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	11.588080527218958	16.5880805272

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

2025-11-20 13:49:52 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.5880805272, finishing jobs, finished 1 job

Git-Version

Commit: 446fae876e6429c6c99bfdda59df72d5e612ee2a (9086-4-g446fae876)

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
0,1763646540,2,44455169-63ec-4e94-bae9-fc11e6f2582d,1763646542,1763646548,6,perl -e 'print "RESULT: " . (6.30577523261308670044 + 40.41580110788345336914)',0,,runnervmg1sw1,0_0,COMPLETED,SOBOL,46.721576340500000412703229812905,6.305775232613086700439453125,40.415801107883453369140625
1,1763646553,2,44455169-63ec-4e94-bae9-fc11e6f2582d,1763646555,1763646561,6,perl -e 'print "RESULT: " . (72.14604271575808525085 + 96.32018876262009143829)',0,,runnervmg1sw1,1_0,COMPLETED,SOBOL,168.46623147840000456199049949646,72.1460427157580852508544921875,96.32018876262009143829345703125
2,1763646566,2,44455169-63ec-4e94-bae9-fc11e6f2582d,1763646568,1763646574,6,perl -e 'print "RESULT: " . (5 + 11.58808052721895798243)',0,,runnervmg1sw1,2_0,COMPLETED,BOTORCH_MODULAR,16.588080527199998925880208844319,5,11.588080527218957982427127717528
3,1763646580,2,44455169-63ec-4e94-bae9-fc11e6f2582d,1763646582,1763646588,6,perl -e 'print "RESULT: " . (25.82311660840504430325 + 5)',0,,runnervmg1sw1,3_0,COMPLETED,BOTORCH_MODULAR,30.823116608405001670689671300352,25.823116608405044303253816906363,5


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

Current git-hash: 446fae876e6429c6c99bfdda59df72d5e612ee2a (last fully tested stable version 4 commits ago [184950ddc2ff417bb4c0315dffdeac7715a7f11f, 9086])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:48:54] 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: 4acb1510-f426-4b09-b5f1-3747ae91527c
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
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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=117 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 │ 11.588080527218958 │ 16.5880805272 │
└─────┴────────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-20 13:49:00 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, Started OmniOpt2 run...
2025-11-20 13:49:00 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, getting new HP set (no sbatch)
2025-11-20 13:49:00 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-20 13:49:00 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, eval #1/1 start                    
2025-11-20 13:49:00 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, starting new job                   
2025-11-20 13:49:00 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, started new job                    
2025-11-20 13:49:09 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, new result: RESULT: 46.721576      
2025-11-20 13:49:13 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, finishing jobs, finished 1 job
2025-11-20 13:49:13 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, getting new HP set (no sbatch)
2025-11-20 13:49:13 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, requested 1 jobs, got 1, 0.06 s/job
2025-11-20 13:49:13 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, eval #1/1 start                    
2025-11-20 13:49:13 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, starting new job                   
2025-11-20 13:49:13 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, started new job                    
2025-11-20 13:49:22 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763404965, new result: RESULT: 168.466231     
2025-11-20 13:49:25 (44455169-63ec-4e94-bae9-fc11e6f2582d): SOBOL, best RESULT: 46.7215763405, finishing jobs, finished 1 job        
2025-11-20 13:49:26 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 46.7215763405, getting new HP set (no sbatch)
2025-11-20 13:49:26 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 46.7215763405, requested 1 jobs, got 1, 0.84 s/job
2025-11-20 13:49:26 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 46.7215763405, eval #1/1 start                    
2025-11-20 13:49:26 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 46.7215763405, starting new job                   
2025-11-20 13:49:26 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 46.7215763405, started new job                    
2025-11-20 13:49:35 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 46.7215763405, new result: RESULT: 16.588081      
2025-11-20 13:49:39 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, finishing jobs, finished 1 job   
2025-11-20 13:49:40 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, getting new HP set (no sbatch)   
2025-11-20 13:49:40 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, requested 1 jobs, got 1, 0.57 s/job
2025-11-20 13:49:40 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, eval #1/1 start                    
2025-11-20 13:49:40 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, starting new job                   
2025-11-20 13:49:40 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, started new job                    
2025-11-20 13:49:49 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.588080527219, new result: RESULT: 30.823117      
2025-11-20 13:49:52 (44455169-63ec-4e94-bae9-fc11e6f2582d): BOTORCH_MODULAR, best RESULT: 16.5880805272, 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 │   0.085 │    1 │        0.085 │
│       4 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.121 │      │              │
│  Median │   0.086 │      │              │
│   Total │   0.484 │      │              │
│     Max │   0.227 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.060 │    1 │        0.060 │
│         3 │   0.837 │    1 │        0.837 │
│         4 │   0.569 │    1 │        0.569 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.370 │      │              │
│    Median │   0.315 │      │              │
│     Total │   1.480 │      │              │
│       Max │   0.837 │      │              │
│       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
1763646535,778.2265625,27.2

`RESULT` (goal: minimize)

Best value: 16.5880805272
Achieved at:
- run_time = 6
- a = 5
- b = 11.588080527219

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	16.5881	168.4662	65.6498	60.3105	4
a	5	72.146	27.3187	27.1634	4
b	5	96.3202	38.331	36.032	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 (2025-11-20 13:49:01,020) - Starting with JobEnvironment(job_id=157323, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:49:01,020) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157323/157323_submitted.pkl
Trial-Index: 0

Parameters: {"a": 6.305775232613087, "b": 40.41580110788345}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (6.30577523261308670044 + 40.41580110788345336914)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1763646523.2505798
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1763646526.7735887
Last modification: 1763646523.2505798
Hostname: runnervmg1sw1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (6.30577523261308670044 + 40.41580110788345336914)'
stdout:
 RESULT: 46.7215763404965
stderr was empty
Result: {'RESULT': 46.7215763404965}
Final-results: {'RESULT': 46.7215763404965}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:49:08,668) - Job completed successfully
submitit INFO (2025-11-20 13:49:08,668) - Exiting after successful completion