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	21.63996649955835	26.6399664995584

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

2025-11-04 19:19:35 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 26.6399664995584, finishing jobs, finished 1 job

Git-Version

Commit: c955bd1d9501575813a68affecbc1a05d9ab35ef (9069-3-gc955bd1d9)

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
0,1762283929,2,022ee250-9e60-4add-81ff-b46dd915b882,1762283931,1762283937,6,perl -e 'print "RESULT: " . (51.0914281010627746582 + 10.86023103445768356323)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,61.951659135500001696073013590649,51.091428101062774658203125,10.860231034457683563232421875
1,1762283940,2,022ee250-9e60-4add-81ff-b46dd915b882,1762283942,1762283948,6,perl -e 'print "RESULT: " . (76.03679537307471036911 + 84.89663688931614160538)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,160.933432262400003764923894777894,76.036795373074710369110107421875,84.896636889316141605377197265625
2,1762283952,2,022ee250-9e60-4add-81ff-b46dd915b882,1762283954,1762283960,6,perl -e 'print "RESULT: " . (22.1968275511575292569 + 5)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,27.196827551199998396214141394012,22.196827551157529256897760205902,5
3,1762283964,2,022ee250-9e60-4add-81ff-b46dd915b882,1762283966,1762283972,6,perl -e 'print "RESULT: " . (5 + 21.63996649955835138712)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,26.639966499558401125113960006274,5,21.639966499558351387122456799261


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

Current git-hash: c955bd1d9501575813a68affecbc1a05d9ab35ef (last fully tested stable version 3 commits ago [7a7a36b0d71c0f21242cd3e193c84e6375482517, 9069])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 19:18:44] 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: 6cb091bf-21cf-406d-b9a7-89e2b6e8345a
  _________________________________________________
 /                                                 \
| OmniOpt2 - Channeling my inner Gandalf: ‘You shal |
| l not pass... without fine-tuning!’               |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=81 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 │ 21.63996649955835 │ 26.6399664995584 │
└─────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 19:18:49 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, Started OmniOpt2 run...
2025-11-04 19:18:49 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, getting new HP set (no sbatch)
2025-11-04 19:18:49 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 19:18:49 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, eval #1/1 start                    
2025-11-04 19:18:49 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, starting new job                   
2025-11-04 19:18:49 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, started new job                    
2025-11-04 19:18:58 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, new result: RESULT: 61.951659      
2025-11-04 19:19:00 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, finishing jobs, finished 1 job
2025-11-04 19:19:00 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, getting new HP set (no sbatch)
2025-11-04 19:19:00 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, requested 1 jobs, got 1, 0.06 s/job
2025-11-04 19:19:00 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, eval #1/1 start                    
2025-11-04 19:19:00 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, starting new job                   
2025-11-04 19:19:00 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, started new job                    
2025-11-04 19:19:09 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355205, new result: RESULT: 160.933432     
2025-11-04 19:19:11 (022ee250-9e60-4add-81ff-b46dd915b882): SOBOL, best RESULT: 61.9516591355, finishing jobs, finished 1 job        
2025-11-04 19:19:12 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 61.9516591355, getting new HP set (no sbatch)
2025-11-04 19:19:12 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 61.9516591355, requested 1 jobs, got 1, 0.61 s/job
2025-11-04 19:19:12 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 61.9516591355, eval #1/1 start                    
2025-11-04 19:19:12 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 61.9516591355, starting new job                   
2025-11-04 19:19:12 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 61.9516591355, started new job                    
2025-11-04 19:19:21 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 61.9516591355, new result: RESULT: 27.196828      
2025-11-04 19:19:23 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, finishing jobs, finished 1 job  
2025-11-04 19:19:24 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, getting new HP set (no sbatch)  
2025-11-04 19:19:24 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, requested 1 jobs, got 1, 0.53 s/job
2025-11-04 19:19:24 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, eval #1/1 start                    
2025-11-04 19:19:24 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, starting new job                   
2025-11-04 19:19:24 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, started new job                    
2025-11-04 19:19:33 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 27.1968275511575, new result: RESULT: 26.639966      
2025-11-04 19:19:35 (022ee250-9e60-4add-81ff-b46dd915b882): BOTORCH_MODULAR, best RESULT: 26.6399664995584, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.079 │    1 │        0.079 │
│       3 │   0.080 │    1 │        0.080 │
│       4 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.114 │      │              │
│  Median │   0.080 │      │              │
│   Total │   0.456 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.057 │    1 │        0.057 │
│         3 │   0.611 │    1 │        0.611 │
│         4 │   0.526 │    1 │        0.526 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.302 │      │              │
│    Median │   0.292 │      │              │
│     Total │   1.207 │      │              │
│       Max │   0.611 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762283925,775.76171875,27.3

`RESULT` (goal: minimize)

Best value: 26.639966499558
Achieved at:
- run_time = 6
- a = 5
- b = 21.639966499558

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	26.64	160.9334	69.1805	54.8707	4
a	5	76.0368	38.5813	27.1826	4
b	5	84.8966	30.5992	31.9117	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 (2025-11-04 19:18:49,710) - Starting with JobEnvironment(job_id=157505, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 19:18:49,710) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157505/157505_submitted.pkl
Trial-Index: 0

Parameters: {"a": 51.091428101062775, "b": 10.860231034457684}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (51.0914281010627746582 + 10.86023103445768356323)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762283913.7499907
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762283916.8680248
Last modification: 1762283913.7499907
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (51.0914281010627746582 + 10.86023103445768356323)'
stdout:
 RESULT: 61.9516591355205
stderr was empty
Result: {'RESULT': 61.9516591355205}
Final-results: {'RESULT': 61.9516591355205}
EXIT_CODE: 0
submitit INFO (2025-11-04 19:18:57,280) - Job completed successfully
submitit INFO (2025-11-04 19:18:57,280) - Exiting after successful completion