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
6.276202549537973	5.0	11.2762025495

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

2026-02-08 05:55:06 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.2762025495, finishing jobs, finished 1 job

Git-Version

Commit: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (9230)

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
0,1770530061,2,54b4d29b-310d-41b5-91de-4f6186ce951b,1770530063,1770530069,6,perl -e 'print "RESULT: " . (33.41898575425148010254 + 9.97970938682556152344)',0,,runnervmwffz4,0_0,COMPLETED,SOBOL,43.398695141099999261768971337005,33.4189857542514801025390625,9.9797093868255615234375
1,1770530072,2,54b4d29b-310d-41b5-91de-4f6186ce951b,1770530074,1770530080,6,perl -e 'print "RESULT: " . (86.13044850993901491165 + 64.98184409458190202713)',0,,runnervmwffz4,1_0,COMPLETED,SOBOL,151.112292604499998560640960931778,86.130448509939014911651611328125,64.981844094581902027130126953125
2,1770530083,2,54b4d29b-310d-41b5-91de-4f6186ce951b,1770530085,1770530091,6,perl -e 'print "RESULT: " . (6.27620254953797296338 + 5)',0,,runnervmwffz4,2_0,COMPLETED,BOTORCH_MODULAR,11.276202549500000671400812279899,6.276202549537972963378251733957,5
3,1770530095,2,54b4d29b-310d-41b5-91de-4f6186ce951b,1770530097,1770530103,6,perl -e 'print "RESULT: " . (5 + 33.56778087801954058023)',0,,runnervmwffz4,3_0,COMPLETED,BOTORCH_MODULAR,38.567780878019497947661875514314,5,33.567780878019540580226021120325


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-08 05:54:17] 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: d523010a-bcb7-4d3f-ac10-a70478ba8887
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

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=1 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━┩
│ 6.276202549537973 │ 5.0 │ 11.2762025495 │
└───────────────────┴─────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-08 05:54:21 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, Started OmniOpt2 run...
2026-02-08 05:54:21 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, getting new HP set (no sbatch)
2026-02-08 05:54:21 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-02-08 05:54:21 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, eval #1/1 start                    
2026-02-08 05:54:21 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, starting new job                   
2026-02-08 05:54:21 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, started new job                    
2026-02-08 05:54:30 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, new result: RESULT: 43.398695      
2026-02-08 05:54:32 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, finishing jobs, finished 1 job
2026-02-08 05:54:32 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, getting new HP set (no sbatch)
2026-02-08 05:54:32 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, requested 1 jobs, got 1, 0.08 s/job
2026-02-08 05:54:32 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, eval #1/1 start                    
2026-02-08 05:54:32 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, starting new job                   
2026-02-08 05:54:32 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, started new job                    
2026-02-08 05:54:41 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.398695141077, new result: RESULT: 151.112293     
2026-02-08 05:54:42 (54b4d29b-310d-41b5-91de-4f6186ce951b): SOBOL, best RESULT: 43.3986951411, finishing jobs, finished 1 job       
2026-02-08 05:54:43 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 43.3986951411, getting new HP set (no sbatch)
2026-02-08 05:54:43 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 43.3986951411, requested 1 jobs, got 1, 1.00 s/job
2026-02-08 05:54:43 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 43.3986951411, eval #1/1 start                    
2026-02-08 05:54:43 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 43.3986951411, starting new job                   
2026-02-08 05:54:43 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 43.3986951411, started new job                    
2026-02-08 05:54:53 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 43.3986951411, new result: RESULT: 11.276203      
2026-02-08 05:54:54 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, finishing jobs, finished 1 job   
2026-02-08 05:54:55 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, getting new HP set (no sbatch)   
2026-02-08 05:54:55 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, requested 1 jobs, got 1, 0.56 s/job
2026-02-08 05:54:55 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, eval #1/1 start                    
2026-02-08 05:54:55 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, starting new job                   
2026-02-08 05:54:55 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, started new job                    
2026-02-08 05:55:04 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.276202549538, new result: RESULT: 38.567781      
2026-02-08 05:55:06 (54b4d29b-310d-41b5-91de-4f6186ce951b): BOTORCH_MODULAR, best RESULT: 11.2762025495, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.232 │    1 │        0.232 │
│       2 │   0.080 │    1 │        0.080 │
│       3 │   0.082 │    1 │        0.082 │
│       4 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.119 │      │              │
│  Median │   0.082 │      │              │
│   Total │   0.477 │      │              │
│     Max │   0.232 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.075 │    1 │        0.075 │
│         3 │   0.998 │    1 │        0.998 │
│         4 │   0.564 │    1 │        0.564 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.419 │      │              │
│    Median │   0.320 │      │              │
│     Total │   1.675 │      │              │
│       Max │   0.998 │      │              │
│       Min │   0.037 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1770530058,791.90234375,27

`RESULT` (goal: minimize)

Best value: 11.2762025495
Achieved at:
- run_time = 6
- a = 6.276202549538
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	11.2762	151.1123	61.0887	53.3986	4
a	5	86.1304	32.7064	32.8665	4
b	5	64.9818	28.3823	23.7266	4

submitit INFO (2026-02-08 05:54:21,865) - Starting with JobEnvironment(job_id=135597, hostname=runnervmwffz4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-08 05:54:21,865) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135597/135597_submitted.pkl
Trial-Index: 0

Parameters: {"a": 33.41898575425148, "b": 9.979709386825562}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (33.41898575425148010254 + 9.97970938682556152344)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1770530045.921566
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1770530049.2135546
Last modification: 1770530045.921566
Hostname: runnervmwffz4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (33.41898575425148010254 + 9.97970938682556152344)'
stdout:
 RESULT: 43.398695141077
stderr was empty
Result: {'RESULT': 43.398695141077}
Final-results: {'RESULT': 43.398695141077}
EXIT_CODE: 0
submitit INFO (2026-02-08 05:54:29,415) - Job completed successfully
submitit INFO (2026-02-08 05:54:29,415) - Exiting after successful completion