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
30.997641598941794	12.469212901751229	43.466854500693

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

2026-05-09 11:24:08 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 43.466854500693, finishing jobs, finished 1 job

Git-Version

Commit: c99ea5b5d1c5a159c42b89b699933c2aaf9a748f (9301-2-gc99ea5b5d)

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
0,1778325805,2,e4ac9091-bc11-4baf-9586-5a16c5fca454,1778325807,1778325813,6,perl -e 'print "RESULT: " . (61.67430996894836425781 + 70.3312823176383972168)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,132.005592286600005991203943267465,61.6743099689483642578125,70.331282317638397216796875
1,1778325815,2,e4ac9091-bc11-4baf-9586-5a16c5fca454,1778325817,1778325823,6,perl -e 'print "RESULT: " . (47.8814045758917927742 + 44.34434073977172374725)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,92.225745315699995785507780965418,47.881404575891792774200439453125,44.34434073977172374725341796875
2,1778325826,2,e4ac9091-bc11-4baf-9586-5a16c5fca454,1778325828,1778325834,6,perl -e 'print "RESULT: " . (41.12002131015552208737 + 31.60479067183269918928)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,72.724811982000005627924110740423,41.120021310155522087370627559721,31.604790671832699189280901919119
3,1778325837,2,e4ac9091-bc11-4baf-9586-5a16c5fca454,1778325839,1778325845,6,perl -e 'print "RESULT: " . (30.9976415989417937169 + 12.46921290175122898347)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,43.46685450069300316044973442331,30.997641598941793716903703170829,12.469212901751228983471264655236


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

Current git-hash: c99ea5b5d1c5a159c42b89b699933c2aaf9a748f (last fully tested stable version 2 commits ago [cf2e55626bebd49c2a46db8f8463040a3a7c5932, 9301])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 11:23:22] 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: d29f501e-b9cf-44eb-960a-4324cc4f9bd5
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
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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=62 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          ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ 30.997641598941794 │ 12.469212901751229 │ 43.466854500693 │
└────────────────────┴────────────────────┴─────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-09 11:23:25 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, Started OmniOpt2 run...
2026-05-09 11:23:25 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, getting new HP set (no sbatch)
2026-05-09 11:23:25 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-09 11:23:25 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, eval #1/1 start                    
2026-05-09 11:23:25 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, starting new job                   
2026-05-09 11:23:25 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, started new job                    
2026-05-09 11:23:34 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, new result: RESULT: 132.005592     
2026-05-09 11:23:35 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, finishing jobs, finished 1 job
2026-05-09 11:23:35 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, getting new HP set (no sbatch)
2026-05-09 11:23:35 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 11:23:35 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, eval #1/1 start                    
2026-05-09 11:23:35 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, starting new job                   
2026-05-09 11:23:35 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, started new job                    
2026-05-09 11:23:45 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 132.005592286587, new result: RESULT: 92.225745      
2026-05-09 11:23:46 (e4ac9091-bc11-4baf-9586-5a16c5fca454): SOBOL, best RESULT: 92.2257453156635, finishing jobs, finished 1 job     
2026-05-09 11:23:46 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 92.2257453156635, getting new HP set (no sbatch)
2026-05-09 11:23:46 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 92.2257453156635, requested 1 jobs, got 1, 0.58 s/job
2026-05-09 11:23:46 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 92.2257453156635, eval #1/1 start                    
2026-05-09 11:23:46 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 92.2257453156635, starting new job                   
2026-05-09 11:23:46 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 92.2257453156635, started new job                    
2026-05-09 11:23:55 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 92.2257453156635, new result: RESULT: 72.724812      
2026-05-09 11:23:57 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, finishing jobs, finished 1 job     
2026-05-09 11:23:57 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, getting new HP set (no sbatch)     
2026-05-09 11:23:57 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, requested 1 jobs, got 1, 0.41 s/job
2026-05-09 11:23:57 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, eval #1/1 start                    
2026-05-09 11:23:57 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, starting new job                   
2026-05-09 11:23:57 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, started new job                    
2026-05-09 11:24:06 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 72.7248119819882, new result: RESULT: 43.466855      
2026-05-09 11:24:08 (e4ac9091-bc11-4baf-9586-5a16c5fca454): BOTORCH_MODULAR, best RESULT: 43.466854500693, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.116 │    1 │        0.116 │
│       2 │   0.065 │    1 │        0.065 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.078 │      │              │
│  Median │   0.065 │      │              │
│   Total │   0.312 │      │              │
│     Max │   0.116 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.044 │    1 │        0.044 │
│         3 │   0.578 │    1 │        0.578 │
│         4 │   0.406 │    1 │        0.406 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.263 │      │              │
│    Median │   0.225 │      │              │
│     Total │   1.050 │      │              │
│       Max │   0.578 │      │              │
│       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
1778325803,741.125,28.2

`RESULT` (goal: minimize)

Best value: 43.466854500693
Achieved at:
- run_time = 6
- a = 30.997641598942
- b = 12.469212901751

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	43.4669	132.0056	85.1058	32.1612	4
a	30.9976	61.6743	45.4183	11.144	4
b	12.4692	70.3313	39.6874	21.0172	4

submitit INFO (2026-05-09 11:23:25,840) - Starting with JobEnvironment(job_id=139100, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 11:23:25,840) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139100/139100_submitted.pkl
Trial-Index: 0

Parameters: {"a": 61.674309968948364, "b": 70.3312823176384}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (61.67430996894836425781 + 70.3312823176383972168)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778325795.1037195
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778325798.0187588
Last modification: 1778325795.1037195
Hostname: runnervmrc6n4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (61.67430996894836425781 + 70.3312823176383972168)'
stdout:
 RESULT: 132.005592286587
stderr was empty
Result: {'RESULT': 132.005592286587}
Final-results: {'RESULT': 132.005592286587}
EXIT_CODE: 0
submitit INFO (2026-05-09 11:23:33,319) - Job completed successfully
submitit INFO (2026-05-09 11:23:33,320) - Exiting after successful completion