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	28.074715560746355	33.0747155607464

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 10:29:19 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 33.0747155607464, ▄▁▄█, finishing jobs, finished 1 job

Git-Version

Commit: 35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c (9325-2-g35c250215)

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
0,1778408912,2,c12a25b8-70fd-48ad-af63-7fb11f8a61a6,1778408914,1778408920,6,perl -e 'print "RESULT: " . (23.54784160852432250977 + 68.80074709653854370117)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,92.348588705099999174308322835714,23.547841608524322509765625,68.800747096538543701171875
1,1778408924,2,c12a25b8-70fd-48ad-af63-7fb11f8a61a6,1778408926,1778408932,6,perl -e 'print "RESULT: " . (94.0572623303160071373 + 50.35365137737244367599)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,144.410913707699990027322201058269,94.057262330316007137298583984375,50.353651377372443675994873046875
2,1778408935,3,c12a25b8-70fd-48ad-af63-7fb11f8a61a6,1778408938,1778408944,6,perl -e 'print "RESULT: " . (5 + 89.35420483979424943755)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,94.354204839800004833705315832049,5,89.354204839794249437545659020543
3,1778408948,2,c12a25b8-70fd-48ad-af63-7fb11f8a61a6,1778408950,1778408956,6,perl -e 'print "RESULT: " . (5 + 28.07471556074635543609)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,33.074715560746398068658891133964,5,28.074715560746355436094745527953


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

Current git-hash: 35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c (last fully tested stable version 2 commits ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:28:30] 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: 06f0d004-583d-44ce-a86f-de36ab57f049
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
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                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=73 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 │ 28.074715560746355 │ 33.0747155607464 │
└─────┴────────────────────┴──────────────────┘
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: 56s                                                                                                                                                                                 │
│    🏆 Best RESULT: 33.0747155607464                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:28:32 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, Started OmniOpt2 run...
2026-05-10 10:28:32 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, getting new HP set (no sbatch)
2026-05-10 10:28:32 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-10 10:28:32 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, eval #1/1 start                    
2026-05-10 10:28:32 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, starting new job                   
2026-05-10 10:28:33 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, started new job                    
2026-05-10 10:28:43 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, new result: RESULT: 92.348589      
2026-05-10 10:28:44 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, finishing jobs, finished 1 job
2026-05-10 10:28:44 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, getting new HP set (no sbatch)
2026-05-10 10:28:44 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, requested 1 jobs, got 1, 0.09 s/job
2026-05-10 10:28:44 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, eval #1/1 start                    
2026-05-10 10:28:44 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, starting new job                   
2026-05-10 10:28:44 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, started new job                    
2026-05-10 10:28:53 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887050629, new result: RESULT: 144.410914     
2026-05-10 10:28:55 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): SOBOL, best RESULT: 92.3485887051, █▁, finishing jobs, finished 1 job    
2026-05-10 10:28:55 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁, getting new HP set (no sbatch)
2026-05-10 10:28:55 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁, requested 1 jobs, got 1, 0.65 s/job
2026-05-10 10:28:55 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁, eval #1/1 start                    
2026-05-10 10:28:55 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁, starting new job                   
2026-05-10 10:28:55 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁, started new job                    
2026-05-10 10:29:06 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁, new result: RESULT: 94.354205      
2026-05-10 10:29:07 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, finishing jobs, finished 1 job    
2026-05-10 10:29:07 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, getting new HP set (no sbatch)    
2026-05-10 10:29:07 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, requested 1 jobs, got 1, 0.35 s/job
2026-05-10 10:29:08 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, eval #1/1 start                    
2026-05-10 10:29:08 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, starting new job                   
2026-05-10 10:29:08 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, started new job                    
2026-05-10 10:29:18 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 92.3485887051, █▁▇, new result: RESULT: 33.074716      
2026-05-10 10:29:19 (c12a25b8-70fd-48ad-af63-7fb11f8a61a6): BOTORCH_MODULAR, best RESULT: 33.0747155607464, ▄▁▄█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.092 │    1 │        0.092 │
│       3 │   0.122 │    1 │        0.122 │
│       4 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.101 │      │              │
│  Median │   0.105 │      │              │
│   Total │   0.404 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.091 │    1 │        0.091 │
│         3 │   0.645 │    1 │        0.645 │
│         4 │   0.350 │    1 │        0.350 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.277 │      │              │
│    Median │   0.220 │      │              │
│     Total │   1.109 │      │              │
│       Max │   0.645 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778408910,741.76171875,28

`RESULT` (goal: minimize)

Best value: 33.074715560746
Achieved at:
- run_time = 6
- a = 5
- b = 28.074715560746

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	33.0747	144.4109	91.0471	39.4371	4
a	5	94.0573	31.9013	36.676	4
b	28.0747	89.3542	59.1458	22.6301	4

submitit INFO (2026-05-10 10:28:33,262) - Starting with JobEnvironment(job_id=140911, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:28:33,262) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/140911/140911_submitted.pkl
Trial-Index: 0

Parameters: {"a": 23.547841608524323, "b": 68.80074709653854}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (23.54784160852432250977 + 68.80074709653854370117)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778408901.7424316
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778408905.0124986
Last modification: 1778408901.7424316
Hostname: runnervmrc6n4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (23.54784160852432250977 + 68.80074709653854370117)'
stdout:
 RESULT: 92.3485887050629
stderr was empty
Result: {'RESULT': 92.3485887050629}
Final-results: {'RESULT': 92.3485887050629}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:28:40,843) - Job completed successfully
submitit INFO (2026-05-10 10:28:40,843) - Exiting after successful completion