RESULT: 36.5987969393325                                                                                                                │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:46:57 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, Started OmniOpt2 run...
2026-07-20 20:46:57 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, getting new HP set (no sbatch)
2026-07-20 20:46:57 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-20 20:46:57 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, eval #1/1 start                    
2026-07-20 20:46:57 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, starting new job                   
2026-07-20 20:46:57 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, started new job                    
2026-07-20 20:47:05 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, new result: RESULT: 95.922673      
2026-07-20 20:47:07 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, finishing jobs, finished 1 job
2026-07-20 20:47:07 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, getting new HP set (no sbatch)
2026-07-20 20:47:07 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 20:47:07 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, eval #1/1 start                    
2026-07-20 20:47:07 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, starting new job                   
2026-07-20 20:47:07 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, started new job                    
2026-07-20 20:47:15 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936237, new result: RESULT: 143.303273     
2026-07-20 20:47:17 (e2427633-d01b-4474-b6c9-26466818ac08): SOBOL, best RESULT: 95.9226734936, █▁, finishing jobs, finished 1 job    
2026-07-20 20:47:18 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 95.9226734936, █▁, getting new HP set (no sbatch)
2026-07-20 20:47:18 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 95.9226734936, █▁, requested 1 jobs, got 1, 0.92 s/job
2026-07-20 20:47:18 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 95.9226734936, █▁, eval #1/1 start                    
2026-07-20 20:47:18 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 95.9226734936, █▁, starting new job                   
2026-07-20 20:47:18 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 95.9226734936, █▁, started new job                    
2026-07-20 20:47:26 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 95.9226734936, █▁, new result: RESULT: 87.173924      
2026-07-20 20:47:28 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, finishing jobs, finished 1 job 
2026-07-20 20:47:28 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, getting new HP set (no sbatch) 
2026-07-20 20:47:28 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, requested 1 jobs, got 1, 0.53 s/job
2026-07-20 20:47:28 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, eval #1/1 start                    
2026-07-20 20:47:28 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, starting new job                   
2026-07-20 20:47:28 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, started new job                    
2026-07-20 20:47:36 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 87.1739243781065, ▆▁█, new result: RESULT: 36.598797      
2026-07-20 20:47:38 (e2427633-d01b-4474-b6c9-26466818ac08): BOTORCH_MODULAR, best RESULT: 36.5987969393325, ▄▁▄█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.163 │    1 │        0.163 │
│       2 │   0.058 │    1 │        0.058 │
│       3 │   0.059 │    1 │        0.059 │
│       4 │   0.058 │    1 │        0.058 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.084 │      │              │
│  Median │   0.058 │      │              │
│   Total │   0.338 │      │              │
│     Max │   0.163 │      │              │
│     Min │   0.058 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.027 │    1 │        0.027 │
│         2 │   0.063 │    1 │        0.063 │
│         3 │   0.922 │    1 │        0.922 │
│         4 │   0.532 │    1 │        0.532 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.386 │      │              │
│    Median │   0.298 │      │              │
│     Total │   1.544 │      │              │
│       Max │   0.922 │      │              │
│       Min │   0.027 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784580411,887.56640625,27.4

`RESULT` (goal: minimize)

Best value: 36.598796939333
Achieved at:
- a = 5 (r=0.868, strong positive correlation)
- run_time = 7 (r=-0.826, strong negative correlation)
- b = 31.598796939333 (r=0.34, weak positive 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	7	6.25	0.433	4
RESULT	36.5988	143.3033	90.7497	37.8607	4
a	5	93.2179	32.6153	36.1481	4
b	31.5988	82.1739	58.1344	19.092	4

submitit INFO (2026-07-20 20:46:57,717) - Starting with JobEnvironment(job_id=134689, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:46:57,717) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/134689/134689_submitted.pkl
Trial-Index: 0

Parameters: {"a": 27.243266850709915, "b": 68.67940664291382}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (27.24326685070991516113 + 68.67940664291381835938)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784580401.2017405
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784580404.289349
Last modification: 1784580401.2017405
Hostname: runnervm3jd5f
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (27.24326685070991516113 + 68.67940664291381835938)'
stdout:
 RESULT: 95.9226734936237
stderr was empty
Result: {'RESULT': 95.9226734936237}
Final-results: {'RESULT': 95.9226734936237}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:47:04,767) - Job completed successfully
submitit INFO (2026-07-20 20:47:04,767) - Exiting after successful completion