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	8.942853219093818	13.9428532191

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

2026-07-26 07:00:14 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532191, ▁▆█▇, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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
0,1785049168,2,ffbfe429-e1ea-4d02-9f99-6a10332fe6fa,1785049170,1785049176,6,perl -e 'print "RESULT: " . (71.48397415876388549805 + 80.44240921735763549805)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,151.926383376100005762054934166372,71.483974158763885498046875,80.442409217357635498046875
1,1785049179,2,ffbfe429-e1ea-4d02-9f99-6a10332fe6fa,1785049181,1785049187,6,perl -e 'print "RESULT: " . (7.07046332769095897675 + 37.34819895122200250626)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,44.418662278900001183501444756985,7.07046332769095897674560546875,37.348198951222002506256103515625
2,1785049191,2,ffbfe429-e1ea-4d02-9f99-6a10332fe6fa,1785049193,1785049199,6,perl -e 'print "RESULT: " . (5 + 8.9428532190938181401)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,13.942853219099999861896321817767,5,8.94285321909381814009520894615
3,1785049203,2,ffbfe429-e1ea-4d02-9f99-6a10332fe6fa,1785049205,1785049211,6,perl -e 'print "RESULT: " . (25.67947478977689357293 + 5)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,30.679474789776900678361926111393,25.679474789776893572934568510391,5


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-26 06:59:23] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: e1f60999-419f-431f-beb2-f9dce8e1b51c
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _____              _  _____             ______  
 / ___ \            (_)/ ___ \       _   (_____ \ 
| |   | |____  ____  _| |   | |____ | |_   ____) )
| |   | |    \|  _ \| | |   | |  _ \|  _) /_____/ 
| |___| | | | | | | | | |___| | | | | |__ _______ 
 \_____/|_|_|_|_| |_|_|\_____/| ||_/ \___|_______)
                              |_|                 

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=33 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 │ 8.942853219093818 │ 13.9428532191 │
└─────┴───────────────────┴───────────────┘
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: 63s (1m3s)                                                                                                                        │
│    🏆 Best RESULT: 13.9428532191                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 06:59:28 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, Started OmniOpt2 run...
2026-07-26 06:59:28 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, getting new HP set (no sbatch)
2026-07-26 06:59:28 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-26 06:59:28 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, eval #1/1 start                    
2026-07-26 06:59:28 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, starting new job                   
2026-07-26 06:59:29 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, started new job                    
2026-07-26 06:59:38 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, new result: RESULT: 151.926383     
2026-07-26 06:59:39 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, finishing jobs, finished 1 job
2026-07-26 06:59:39 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, getting new HP set (no sbatch)
2026-07-26 06:59:39 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, requested 1 jobs, got 1, 0.10 s/job
2026-07-26 06:59:39 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, eval #1/1 start                    
2026-07-26 06:59:39 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, starting new job                   
2026-07-26 06:59:39 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, started new job                    
2026-07-26 06:59:48 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 151.926383376122, new result: RESULT: 44.418662      
2026-07-26 06:59:50 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): SOBOL, best RESULT: 44.418662278913, ▁█, finishing jobs, finished 1 job  
2026-07-26 06:59:51 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 44.418662278913, ▁█, getting new HP set (no sbatch)
2026-07-26 06:59:51 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 44.418662278913, ▁█, requested 1 jobs, got 1, 0.72 s/job
2026-07-26 06:59:51 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 44.418662278913, ▁█, eval #1/1 start                    
2026-07-26 06:59:51 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 44.418662278913, ▁█, starting new job                   
2026-07-26 06:59:51 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 44.418662278913, ▁█, started new job                    
2026-07-26 07:00:00 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 44.418662278913, ▁█, new result: RESULT: 13.942853      
2026-07-26 07:00:02 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, finishing jobs, finished 1 job   
2026-07-26 07:00:03 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, getting new HP set (no sbatch)   
2026-07-26 07:00:03 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, requested 1 jobs, got 1, 0.59 s/job
2026-07-26 07:00:03 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, eval #1/1 start                    
2026-07-26 07:00:03 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, starting new job                   
2026-07-26 07:00:03 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, started new job                    
2026-07-26 07:00:12 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532190938, ▁▆█, new result: RESULT: 30.679475      
2026-07-26 07:00:14 (ffbfe429-e1ea-4d02-9f99-6a10332fe6fa): BOTORCH_MODULAR, best RESULT: 13.9428532191, ▁▆█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.090 │    1 │        0.090 │
│       3 │   0.094 │    1 │        0.094 │
│       4 │   0.092 │    1 │        0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.135 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.540 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.090 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.095 │    1 │        0.095 │
│         3 │   0.724 │    1 │        0.724 │
│         4 │   0.588 │    1 │        0.588 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.361 │      │              │
│    Median │   0.342 │      │              │
│     Total │   1.444 │      │              │
│       Max │   0.724 │      │              │
│       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
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
1785049164,887.2265625,26.7

`RESULT` (goal: minimize)

Best value: 13.9428532191
Achieved at:
- b = 8.9428532190938 (r=0.956, strong positive correlation)
- a = 5 (r=0.943, 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	13.9429	151.9264	60.2418	54.023	4
a	5	71.484	27.3085	26.7459	4
b	5	80.4424	32.9334	30.1348	4

submitit INFO (2026-07-26 06:59:29,259) - Starting with JobEnvironment(job_id=135523, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 06:59:29,259) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135523/135523_submitted.pkl
Trial-Index: 0

Parameters: {"a": 71.48397415876389, "b": 80.44240921735764}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (71.48397415876388549805 + 80.44240921735763549805)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1785049145.9294934
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1785049153.3801038
Last modification: 1785049145.9294934
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (71.48397415876388549805 + 80.44240921735763549805)'
stdout:
 RESULT: 151.926383376122
stderr was empty
Result: {'RESULT': 151.926383376122}
Final-results: {'RESULT': 151.926383376122}
EXIT_CODE: 0
submitit INFO (2026-07-26 06:59:36,784) - Job completed successfully
submitit INFO (2026-07-26 06:59:36,784) - Exiting after successful completion