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	5.0	10.0

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

2026-07-20 20:48:05 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 10, ▅▁▆█, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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
0,1784580438,2,b668a388-b030-4327-adf1-2c53a07ebfed,1784580440,1784580446,6,perl -e 'print "RESULT: " . (36.51905909180641174316 + 32.78276234865188598633)',0,,runnervm76tkm,0_0,COMPLETED,SOBOL,69.301821440500006588081305380911,36.5190590918064117431640625,32.782762348651885986328125
1,1784580449,2,b668a388-b030-4327-adf1-2c53a07ebfed,1784580451,1784580457,6,perl -e 'print "RESULT: " . (74.62823922280222177505 + 91.96763792075216770172)',0,,runnervm76tkm,1_0,COMPLETED,SOBOL,166.595877143600006320411921478808,74.628239222802221775054931640625,91.96763792075216770172119140625
2,1784580460,2,b668a388-b030-4327-adf1-2c53a07ebfed,1784580462,1784580468,6,perl -e 'print "RESULT: " . (22.16582228821283351294 + 10.68112413921465098099)',0,,runnervm76tkm,2_0,COMPLETED,BOTORCH_MODULAR,32.846946427399998924556712154299,22.165822288212833512943689129315,10.681124139214650980989063100424
3,1784580471,2,b668a388-b030-4327-adf1-2c53a07ebfed,1784580473,1784580479,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervm76tkm,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 20:47:15] 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: 277ba875-ae6f-48dc-a008-32a757ee3447
/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 - Not all who wander are lost... just do |
| ing a random search.                              |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |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=88 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 │ 5.0 │ 10.0   │
└─────┴─────┴────────┘
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: 10                                                                                                                              │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:47:18 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, Started OmniOpt2 run...
2026-07-20 20:47:18 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, getting new HP set (no sbatch)
2026-07-20 20:47:18 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-07-20 20:47:18 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, eval #1/1 start                    
2026-07-20 20:47:18 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, starting new job                   
2026-07-20 20:47:18 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, started new job                    
2026-07-20 20:47:27 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, new result: RESULT: 69.301821      
2026-07-20 20:47:29 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, finishing jobs, finished 1 job
2026-07-20 20:47:29 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, getting new HP set (no sbatch)
2026-07-20 20:47:29 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, requested 1 jobs, got 1, 0.05 s/job
2026-07-20 20:47:29 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, eval #1/1 start                    
2026-07-20 20:47:29 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, starting new job                   
2026-07-20 20:47:29 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, started new job                    
2026-07-20 20:47:38 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214404583, new result: RESULT: 166.595877     
2026-07-20 20:47:39 (b668a388-b030-4327-adf1-2c53a07ebfed): SOBOL, best RESULT: 69.3018214405, █▁, finishing jobs, finished 1 job    
2026-07-20 20:47:40 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 69.3018214405, █▁, getting new HP set (no sbatch)
2026-07-20 20:47:40 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 69.3018214405, █▁, requested 1 jobs, got 1, 0.48 s/job
2026-07-20 20:47:40 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 69.3018214405, █▁, eval #1/1 start                    
2026-07-20 20:47:40 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 69.3018214405, █▁, starting new job                   
2026-07-20 20:47:40 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 69.3018214405, █▁, started new job                    
2026-07-20 20:47:49 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 69.3018214405, █▁, new result: RESULT: 32.846946      
2026-07-20 20:47:51 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, finishing jobs, finished 1 job 
2026-07-20 20:47:51 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, getting new HP set (no sbatch) 
2026-07-20 20:47:51 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, requested 1 jobs, got 1, 0.38 s/job
2026-07-20 20:47:51 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, eval #1/1 start                    
2026-07-20 20:47:51 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, starting new job                   
2026-07-20 20:47:51 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, started new job                    
2026-07-20 20:48:00 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 32.8469464274275, ▆▁█, new result: RESULT: 10.000000      
2026-07-20 20:48:05 (b668a388-b030-4327-adf1-2c53a07ebfed): BOTORCH_MODULAR, best RESULT: 10, ▅▁▆█, 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 │   0.070 │    1 │        0.070 │
│       4 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.085 │      │              │
│  Median │   0.075 │      │              │
│   Total │   0.339 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.047 │    1 │        0.047 │
│         3 │   0.475 │    1 │        0.475 │
│         4 │   0.381 │    1 │        0.381 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.231 │      │              │
│    Median │   0.214 │      │              │
│     Total │   0.926 │      │              │
│       Max │   0.475 │      │              │
│       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
dump_config	None
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
1784580436,753.39453125,28.1

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- b = 5 (r=0.996, strong positive correlation)
- a = 5 (r=0.994, strong positive correlation)
- run_time = 6 (r=0, weak negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	10	166.5959	69.6862	59.8147	4
a	5	74.6282	34.5783	25.6745	4
b	5	91.9676	35.1079	34.4296	4

submitit INFO (2026-07-20 20:47:19,157) - Starting with JobEnvironment(job_id=137917, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:47:19,157) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137917/137917_submitted.pkl
Trial-Index: 0

Parameters: {"a": 36.51905909180641, "b": 32.782762348651886}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (36.51905909180641174316 + 32.78276234865188598633)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784580424.1180592
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784580430.325059
Last modification: 1784580424.1180592
Hostname: runnervm76tkm
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (36.51905909180641174316 + 32.78276234865188598633)'
stdout:
 RESULT: 69.3018214404583
stderr was empty
Result: {'RESULT': 69.3018214404583}
Final-results: {'RESULT': 69.3018214404583}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:47:26,730) - Job completed successfully
submitit INFO (2026-07-20 20:47:26,730) - Exiting after successful completion