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
12.749718582396426	79.39499275239551	92.1447113348

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

2026-05-31 11:28:11 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113348, ▁▆█▁, finishing jobs, finished 1 job

Git-Version

Commit: 4d604d1144428d61572f1a083b390631a8aef853 (9344-1-g4d604d114)

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
0,1780226847,2,aab16a32-8278-4427-b6f0-5d74e29b5651,1780226849,1780226855,6,perl -e 'print "RESULT: " . (90.56907385587692260742 + 14.21375311911106109619)',0,,runnervm3jyl0,0_0,COMPLETED,SOBOL,104.782826975000006086702342145145,90.569073855876922607421875,14.21375311911106109619140625
1,1780226858,1,aab16a32-8278-4427-b6f0-5d74e29b5651,1780226859,1780226865,6,perl -e 'print "RESULT: " . (33.46200553234666585922 + 61.87607000581920146942)',0,,runnervm3jyl0,1_0,COMPLETED,SOBOL,95.338075538200001801669714041054,33.462005532346665859222412109375,61.87607000581920146942138671875
2,1780226869,2,aab16a32-8278-4427-b6f0-5d74e29b5651,1780226871,1780226877,6,perl -e 'print "RESULT: " . (12.74971858239642585886 + 79.39499275239550968308)',0,,runnervm3jyl0,2_0,COMPLETED,BOTORCH_MODULAR,92.144711334799993096567050088197,12.749718582396425858860311564058,79.394992752395509683083218988031
3,1780226880,2,aab16a32-8278-4427-b6f0-5d74e29b5651,1780226882,1780226888,6,perl -e 'print "RESULT: " . (5 + 100)',0,,runnervm3jyl0,3_0,COMPLETED,BOTORCH_MODULAR,105,5,100


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

Current git-hash: 4d604d1144428d61572f1a083b390631a8aef853 (last fully tested stable version 1 commit ago [2c09badf8ff71f8f9eee5a24e4a2328f476e658c, 9344])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-31 11:27:23] ax.storage.sqa_store.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: 476e4372-758a-43f3-b95c-d559e3a8549d
/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 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
 \                                                 /
  =================================================
                                                    \
                                                     \
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                                                       \
                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
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=15 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 12.749718582396426 │ 79.39499275239551 │ 92.1447113348 │
└────────────────────┴───────────────────┴───────────────┘
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: 57s                                                                                                                                                                                 │
│    🏆 Best RESULT: 92.1447113348                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-31 11:27:27 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, Started OmniOpt2 run...
2026-05-31 11:27:27 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, getting new HP set (no sbatch)
2026-05-31 11:27:27 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-31 11:27:27 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, eval #1/1 start                    
2026-05-31 11:27:27 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, starting new job                   
2026-05-31 11:27:27 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, started new job                    
2026-05-31 11:27:36 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, new result: RESULT: 104.782827     
2026-05-31 11:27:37 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, finishing jobs, finished 1 job
2026-05-31 11:27:37 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, getting new HP set (no sbatch)
2026-05-31 11:27:37 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, requested 1 jobs, got 1, 0.09 s/job
2026-05-31 11:27:37 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, eval #1/1 start                    
2026-05-31 11:27:38 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, starting new job                   
2026-05-31 11:27:38 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, started new job                    
2026-05-31 11:27:47 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 104.782826974988, new result: RESULT: 95.338076      
2026-05-31 11:27:48 (aab16a32-8278-4427-b6f0-5d74e29b5651): SOBOL, best RESULT: 95.3380755381659, ▁█, finishing jobs, finished 1 job 
2026-05-31 11:27:49 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 95.3380755381659, ▁█, getting new HP set (no sbatch)
2026-05-31 11:27:49 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 95.3380755381659, ▁█, requested 1 jobs, got 1, 0.64 s/job
2026-05-31 11:27:49 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 95.3380755381659, ▁█, eval #1/1 start                    
2026-05-31 11:27:49 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 95.3380755381659, ▁█, starting new job                   
2026-05-31 11:27:49 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 95.3380755381659, ▁█, started new job                    
2026-05-31 11:27:58 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 95.3380755381659, ▁█, new result: RESULT: 92.144711      
2026-05-31 11:28:00 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, finishing jobs, finished 1 job    
2026-05-31 11:28:00 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, getting new HP set (no sbatch)    
2026-05-31 11:28:00 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, requested 1 jobs, got 1, 0.45 s/job
2026-05-31 11:28:00 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, eval #1/1 start                    
2026-05-31 11:28:00 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, starting new job                   
2026-05-31 11:28:00 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, started new job                    
2026-05-31 11:28:09 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113347919, ▁▆█, new result: RESULT: 105.000000     
2026-05-31 11:28:11 (aab16a32-8278-4427-b6f0-5d74e29b5651): BOTORCH_MODULAR, best RESULT: 92.1447113348, ▁▆█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.087 │    1 │        0.087 │
│       3 │   0.086 │    1 │        0.086 │
│       4 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.131 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.523 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.092 │    1 │        0.092 │
│         3 │   0.638 │    1 │        0.638 │
│         4 │   0.453 │    1 │        0.453 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.305 │      │              │
│    Median │   0.273 │      │              │
│     Total │   1.222 │      │              │
│       Max │   0.638 │      │              │
│       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
1780226845,780.82421875,26.8

`RESULT` (goal: minimize)

Best value: 92.1447113348
Achieved at:
- run_time = 6
- a = 12.749718582396
- b = 79.394992752396

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	92.1447	105	99.3164	5.6887	4
a	5	90.5691	35.4452	33.4835	4
b	14.2138	100	63.8712	31.6864	4

submitit INFO (2026-05-31 11:27:27,901) - Starting with JobEnvironment(job_id=139687, hostname=runnervm3jyl0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-31 11:27:27,901) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139687/139687_submitted.pkl
Trial-Index: 0

Parameters: {"a": 90.56907385587692, "b": 14.213753119111061}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (90.56907385587692260742 + 14.21375311911106109619)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1780226832.528171
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1780226835.5069761
Last modification: 1780226832.528171
Hostname: runnervm3jyl0
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (90.56907385587692260742 + 14.21375311911106109619)'
stdout:
 RESULT: 104.782826974988
stderr was empty
Result: {'RESULT': 104.782826974988}
Final-results: {'RESULT': 104.782826974988}
EXIT_CODE: 0
submitit INFO (2026-05-31 11:27:35,545) - Job completed successfully
submitit INFO (2026-05-31 11:27:35,545) - Exiting after successful completion