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
38.43483925462221	74.09005893225763	112.5248981869

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

2025-11-27 14:21:45 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.5248981869, finishing jobs, finished 1 job

Git-Version

Commit: 359c0bec91c129ab01eb6a0644e046b6ae817f02 (9123-1-g359c0bec9)

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
0,1764253251,2,84a1bcee-a55a-4038-8423-387efce733b1,1764253253,1764253259,6,perl -e 'print "RESULT: " . (49.26341086626052856445 + 64.67932790517807006836)',0,,runnervmg1sw1,0_0,COMPLETED,SOBOL,113.942738771400001951406011357903,49.263410866260528564453125,64.679327905178070068359375
1,1764253266,2,84a1bcee-a55a-4038-8423-387efce733b1,1764253268,1764253274,6,perl -e 'print "RESULT: " . (70.07804175373166799545 + 46.588110337033867836)',0,,runnervmg1sw1,1_0,COMPLETED,SOBOL,116.66615209079999715413578087464,70.078041753731667995452880859375,46.58811033703386783599853515625
2,1764253281,2,84a1bcee-a55a-4038-8423-387efce733b1,1764253283,1764253289,6,perl -e 'print "RESULT: " . (38.43483925462221151292 + 74.09005893225763372811)',0,,runnervmg1sw1,2_0,COMPLETED,BOTORCH_MODULAR,112.524898186900003338450915180147,38.434839254622211512923968257383,74.090058932257633728113432880491
3,1764253293,2,84a1bcee-a55a-4038-8423-387efce733b1,1764253295,1764253301,6,perl -e 'print "RESULT: " . (24.16562762414615761486 + 89.11072288367402904896)',0,,runnervmg1sw1,3_0,COMPLETED,BOTORCH_MODULAR,113.276350507819998369996028486639,24.165627624146157614859475870617,89.110722883674029048961529042572


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

Current git-hash: 359c0bec91c129ab01eb6a0644e046b6ae817f02 (last fully tested stable version 1 commit ago [149338e20c0f6b4e7b249fcb8ee3d494e899b2b1, 9123])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-27 14:20:28] 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: 10794439-4512-4646-af70-6278667a7d27
  _________________________________________________
 /                                                 \
| OmniOpt2 - Cranking the dials like a mad scientis |
| t - IT’S ALIIIIVE!                                |
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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=133 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         ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 38.43483925462221 │ 74.09005893225763 │ 112.5248981869 │
└───────────────────┴───────────────────┴────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-27 14:20:51 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, Started OmniOpt2 run...
2025-11-27 14:20:51 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, getting new HP set (no sbatch)
2025-11-27 14:20:51 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-11-27 14:20:51 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, eval #1/1 start                    
2025-11-27 14:20:51 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, starting new job                   
2025-11-27 14:20:52 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, started new job                    
2025-11-27 14:21:01 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, new result: RESULT: 113.942739     
2025-11-27 14:21:06 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, finishing jobs, finished 1 job
2025-11-27 14:21:06 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, getting new HP set (no sbatch)
2025-11-27 14:21:06 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, requested 1 jobs, got 1, 0.07 s/job
2025-11-27 14:21:06 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, eval #1/1 start                    
2025-11-27 14:21:06 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, starting new job                   
2025-11-27 14:21:06 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, started new job                    
2025-11-27 14:21:15 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.942738771439, new result: RESULT: 116.666152     
2025-11-27 14:21:20 (84a1bcee-a55a-4038-8423-387efce733b1): SOBOL, best RESULT: 113.9427387714, finishing jobs, finished 1 job       
2025-11-27 14:21:21 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 113.9427387714, getting new HP set (no sbatch)
2025-11-27 14:21:21 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 113.9427387714, requested 1 jobs, got 1, 0.54 s/job
2025-11-27 14:21:21 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 113.9427387714, eval #1/1 start                    
2025-11-27 14:21:21 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 113.9427387714, starting new job                   
2025-11-27 14:21:21 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 113.9427387714, started new job                    
2025-11-27 14:21:30 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 113.9427387714, new result: RESULT: 112.524898     
2025-11-27 14:21:33 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, finishing jobs, finished 1 job    
2025-11-27 14:21:33 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, getting new HP set (no sbatch)    
2025-11-27 14:21:33 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, requested 1 jobs, got 1, 0.47 s/job
2025-11-27 14:21:33 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, eval #1/1 start                    
2025-11-27 14:21:33 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, starting new job                   
2025-11-27 14:21:33 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, started new job                    
2025-11-27 14:21:42 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.52489818688, new result: RESULT: 113.276351     
2025-11-27 14:21:45 (84a1bcee-a55a-4038-8423-387efce733b1): BOTORCH_MODULAR, best RESULT: 112.5248981869, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.227 │    1 │        0.227 │
│       2 │   0.086 │    1 │        0.086 │
│       3 │   0.088 │    1 │        0.088 │
│       4 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.122 │      │              │
│  Median │   0.088 │      │              │
│   Total │   0.489 │      │              │
│     Max │   0.227 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.035 │    1 │        0.035 │
│         2 │   0.069 │    1 │        0.069 │
│         3 │   0.536 │    1 │        0.536 │
│         4 │   0.473 │    1 │        0.473 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.278 │      │              │
│    Median │   0.271 │      │              │
│     Total │   1.113 │      │              │
│       Max │   0.536 │      │              │
│       Min │   0.035 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1764253230,781.8671875,26.9
1764253293,814.96875,4.5

`RESULT` (goal: minimize)

Best value: 112.5248981869
Achieved at:
- run_time = 6
- a = 38.434839254622
- b = 74.090058932258

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	112.5249	116.6662	114.1025	1.5628	4
a	24.1656	70.078	45.4855	16.7579	4
b	46.5881	89.1107	68.6171	15.4169	4

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-27 14:20:52,435) - Starting with JobEnvironment(job_id=160153, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-27 14:20:52,435) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160153/160153_submitted.pkl
Trial-Index: 0

Parameters: {"a": 49.26341086626053, "b": 64.67932790517807}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (49.26341086626052856445 + 64.67932790517807006836)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1764253218.5205348
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1764253222.2615337
Last modification: 1764253218.5205348
Hostname: runnervmg1sw1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (49.26341086626052856445 + 64.67932790517807006836)'
stdout:
 RESULT: 113.942738771439
stderr was empty
Result: {'RESULT': 113.942738771439}
Final-results: {'RESULT': 113.942738771439}
EXIT_CODE: 0
submitit INFO (2025-11-27 14:20:59,909) - Job completed successfully
submitit INFO (2025-11-27 14:20:59,909) - Exiting after successful completion