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
67.3601214961597	7.840503632951847	75.2006251291116

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

2026-05-10 10:27:34 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 75.2006251291116, ▄▆▁█, finishing jobs, finished 1 job

Git-Version

Commit: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (9325-1-ga02171f59)

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
0,1778408809,2,30dc49c5-86a9-4cb0-a44d-74f3f3106cda,1778408811,1778408817,6,perl -e 'print "RESULT: " . (14.59442276507616043091 + 90.40279626846313476562)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,104.997219033500002183245669584721,14.594422765076160430908203125,90.402796268463134765625
1,1778408820,2,30dc49c5-86a9-4cb0-a44d-74f3f3106cda,1778408822,1778408828,6,perl -e 'print "RESULT: " . (76.47977744229137897491 + 14.69582195859402418137)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,91.175599400899997704073030035943,76.47977744229137897491455078125,14.695821958594024181365966796875
2,1778408832,2,30dc49c5-86a9-4cb0-a44d-74f3f3106cda,1778408834,1778408840,6,perl -e 'print "RESULT: " . (100 + 32.37790506346783558911)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,132.377905063500008964183507487178,100,32.377905063467835589108290150762
3,1778408843,2,30dc49c5-86a9-4cb0-a44d-74f3f3106cda,1778408845,1778408851,6,perl -e 'print "RESULT: " . (67.36012149615970656669 + 7.84050363295184737922)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,75.200625129111600131182058248669,67.360121496159706566686509177089,7.840503632951847379217724665068


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

Current git-hash: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (last fully tested stable version 1 commit ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:26:45] 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: 47e67a7f-b0f1-4958-ba66-3421c91ac648
  _______________________________________
| OmniOpt2 - Hyper-sanity check complete! |
  =======================================
                                            \
                                             \
                                              \
                                               .--.
                                              |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=72 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           ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 67.3601214961597 │ 7.840503632951847 │ 75.2006251291116 │
└──────────────────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 55s                                                                                                                                                                                 │
│    🏆 Best RESULT: 75.2006251291116                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:26:49 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, Started OmniOpt2 run...
2026-05-10 10:26:49 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, getting new HP set (no sbatch)
2026-05-10 10:26:49 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-10 10:26:49 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, eval #1/1 start                    
2026-05-10 10:26:49 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, starting new job                   
2026-05-10 10:26:49 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, started new job                    
2026-05-10 10:26:58 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, new result: RESULT: 104.997219     
2026-05-10 10:27:00 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, finishing jobs, finished 1 job
2026-05-10 10:27:00 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, getting new HP set (no sbatch)
2026-05-10 10:27:00 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, requested 1 jobs, got 1, 0.05 s/job
2026-05-10 10:27:00 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, eval #1/1 start                    
2026-05-10 10:27:00 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, starting new job                   
2026-05-10 10:27:00 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, started new job                    
2026-05-10 10:27:09 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 104.997219033539, new result: RESULT: 91.175599      
2026-05-10 10:27:11 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): SOBOL, best RESULT: 91.1755994008854, ▁█, finishing jobs, finished 1 job 
2026-05-10 10:27:12 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994008854, ▁█, getting new HP set (no sbatch)
2026-05-10 10:27:12 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994008854, ▁█, requested 1 jobs, got 1, 0.57 s/job
2026-05-10 10:27:12 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994008854, ▁█, eval #1/1 start                    
2026-05-10 10:27:12 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994008854, ▁█, starting new job                   
2026-05-10 10:27:12 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994008854, ▁█, started new job                    
2026-05-10 10:27:21 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994008854, ▁█, new result: RESULT: 132.377905     
2026-05-10 10:27:23 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, finishing jobs, finished 1 job       
2026-05-10 10:27:23 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, getting new HP set (no sbatch)       
2026-05-10 10:27:23 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, requested 1 jobs, got 1, 0.45 s/job  
2026-05-10 10:27:23 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, eval #1/1 start                      
2026-05-10 10:27:23 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, starting new job                     
2026-05-10 10:27:23 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, started new job                      
2026-05-10 10:27:32 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 91.1755994009, ▅█▁, new result: RESULT: 75.200625        
2026-05-10 10:27:34 (30dc49c5-86a9-4cb0-a44d-74f3f3106cda): BOTORCH_MODULAR, best RESULT: 75.2006251291116, ▄▆▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.071 │    1 │        0.071 │
│       3 │   0.072 │    1 │        0.072 │
│       4 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.083 │      │              │
│  Median │   0.071 │      │              │
│   Total │   0.333 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.047 │    1 │        0.047 │
│         3 │   0.569 │    1 │        0.569 │
│         4 │   0.445 │    1 │        0.445 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.271 │      │              │
│    Median │   0.246 │      │              │
│     Total │   1.083 │      │              │
│       Max │   0.569 │      │              │
│       Min │   0.022 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
disable_notifications	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
1778408806,741.875,28.4

`RESULT` (goal: minimize)

Best value: 75.200625129112
Achieved at:
- run_time = 6
- a = 67.36012149616
- b = 7.8405036329518

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	75.2006	132.3779	100.9378	20.992	4
a	14.5944	100	64.6086	31.2349	4
b	7.8405	90.4028	36.3293	32.4776	4

submitit INFO (2026-05-10 10:26:50,037) - Starting with JobEnvironment(job_id=140897, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:26:50,037) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/140897/140897_submitted.pkl
Trial-Index: 0

Parameters: {"a": 14.59442276507616, "b": 90.40279626846313}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (14.59442276507616043091 + 90.40279626846313476562)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778408797.8192604
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778408801.1242619
Last modification: 1778408797.8192604
Hostname: runnervmrc6n4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (14.59442276507616043091 + 90.40279626846313476562)'
stdout:
 RESULT: 104.997219033539
stderr was empty
Result: {'RESULT': 104.997219033539}
Final-results: {'RESULT': 104.997219033539}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:26:57,507) - Job completed successfully
submitit INFO (2026-05-10 10:26:57,507) - Exiting after successful completion