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	65.8578565700525	70.8578565700525

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

2026-02-25 07:47:28 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 70.8578565700525, finishing jobs, finished 1 job

Git-Version

Commit: 747fe7706a7fd36667018db94e6396efbd886d4b (9268-3-g747fe7706)

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
0,1772005603,2,edc7d966-e556-423e-9054-c80be657b0c1,1772005605,1772005611,6,perl -e 'print "RESULT: " . (89.6715882420539855957 + 30.12558534741401672363)',0,,runnervmez679,0_0,COMPLETED,SOBOL,119.797173589500005164154572412372,89.671588242053985595703125,30.1255853474140167236328125
1,1772005614,2,edc7d966-e556-423e-9054-c80be657b0c1,1772005616,1772005622,6,perl -e 'print "RESULT: " . (8.91220269259065389633 + 74.61481782142072916031)',0,,runnervmez679,1_0,COMPLETED,SOBOL,83.527020514000000162013748195022,8.912202692590653896331787109375,74.614817821420729160308837890625
2,1772005626,2,edc7d966-e556-423e-9054-c80be657b0c1,1772005628,1772005634,6,perl -e 'print "RESULT: " . (23.19196452819491582886 + 100)',0,,runnervmez679,2_0,COMPLETED,BOTORCH_MODULAR,123.191964528200003314850619062781,23.19196452819491582886257674545,100
3,1772005637,2,edc7d966-e556-423e-9054-c80be657b0c1,1772005639,1772005645,6,perl -e 'print "RESULT: " . (5 + 65.85785657005250470775)',0,,runnervmez679,3_0,COMPLETED,BOTORCH_MODULAR,70.857856570052504707746265921742,5,65.857856570052504707746265921742


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

Current git-hash: 747fe7706a7fd36667018db94e6396efbd886d4b (last fully tested stable version 3 commits ago [bc2822b1871df4b2070f47480f70b1dd5f2faec4, 9268])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-25 07:46:39] 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: 35075d80-0127-43d2-965b-d92269069a84
 #######  ##     ## ##    ## ####  #######  ########  ########  #######  
##     ## ###   ### ###   ##  ##  ##     ## ##     ##    ##    ##     ## 
##     ## #### #### ####  ##  ##  ##     ## ##     ##    ##           ## 
##     ## ## ### ## ## ## ##  ##  ##     ## ########     ##     #######  
##     ## ##     ## ##  ####  ##  ##     ## ##           ##    ##        
##     ## ##     ## ##   ###  ##  ##     ## ##           ##    ##        
 #######  ##     ## ##    ## ####  #######  ##           ##    ######### 

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=12 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 │ 65.8578565700525 │ 70.8578565700525 │
└─────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-25 07:46:43 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, Started OmniOpt2 run...
2026-02-25 07:46:43 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, getting new HP set (no sbatch)
2026-02-25 07:46:43 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-02-25 07:46:43 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, eval #1/1 start                    
2026-02-25 07:46:43 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, starting new job                   
2026-02-25 07:46:43 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, started new job                    
2026-02-25 07:46:52 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, new result: RESULT: 119.797174     
2026-02-25 07:46:54 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, finishing jobs, finished 1 job
2026-02-25 07:46:54 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, getting new HP set (no sbatch)
2026-02-25 07:46:54 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, requested 1 jobs, got 1, 0.05 s/job
2026-02-25 07:46:54 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, eval #1/1 start                    
2026-02-25 07:46:54 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, starting new job                   
2026-02-25 07:46:54 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, started new job                    
2026-02-25 07:47:03 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 119.797173589468, new result: RESULT: 83.527021      
2026-02-25 07:47:05 (edc7d966-e556-423e-9054-c80be657b0c1): SOBOL, best RESULT: 83.5270205140114, finishing jobs, finished 1 job     
2026-02-25 07:47:06 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.5270205140114, getting new HP set (no sbatch)
2026-02-25 07:47:06 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.5270205140114, requested 1 jobs, got 1, 0.37 s/job
2026-02-25 07:47:06 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.5270205140114, eval #1/1 start                    
2026-02-25 07:47:06 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.5270205140114, starting new job                   
2026-02-25 07:47:06 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.5270205140114, started new job                    
2026-02-25 07:47:15 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.5270205140114, new result: RESULT: 123.191965     
2026-02-25 07:47:17 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, finishing jobs, finished 1 job         
2026-02-25 07:47:17 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, getting new HP set (no sbatch)         
2026-02-25 07:47:17 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, requested 1 jobs, got 1, 0.42 s/job    
2026-02-25 07:47:17 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, eval #1/1 start                        
2026-02-25 07:47:17 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, starting new job                       
2026-02-25 07:47:17 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, started new job                        
2026-02-25 07:47:26 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 83.527020514, new result: RESULT: 70.857857          
2026-02-25 07:47:28 (edc7d966-e556-423e-9054-c80be657b0c1): BOTORCH_MODULAR, best RESULT: 70.8578565700525, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.065 │    1 │        0.065 │
│       3 │   0.219 │    1 │        0.219 │
│       4 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.118 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.471 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.046 │    1 │        0.046 │
│         3 │   0.370 │    1 │        0.370 │
│         4 │   0.425 │    1 │        0.425 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.216 │      │              │
│    Median │   0.208 │      │              │
│     Total │   0.862 │      │              │
│       Max │   0.425 │      │              │
│       Min │   0.022 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1772005600,765.9609375,28.4

`RESULT` (goal: minimize)

Best value: 70.857856570053
Achieved at:
- run_time = 6
- a = 5
- b = 65.857856570053

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	70.8579	123.192	99.3435	22.6313	4
a	5	89.6716	31.6939	34.1514	4
b	30.1256	100	67.6496	25.0316	4

submitit INFO (2026-02-25 07:46:43,949) - Starting with JobEnvironment(job_id=138858, hostname=runnervmez679, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-25 07:46:43,949) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/138858/138858_submitted.pkl
Trial-Index: 0

Parameters: {"a": 89.67158824205399, "b": 30.125585347414017}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (89.6715882420539855957 + 30.12558534741401672363)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1772005591.672141
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1772005594.8881364
Last modification: 1772005591.672141
Hostname: runnervmez679
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (89.6715882420539855957 + 30.12558534741401672363)'
stdout:
 RESULT: 119.797173589468
stderr was empty
Result: {'RESULT': 119.797173589468}
Final-results: {'RESULT': 119.797173589468}
EXIT_CODE: 0
submitit INFO (2026-02-25 07:46:51,505) - Job completed successfully
submitit INFO (2026-02-25 07:46:51,506) - Exiting after successful completion