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
11.686910528893673	21.640480829609444	33.3273913585031

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

2026-02-01 05:54:49 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 33.3273913585031, 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
0,1769925244,3,91f2f9ea-239a-4cc1-bc81-a75e571f227a,1769925247,1769925253,6,perl -e 'print "RESULT: " . (51.15080729126930236816 + 50.97734972834587097168)',0,,runnervmkj6or,0_0,COMPLETED,SOBOL,102.12815701959999614700791426003,51.1508072912693023681640625,50.9773497283458709716796875
1,1769925255,2,91f2f9ea-239a-4cc1-bc81-a75e571f227a,1769925257,1769925263,6,perl -e 'print "RESULT: " . (76.87406455166637897491 + 88.46927324309945106506)',0,,runnervmkj6or,1_0,COMPLETED,SOBOL,165.343337794799992934713372960687,76.87406455166637897491455078125,88.4692732430994510650634765625
2,1769925267,2,91f2f9ea-239a-4cc1-bc81-a75e571f227a,1769925269,1769925275,6,perl -e 'print "RESULT: " . (39.72573672560634605588 + 34.31831855125226127257)',0,,runnervmkj6or,2_0,COMPLETED,BOTORCH_MODULAR,74.044055276899996442807605490088,39.725736725606346055883477674797,34.318318551252261272566101979464
3,1769925278,2,91f2f9ea-239a-4cc1-bc81-a75e571f227a,1769925280,1769925286,6,perl -e 'print "RESULT: " . (11.68691052889367298917 + 21.64048082960944441311)',0,,runnervmkj6or,3_0,COMPLETED,BOTORCH_MODULAR,33.327391358503099638710409635678,11.686910528893672989170227083378,21.640480829609444413108576554805


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-01 05:54:00] 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: cc37176e-9b21-44b7-81f5-defa3303ab01
 ____  _      _      _  ____  ____ _____ ____ 
/  _ \/ \__/|/ \  /|/ \/  _ \/  __Y__ __Y_   \
| / \|| |\/||| |\ ||| || / \||  \/| / \  /   /
| \_/|| |  ||| | \||| || \_/||  __/ | | /   /_
\____/\_/  \|\_/  \|\_/\____/\_/    \_/ \____/
                                              

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=293 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 11.686910528893673 │ 21.640480829609444 │ 33.3273913585031 │
└────────────────────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-01 05:54:04 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, Started OmniOpt2 run...
2026-02-01 05:54:04 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, getting new HP set (no sbatch)
2026-02-01 05:54:04 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-02-01 05:54:04 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, eval #1/1 start                    
2026-02-01 05:54:04 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, starting new job                   
2026-02-01 05:54:05 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, started new job                    
2026-02-01 05:54:14 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, new result: RESULT: 102.128157     
2026-02-01 05:54:15 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, finishing jobs, finished 1 job
2026-02-01 05:54:15 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, getting new HP set (no sbatch)
2026-02-01 05:54:15 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, requested 1 jobs, got 1, 0.08 s/job
2026-02-01 05:54:15 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, eval #1/1 start                    
2026-02-01 05:54:15 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, starting new job                   
2026-02-01 05:54:15 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, started new job                    
2026-02-01 05:54:24 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.128157019615, new result: RESULT: 165.343338     
2026-02-01 05:54:26 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): SOBOL, best RESULT: 102.1281570196, finishing jobs, finished 1 job       
2026-02-01 05:54:27 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 102.1281570196, getting new HP set (no sbatch)
2026-02-01 05:54:27 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 102.1281570196, requested 1 jobs, got 1, 1.12 s/job
2026-02-01 05:54:27 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 102.1281570196, eval #1/1 start                    
2026-02-01 05:54:27 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 102.1281570196, starting new job                   
2026-02-01 05:54:27 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 102.1281570196, started new job                    
2026-02-01 05:54:36 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 102.1281570196, new result: RESULT: 74.044055      
2026-02-01 05:54:38 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, finishing jobs, finished 1 job   
2026-02-01 05:54:38 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, getting new HP set (no sbatch)   
2026-02-01 05:54:38 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, requested 1 jobs, got 1, 0.76 s/job
2026-02-01 05:54:38 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, eval #1/1 start                    
2026-02-01 05:54:38 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, starting new job                   
2026-02-01 05:54:38 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, started new job                    
2026-02-01 05:54:48 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 74.0440552768586, new result: RESULT: 33.327391      
2026-02-01 05:54:49 (91f2f9ea-239a-4cc1-bc81-a75e571f227a): BOTORCH_MODULAR, best RESULT: 33.3273913585031, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.230 │    1 │        0.230 │
│       2 │   0.089 │    1 │        0.089 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.123 │      │              │
│  Median │   0.089 │      │              │
│   Total │   0.492 │      │              │
│     Max │   0.230 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.078 │    1 │        0.078 │
│         3 │   1.118 │    1 │        1.118 │
│         4 │   0.764 │    1 │        0.764 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.500 │      │              │
│    Median │   0.421 │      │              │
│     Total │   1.999 │      │              │
│       Max │   1.118 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1769925242,791.97265625,26.9

`RESULT` (goal: minimize)

Best value: 33.327391358503
Achieved at:
- run_time = 6
- a = 11.686910528894
- b = 21.640480829609

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	33.3274	165.3433	93.7107	48.0495	4
a	11.6869	76.8741	44.8594	23.4056	4
b	21.6405	88.4693	48.8514	25.1284	4

submitit INFO (2026-02-01 05:54:05,419) - Starting with JobEnvironment(job_id=135219, hostname=runnervmkj6or, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-01 05:54:05,419) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135219/135219_submitted.pkl
Trial-Index: 0

Parameters: {"a": 51.1508072912693, "b": 50.97734972834587}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (51.15080729126930236816 + 50.97734972834587097168)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1769925229.2988164
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1769925232.2367775
Last modification: 1769925229.2988164
Hostname: runnervmkj6or
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (51.15080729126930236816 + 50.97734972834587097168)'
stdout:
 RESULT: 102.128157019615
stderr was empty
Result: {'RESULT': 102.128157019615}
Final-results: {'RESULT': 102.128157019615}
EXIT_CODE: 0
submitit INFO (2026-02-01 05:54:13,055) - Job completed successfully
submitit INFO (2026-02-01 05:54:13,055) - Exiting after successful completion