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
12.43679524003145	31.792316780645724	44.2291120206772

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

2026-05-09 23:37:31 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 44.2291120206772, finishing jobs, finished 1 job

Git-Version

Commit: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (9304-1-g5268678be)

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
0,1778369807,2,ac51de39-884c-41f1-8a15-fdce73bdf15e,1778369809,1778369815,6,perl -e 'print "RESULT: " . (75.19297510385513305664 + 23.54088246822357177734)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,98.733857572100006905202462803572,75.192975103855133056640625,23.54088246822357177734375
1,1778369817,2,ac51de39-884c-41f1-8a15-fdce73bdf15e,1778369819,1778369825,6,perl -e 'print "RESULT: " . (16.81521638762205839157 + 52.67474054824560880661)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,69.489956935899996892658236902207,16.815216387622058391571044921875,52.674740548245608806610107421875
2,1778369828,2,ac51de39-884c-41f1-8a15-fdce73bdf15e,1778369830,1778369836,6,perl -e 'print "RESULT: " . (5 + 77.4613320228942399126)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,82.461332022899995308762299828231,5,77.461332022894239912602643016726
3,1778369840,2,ac51de39-884c-41f1-8a15-fdce73bdf15e,1778369842,1778369848,6,perl -e 'print "RESULT: " . (12.43679524003145075994 + 31.79231678064572363951)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,44.229112020677199268448021030053,12.436795240031450759943254524842,31.792316780645723639509014901705


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

Current git-hash: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (last fully tested stable version 1 commit ago [7d04f3b04cc038a14898910e7a1fde53755e73b2, 9304])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 23:36:43] 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: bbc4c954-c234-4114-aee4-dca5d03af0ae
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
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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=67 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 12.43679524003145 │ 31.792316780645724 │ 44.2291120206772 │
└───────────────────┴────────────────────┴──────────────────┘
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: 57s                                                                                                                                                                                 │
│    🏆 Best RESULT: 44.2291120206772                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-09 23:36:47 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, Started OmniOpt2 run...
2026-05-09 23:36:47 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, getting new HP set (no sbatch)
2026-05-09 23:36:47 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 23:36:47 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, eval #1/1 start                    
2026-05-09 23:36:47 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, starting new job                   
2026-05-09 23:36:47 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, started new job                    
2026-05-09 23:36:56 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, new result: RESULT: 98.733858      
2026-05-09 23:36:57 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, finishing jobs, finished 1 job
2026-05-09 23:36:57 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, getting new HP set (no sbatch)
2026-05-09 23:36:57 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, requested 1 jobs, got 1, 0.09 s/job
2026-05-09 23:36:57 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, eval #1/1 start                    
2026-05-09 23:36:57 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, starting new job                   
2026-05-09 23:36:57 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, started new job                    
2026-05-09 23:37:06 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 98.7338575720787, new result: RESULT: 69.489957      
2026-05-09 23:37:08 (ac51de39-884c-41f1-8a15-fdce73bdf15e): SOBOL, best RESULT: 69.4899569358677, finishing jobs, finished 1 job     
2026-05-09 23:37:08 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569358677, getting new HP set (no sbatch)
2026-05-09 23:37:08 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569358677, requested 1 jobs, got 1, 0.49 s/job
2026-05-09 23:37:08 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569358677, eval #1/1 start                    
2026-05-09 23:37:08 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569358677, starting new job                   
2026-05-09 23:37:08 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569358677, started new job                    
2026-05-09 23:37:17 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569358677, new result: RESULT: 82.461332      
2026-05-09 23:37:19 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, finishing jobs, finished 1 job        
2026-05-09 23:37:20 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, getting new HP set (no sbatch)        
2026-05-09 23:37:20 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, requested 1 jobs, got 1, 0.46 s/job   
2026-05-09 23:37:20 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, eval #1/1 start                       
2026-05-09 23:37:20 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, starting new job                      
2026-05-09 23:37:20 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, started new job                       
2026-05-09 23:37:29 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 69.4899569359, new result: RESULT: 44.229112         
2026-05-09 23:37:31 (ac51de39-884c-41f1-8a15-fdce73bdf15e): BOTORCH_MODULAR, best RESULT: 44.2291120206772, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.279 │    1 │        0.279 │
│       2 │   0.080 │    1 │        0.080 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.131 │      │              │
│  Median │   0.082 │      │              │
│   Total │   0.524 │      │              │
│     Max │   0.279 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.086 │    1 │        0.086 │
│         3 │   0.490 │    1 │        0.490 │
│         4 │   0.458 │    1 │        0.458 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.268 │      │              │
│    Median │   0.272 │      │              │
│     Total │   1.071 │      │              │
│       Max │   0.490 │      │              │
│       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
1778369805,771.21484375,26.9

`RESULT` (goal: minimize)

Best value: 44.229112020677
Achieved at:
- run_time = 6
- a = 12.436795240031
- b = 31.792316780646

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	44.2291	98.7339	73.7286	19.9356	4
a	5	75.193	27.3612	27.9368	4
b	23.5409	77.4613	46.3673	20.8572	4

submitit INFO (2026-05-09 23:36:47,570) - Starting with JobEnvironment(job_id=135526, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 23:36:47,571) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135526/135526_submitted.pkl
Trial-Index: 0

Parameters: {"a": 75.19297510385513, "b": 23.540882468223572}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (75.19297510385513305664 + 23.54088246822357177734)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778369792.4974966
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778369795.5789425
Last modification: 1778369792.4974966
Hostname: runnervmeorf1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (75.19297510385513305664 + 23.54088246822357177734)'
stdout:
 RESULT: 98.7338575720787
stderr was empty
Result: {'RESULT': 98.7338575720787}
Final-results: {'RESULT': 98.7338575720787}
EXIT_CODE: 0
submitit INFO (2026-05-09 23:36:55,078) - Job completed successfully
submitit INFO (2026-05-09 23:36:55,078) - Exiting after successful completion