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	5.531687160689867	10.5316871606899

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

2026-02-19 15:44:34 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 10.5316871606899, finishing jobs, finished 1 job

Git-Version

Commit: 58c866c868c07da88eccea8bc47a8de539dae9f1 (9230-25-g58c866c86)

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
0,1771515827,2,c1d06f8b-57f5-4892-a561-a74083d495f4,1771515829,1771515835,6,perl -e 'print "RESULT: " . (37.8451462090015411377 + 38.12395066022872924805)',0,,runnervmjduv7,0_0,COMPLETED,SOBOL,75.969096869200001265198807232082,37.8451462090015411376953125,38.123950660228729248046875
1,1771515838,2,c1d06f8b-57f5-4892-a561-a74083d495f4,1771515840,1771515846,6,perl -e 'print "RESULT: " . (60.73512047529220581055 + 72.94589253608137369156)',0,,runnervmjduv7,1_0,COMPLETED,SOBOL,133.681013011400011691875988617539,60.735120475292205810546875,72.945892536081373691558837890625
2,1771515851,1,c1d06f8b-57f5-4892-a561-a74083d495f4,1771515852,1771515858,6,perl -e 'print "RESULT: " . (27.42683845978046264236 + 22.27983246551843166117)',0,,runnervmjduv7,2_0,COMPLETED,BOTORCH_MODULAR,49.70667092530000275019119726494,27.426838459780462642356724245474,22.279832465518431661166687263176
3,1771515863,2,c1d06f8b-57f5-4892-a561-a74083d495f4,1771515865,1771515871,6,perl -e 'print "RESULT: " . (5 + 5.53168716068986743295)',0,,runnervmjduv7,3_0,COMPLETED,BOTORCH_MODULAR,10.531687160689900295551524322946,5,5.531687160689867432949995418312


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

Current git-hash: 58c866c868c07da88eccea8bc47a8de539dae9f1 (last fully tested stable version 25 commits ago [1431d695e1d9911d740a43d6b86abbd58f76a3b1, 9230])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-19 15:43:43] ax.service.utils.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: 4788af6f-0e0d-4136-8338-0f3e1243ad73
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dialing in parameters like Homer Simps |
| on at an all-you-can-eat buffet - endless tweaks! |
 \                                                 /
  =================================================
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                                                             |\\___/|      /   \\//  \\\\
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                                                            \@_^_\@'/   \\/_   //    |   \\   \\
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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=5 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           ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 5.0 │ 5.531687160689867 │ 10.5316871606899 │
└─────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-19 15:43:47 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, Started OmniOpt2 run...
2026-02-19 15:43:47 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, getting new HP set (no sbatch)
2026-02-19 15:43:47 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-02-19 15:43:47 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, eval #1/1 start                    
2026-02-19 15:43:47 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, starting new job                   
2026-02-19 15:43:47 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, started new job                    
2026-02-19 15:43:56 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, new result: RESULT: 75.969097      
2026-02-19 15:43:58 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, finishing jobs, finished 1 job
2026-02-19 15:43:58 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, getting new HP set (no sbatch)
2026-02-19 15:43:58 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, requested 1 jobs, got 1, 0.08 s/job
2026-02-19 15:43:58 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, eval #1/1 start                    
2026-02-19 15:43:58 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, starting new job                   
2026-02-19 15:43:58 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, started new job                    
2026-02-19 15:44:07 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692303, new result: RESULT: 133.681013     
2026-02-19 15:44:09 (c1d06f8b-57f5-4892-a561-a74083d495f4): SOBOL, best RESULT: 75.9690968692, finishing jobs, finished 1 job        
2026-02-19 15:44:10 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 75.9690968692, getting new HP set (no sbatch)
2026-02-19 15:44:10 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 75.9690968692, requested 1 jobs, got 1, 1.11 s/job
2026-02-19 15:44:11 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 75.9690968692, eval #1/1 start                    
2026-02-19 15:44:11 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 75.9690968692, starting new job                   
2026-02-19 15:44:11 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 75.9690968692, started new job                    
2026-02-19 15:44:20 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 75.9690968692, new result: RESULT: 49.706671      
2026-02-19 15:44:22 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, finishing jobs, finished 1 job  
2026-02-19 15:44:23 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, getting new HP set (no sbatch)  
2026-02-19 15:44:23 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, requested 1 jobs, got 1, 0.72 s/job
2026-02-19 15:44:23 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, eval #1/1 start                    
2026-02-19 15:44:23 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, starting new job                   
2026-02-19 15:44:23 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, started new job                    
2026-02-19 15:44:32 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 49.7066709252989, new result: RESULT: 10.531687      
2026-02-19 15:44:34 (c1d06f8b-57f5-4892-a561-a74083d495f4): BOTORCH_MODULAR, best RESULT: 10.5316871606899, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.259 │    1 │        0.259 │
│       2 │   0.084 │    1 │        0.084 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.128 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.512 │      │              │
│     Max │   0.259 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.038 │    1 │        0.038 │
│         2 │   0.078 │    1 │        0.078 │
│         3 │   1.114 │    1 │        1.114 │
│         4 │   0.715 │    1 │        0.715 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.486 │      │              │
│    Median │   0.397 │      │              │
│     Total │   1.945 │      │              │
│       Max │   1.114 │      │              │
│       Min │   0.038 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1771515825,793.89453125,26.9

`RESULT` (goal: minimize)

Best value: 10.53168716069
Achieved at:
- run_time = 6
- a = 5
- b = 5.5316871606899

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	10.5317	133.681	67.4721	44.7595	4
a	5	60.7351	32.7518	20.047	4
b	5.5317	72.9459	34.7203	24.8974	4

submitit INFO (2026-02-19 15:43:48,096) - Starting with JobEnvironment(job_id=137697, hostname=runnervmjduv7, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-19 15:43:48,096) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137697/137697_submitted.pkl
Trial-Index: 0

Parameters: {"a": 37.84514620900154, "b": 38.12395066022873}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (37.8451462090015411377 + 38.12395066022872924805)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1771515811.3150756
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1771515815.2286572
Last modification: 1771515811.3150756
Hostname: runnervmjduv7
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (37.8451462090015411377 + 38.12395066022872924805)'
stdout:
 RESULT: 75.9690968692303
stderr was empty
Result: {'RESULT': 75.9690968692303}
Final-results: {'RESULT': 75.9690968692303}
EXIT_CODE: 0
submitit INFO (2026-02-19 15:43:55,795) - Job completed successfully
submitit INFO (2026-02-19 15:43:55,795) - Exiting after successful completion