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
31.98472554488627	13.008912488779432	44.9936380336657

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

2026-04-04 00:29:34 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 44.9936380336657, finishing jobs, finished 1 job

Git-Version

Commit: 3669a7dd9138090647baf283e6316589853bd460 (9280-1-g3669a7dd9)

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
0,1775262530,1,5cac7475-cb07-488b-8d5d-1893fdfe1bd0,1775262531,1775262537,6,perl -e 'print "RESULT: " . (21.58989258110523223877 + 90.76460361480712890625)',0,,runnervm727z3,0_0,COMPLETED,SOBOL,112.354496195899997701417305506766,21.58989258110523223876953125,90.76460361480712890625
1,1775262540,2,5cac7475-cb07-488b-8d5d-1893fdfe1bd0,1775262542,1775262548,6,perl -e 'print "RESULT: " . (58.37799172382801771164 + 17.10390268359333276749)',0,,runnervm727z3,1_0,COMPLETED,SOBOL,75.481894407400005775343743152916,58.377991723828017711639404296875,17.103902683593332767486572265625
2,1775262552,1,5cac7475-cb07-488b-8d5d-1893fdfe1bd0,1775262553,1775262559,6,perl -e 'print "RESULT: " . (84.61664586018181921645 + 5)',0,,runnervm727z3,2_0,COMPLETED,BOTORCH_MODULAR,89.616645860199994899630837608129,84.616645860181819216450094245374,5
3,1775262563,2,5cac7475-cb07-488b-8d5d-1893fdfe1bd0,1775262565,1775262571,6,perl -e 'print "RESULT: " . (31.98472554488627039859 + 13.00891248877943162654)',0,,runnervm727z3,3_0,COMPLETED,BOTORCH_MODULAR,44.993638033665696696061786497012,31.984725544886270398592387209646,13.008912488779431626539917488117


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

Current git-hash: 3669a7dd9138090647baf283e6316589853bd460 (last fully tested stable version 1 commit ago [e188e113bd67d7034e782e74dc3d1f1b616e1904, 9280])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 04-04 00:28:45] ax.storage.sqa_store.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: e3f9c97f-be16-4215-84fe-73decfdc683e
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning: because close enough isn't goo |
| d enough.                                         |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
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=25 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 31.98472554488627 │ 13.008912488779432 │ 44.9936380336657 │
└───────────────────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-04-04 00:28:49 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, Started OmniOpt2 run...
2026-04-04 00:28:49 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, getting new HP set (no sbatch)
2026-04-04 00:28:50 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-04-04 00:28:50 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, eval #1/1 start                    
2026-04-04 00:28:50 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, starting new job                   
2026-04-04 00:28:50 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, started new job                    
2026-04-04 00:28:59 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, new result: RESULT: 112.354496     
2026-04-04 00:29:00 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, finishing jobs, finished 1 job
2026-04-04 00:29:00 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, getting new HP set (no sbatch)
2026-04-04 00:29:00 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, requested 1 jobs, got 1, 0.09 s/job
2026-04-04 00:29:00 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, eval #1/1 start                    
2026-04-04 00:29:00 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, starting new job                   
2026-04-04 00:29:00 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, started new job                    
2026-04-04 00:29:09 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 112.354496195912, new result: RESULT: 75.481894      
2026-04-04 00:29:11 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): SOBOL, best RESULT: 75.4818944074214, finishing jobs, finished 1 job     
2026-04-04 00:29:12 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074214, getting new HP set (no sbatch)
2026-04-04 00:29:12 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074214, requested 1 jobs, got 1, 0.56 s/job
2026-04-04 00:29:12 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074214, eval #1/1 start                    
2026-04-04 00:29:12 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074214, starting new job                   
2026-04-04 00:29:12 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074214, started new job                    
2026-04-04 00:29:21 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074214, new result: RESULT: 89.616646      
2026-04-04 00:29:23 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, finishing jobs, finished 1 job        
2026-04-04 00:29:23 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, getting new HP set (no sbatch)        
2026-04-04 00:29:23 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, requested 1 jobs, got 1, 0.53 s/job   
2026-04-04 00:29:23 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, eval #1/1 start                       
2026-04-04 00:29:23 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, starting new job                      
2026-04-04 00:29:23 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, started new job                       
2026-04-04 00:29:32 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 75.4818944074, new result: RESULT: 44.993638         
2026-04-04 00:29:34 (5cac7475-cb07-488b-8d5d-1893fdfe1bd0): BOTORCH_MODULAR, best RESULT: 44.9936380336657, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.259 │    1 │        0.259 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.084 │    1 │        0.084 │
│       4 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.128 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.512 │      │              │
│     Max │   0.259 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.094 │    1 │        0.094 │
│         3 │   0.563 │    1 │        0.563 │
│         4 │   0.533 │    1 │        0.533 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.307 │      │              │
│    Median │   0.313 │      │              │
│     Total │   1.227 │      │              │
│       Max │   0.563 │      │              │
│       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
nr_evals_per_arm	1
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
1775262527,771.01953125,26.9

`RESULT` (goal: minimize)

Best value: 44.993638033666
Achieved at:
- run_time = 6
- a = 31.984725544886
- b = 13.008912488779

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	44.9936	112.3545	80.6117	24.4113	4
a	21.5899	84.6166	49.1423	24.4808	4
b	5	90.7646	31.4694	34.5098	4

submitit INFO (2026-04-04 00:28:50,509) - Starting with JobEnvironment(job_id=137613, hostname=runnervm727z3, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-04-04 00:28:50,509) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137613/137613_submitted.pkl
Trial-Index: 0

Parameters: {"a": 21.589892581105232, "b": 90.76460361480713}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (21.58989258110523223877 + 90.76460361480712890625)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1775262514.6491442
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1775262517.638493
Last modification: 1775262514.6491442
Hostname: runnervm727z3
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (21.58989258110523223877 + 90.76460361480712890625)'
stdout:
 RESULT: 112.354496195912
stderr was empty
Result: {'RESULT': 112.354496195912}
Final-results: {'RESULT': 112.354496195912}
EXIT_CODE: 0
submitit INFO (2026-04-04 00:28:57,988) - Job completed successfully
submitit INFO (2026-04-04 00:28:57,989) - Exiting after successful completion