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
7.735305279018378	20.337479079879508	28.0727843588979

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

2026-01-04 11:32:23 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 28.0727843588979, finishing jobs, finished 1 job

Git-Version

Commit: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (9213-7-gfa78bbd92)

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
0,1767526293,2,e8ad8563-c040-42e8-90a7-a7a2f9c364b4,1767526295,1767526301,6,perl -e 'print "RESULT: " . (46.97640463709831237793 + 47.88298696279525756836)',0,,runnervmdwttx,0_0,COMPLETED,SOBOL,94.85939159989999325262033380568,46.9764046370983123779296875,47.882986962795257568359375
1,1767526304,2,e8ad8563-c040-42e8-90a7-a7a2f9c364b4,1767526306,1767526312,6,perl -e 'print "RESULT: " . (90.26298068463802337646 + 64.89682112354785203934)',0,,runnervmdwttx,1_0,COMPLETED,SOBOL,155.15980180820000100538891274482,90.26298068463802337646484375,64.896821123547852039337158203125
2,1767526315,2,e8ad8563-c040-42e8-90a7-a7a2f9c364b4,1767526317,1767526323,6,perl -e 'print "RESULT: " . (28.4473336056111136827 + 40.59115834624147822751)',0,,runnervmdwttx,2_0,COMPLETED,BOTORCH_MODULAR,69.038491951899999321540235541761,28.447333605611113682698487536982,40.591158346241478227511834120378
3,1767526326,2,e8ad8563-c040-42e8-90a7-a7a2f9c364b4,1767526328,1767526334,6,perl -e 'print "RESULT: " . (7.73530527901837761107 + 20.3374790798795075375)',0,,runnervmdwttx,3_0,COMPLETED,BOTORCH_MODULAR,28.072784358897898471241205697879,7.735305279018377611066625831882,20.337479079879507537498284364119


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

Current git-hash: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (last fully tested stable version 7 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:31:30] 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: 0e1f73d3-b20f-4276-9e84-8eeed39de741
  _________________________________________________
 /                                                 \
| OmniOpt2 - Machine, data, parameters – the holy t |
| rinity of truth.                                  |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                            / \\  //\\
                                                             |\\___/|      /   \\//  \\\\
                                                             /0  0  \\__  /    //  | \\ \\
                                                            /     /  \\/_/    //   |  \\  \\
                                                            \@_^_\@'/   \\/_   //    |   \\   \\
                                                            //_^_/     \\/_ //     |    \\    \\
                                                         ( //) |        \\///      |     \\     \\
                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
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=270 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 7.735305279018378 │ 20.337479079879508 │ 28.0727843588979 │
└───────────────────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 11:31:33 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, Started OmniOpt2 run...
2026-01-04 11:31:33 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:31:33 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-01-04 11:31:33 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, eval #1/1 start                    
2026-01-04 11:31:33 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, starting new job                   
2026-01-04 11:31:33 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, started new job                    
2026-01-04 11:31:42 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, new result: RESULT: 94.859392      
2026-01-04 11:31:44 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, finishing jobs, finished 1 job
2026-01-04 11:31:44 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, getting new HP set (no sbatch)
2026-01-04 11:31:44 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, requested 1 jobs, got 1, 0.05 s/job
2026-01-04 11:31:44 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, eval #1/1 start                    
2026-01-04 11:31:44 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, starting new job                   
2026-01-04 11:31:44 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, started new job                    
2026-01-04 11:31:53 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915998936, new result: RESULT: 155.159802     
2026-01-04 11:31:55 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): SOBOL, best RESULT: 94.8593915999, finishing jobs, finished 1 job        
2026-01-04 11:31:55 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 94.8593915999, getting new HP set (no sbatch)
2026-01-04 11:31:55 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 94.8593915999, requested 1 jobs, got 1, 0.44 s/job
2026-01-04 11:31:55 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 94.8593915999, eval #1/1 start                    
2026-01-04 11:31:55 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 94.8593915999, starting new job                   
2026-01-04 11:31:55 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 94.8593915999, started new job                    
2026-01-04 11:32:04 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 94.8593915999, new result: RESULT: 69.038492      
2026-01-04 11:32:06 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, finishing jobs, finished 1 job  
2026-01-04 11:32:06 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, getting new HP set (no sbatch)  
2026-01-04 11:32:06 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, requested 1 jobs, got 1, 0.37 s/job
2026-01-04 11:32:06 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, eval #1/1 start                    
2026-01-04 11:32:06 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, starting new job                   
2026-01-04 11:32:06 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, started new job                    
2026-01-04 11:32:15 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 69.0384919518526, new result: RESULT: 28.072784      
2026-01-04 11:32:23 (e8ad8563-c040-42e8-90a7-a7a2f9c364b4): BOTORCH_MODULAR, best RESULT: 28.0727843588979, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.068 │    1 │        0.068 │
│       3 │   0.071 │    1 │        0.071 │
│       4 │   0.071 │    1 │        0.071 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.079 │      │              │
│  Median │   0.071 │      │              │
│   Total │   0.316 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.046 │    1 │        0.046 │
│         3 │   0.438 │    1 │        0.438 │
│         4 │   0.370 │    1 │        0.370 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.219 │      │              │
│    Median │   0.208 │      │              │
│     Total │   0.877 │      │              │
│       Max │   0.438 │      │              │
│       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
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
1767526290,756.56640625,28.6

`RESULT` (goal: minimize)

Best value: 28.072784358898
Achieved at:
- run_time = 6
- a = 7.7353052790184
- b = 20.33747907988

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	28.0728	155.1598	86.7826	46.1042	4
a	7.7353	90.263	43.3555	30.4322	4
b	20.3375	64.8968	43.4271	15.9842	4

submitit INFO (2026-01-04 11:31:33,776) - Starting with JobEnvironment(job_id=136729, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:31:33,776) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/136729/136729_submitted.pkl
Trial-Index: 0

Parameters: {"a": 46.97640463709831, "b": 47.88298696279526}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (46.97640463709831237793 + 47.88298696279525756836)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1767526282.8119416
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1767526285.7729645
Last modification: 1767526282.8119416
Hostname: runnervmdwttx
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (46.97640463709831237793 + 47.88298696279525756836)'
stdout:
 RESULT: 94.8593915998936
stderr was empty
Result: {'RESULT': 94.8593915998936}
Final-results: {'RESULT': 94.8593915998936}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:31:41,386) - Job completed successfully
submitit INFO (2026-01-04 11:31:41,386) - Exiting after successful completion