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	58.424785396593364	63.4247853965934

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

2026-01-04 12:09:47 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 63.4247853965934, finishing jobs, finished 1 job

Git-Version

Commit: c8c7eb80218f7ef99495ec4e85e7a68092988de6 (9213-10-gc8c7eb802)

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
0,1767528541,2,26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5,1767528543,1767528549,6,perl -e 'print "RESULT: " . (28.37725140154361724854 + 94.93107885122299194336)',0,,runnervmdwttx,0_0,COMPLETED,SOBOL,123.308330252800004700475255958736,28.37725140154361724853515625,94.931078851222991943359375
1,1767528553,1,26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5,1767528554,1767528560,6,perl -e 'print "RESULT: " . (97.41147302091121673584 + 39.37324268743395805359)',0,,runnervmdwttx,1_0,COMPLETED,SOBOL,136.784715708300012693143798969686,97.41147302091121673583984375,39.3732426874339580535888671875
2,1767528564,2,26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5,1767528566,1767528572,6,perl -e 'print "RESULT: " . (5 + 78.24875674475381970296)',0,,runnervmdwttx,2_0,COMPLETED,BOTORCH_MODULAR,83.248756744800004980788799002767,5,78.248756744753819702964392490685
3,1767528576,1,26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5,1767528577,1767528583,6,perl -e 'print "RESULT: " . (5 + 58.42478539659336433942)',0,,runnervmdwttx,3_0,COMPLETED,BOTORCH_MODULAR,63.424785396593399866560503141955,5,58.424785396593364339423715136945


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

Current git-hash: c8c7eb80218f7ef99495ec4e85e7a68092988de6 (last fully tested stable version 10 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 12:08:57] 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: 8026caf2-6714-4bfe-9660-a345505f274f
  _________________________________________________
 /                                                 \
| OmniOpt2 - As timeless as Metropolis, but with be |
| tter optimization.                                |
 \                                                 /
  =================================================
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                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=275 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 │ 58.424785396593364 │ 63.4247853965934 │
└─────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 12:09:01 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, Started OmniOpt2 run...
2026-01-04 12:09:01 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, getting new HP set (no sbatch)
2026-01-04 12:09:01 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 12:09:01 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, eval #1/1 start                    
2026-01-04 12:09:01 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, starting new job                   
2026-01-04 12:09:01 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, started new job                    
2026-01-04 12:09:10 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, new result: RESULT: 123.308330     
2026-01-04 12:09:12 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, finishing jobs, finished 1 job
2026-01-04 12:09:12 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, getting new HP set (no sbatch)
2026-01-04 12:09:13 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, requested 1 jobs, got 1, 0.05 s/job
2026-01-04 12:09:13 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, eval #1/1 start                    
2026-01-04 12:09:13 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, starting new job                   
2026-01-04 12:09:13 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, started new job                    
2026-01-04 12:09:22 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.308330252767, new result: RESULT: 136.784716     
2026-01-04 12:09:24 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): SOBOL, best RESULT: 123.3083302528, finishing jobs, finished 1 job       
2026-01-04 12:09:24 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 123.3083302528, getting new HP set (no sbatch)
2026-01-04 12:09:24 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 123.3083302528, requested 1 jobs, got 1, 0.38 s/job
2026-01-04 12:09:24 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 123.3083302528, eval #1/1 start                    
2026-01-04 12:09:24 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 123.3083302528, starting new job                   
2026-01-04 12:09:24 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 123.3083302528, started new job                    
2026-01-04 12:09:33 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 123.3083302528, new result: RESULT: 83.248757      
2026-01-04 12:09:35 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, finishing jobs, finished 1 job   
2026-01-04 12:09:35 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, getting new HP set (no sbatch)   
2026-01-04 12:09:36 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, requested 1 jobs, got 1, 0.38 s/job
2026-01-04 12:09:36 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, eval #1/1 start                    
2026-01-04 12:09:36 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, starting new job                   
2026-01-04 12:09:36 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, started new job                    
2026-01-04 12:09:45 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 83.2487567447538, new result: RESULT: 63.424785      
2026-01-04 12:09:47 (26fc72cc-a418-4cc7-8eb2-d1a9af4a8ed5): BOTORCH_MODULAR, best RESULT: 63.4247853965934, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.114 │    1 │        0.114 │
│       2 │   0.066 │    1 │        0.066 │
│       3 │   0.066 │    1 │        0.066 │
│       4 │   0.069 │    1 │        0.069 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.079 │      │              │
│  Median │   0.068 │      │              │
│   Total │   0.315 │      │              │
│     Max │   0.114 │      │              │
│     Min │   0.066 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.025 │    1 │        0.025 │
│         2 │   0.049 │    1 │        0.049 │
│         3 │   0.376 │    1 │        0.376 │
│         4 │   0.383 │    1 │        0.383 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.208 │      │              │
│    Median │   0.213 │      │              │
│     Total │   0.833 │      │              │
│       Max │   0.383 │      │              │
│       Min │   0.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767528538,756.63671875,28.6

`RESULT` (goal: minimize)

Best value: 63.424785396593
Achieved at:
- run_time = 6
- a = 5
- b = 58.424785396593

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	63.4248	136.7847	101.6916	29.5943	4
a	5	97.4115	33.9472	37.8636	4
b	39.3732	94.9311	67.7445	20.8641	4

submitit INFO (2026-01-04 12:09:02,106) - Starting with JobEnvironment(job_id=136478, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 12:09:02,106) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/136478/136478_submitted.pkl
Trial-Index: 0

Parameters: {"a": 28.377251401543617, "b": 94.93107885122299}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (28.37725140154361724854 + 94.93107885122299194336)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1767528529.329537
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1767528532.968536
Last modification: 1767528529.329537
Hostname: runnervmdwttx
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (28.37725140154361724854 + 94.93107885122299194336)'
stdout:
 RESULT: 123.308330252767
stderr was empty
Result: {'RESULT': 123.308330252767}
Final-results: {'RESULT': 123.308330252767}
EXIT_CODE: 0
submitit INFO (2026-01-04 12:09:09,684) - Job completed successfully
submitit INFO (2026-01-04 12:09:09,684) - Exiting after successful completion