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
10.229765680581444	17.17566170669471	27.4054273872762

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 12:01:48 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 27.4054273872762, ▁▄▅█, finishing jobs, finished 1 job

Git-Version

Commit: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (9399-6-gb9f1e470f)

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
0,1784548860,2,0efae42c-578b-4514-9218-860b1e7228a7,1784548862,1784548868,6,perl -e 'print "RESULT: " . (79.59540426731109619141 + 99.46257770061492919922)',0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,179.05798196789999110478674992919,79.59540426731109619140625,99.46257770061492919921875
1,1784548871,2,0efae42c-578b-4514-9218-860b1e7228a7,1784548873,1784548879,6,perl -e 'print "RESULT: " . (52.29146476369351148605 + 51.11946877557784318924)',0,,runnervm3jd5f,1_0,COMPLETED,SOBOL,103.410933539300003758398815989494,52.291464763693511486053466796875,51.119468775577843189239501953125
2,1784548884,2,0efae42c-578b-4514-9218-860b1e7228a7,1784548886,1784548892,6,perl -e 'print "RESULT: " . (41.08247934059662043182 + 31.20955614848594095179)',0,,runnervm3jd5f,2_0,COMPLETED,BOTORCH_MODULAR,72.292035489100001655060623306781,41.08247934059662043182470370084,31.209556148485940951786687946878
3,1784548896,2,0efae42c-578b-4514-9218-860b1e7228a7,1784548898,1784548904,6,perl -e 'print "RESULT: " . (10.22976568058144408724 + 17.17566170669471148358)',0,,runnervm3jd5f,3_0,COMPLETED,BOTORCH_MODULAR,27.405427387276201756094451411627,10.22976568058144408723819651641,17.175661706694711483578430488706


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

Current git-hash: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (last fully tested stable version 6 commits ago [1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca, 9399])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 12:00:57] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: a3595de6-a27c-4be1-aba7-fbe71b9ece96
/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.")
  ___________________________________
| OmniOpt2 - When in doubt, optimize! |
  ===================================
                                   \
                                    \
                                      ^__^
                                      (oo)\_______
                                      (__)\       )\/\
                                          ||----w |
                                          ||     ||
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=80 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 10.229765680581444 │ 17.17566170669471 │ 27.4054273872762 │
└────────────────────┴───────────────────┴──────────────────┘
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: 27.4054273872762                                                                                                                │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 12:01:00 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, Started OmniOpt2 run...
2026-07-20 12:01:00 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, getting new HP set (no sbatch)
2026-07-20 12:01:00 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-20 12:01:00 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, eval #1/1 start                    
2026-07-20 12:01:00 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, starting new job                   
2026-07-20 12:01:00 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, started new job                    
2026-07-20 12:01:09 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, new result: RESULT: 179.057982     
2026-07-20 12:01:11 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, finishing jobs, finished 1 job
2026-07-20 12:01:11 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, getting new HP set (no sbatch)
2026-07-20 12:01:11 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, requested 1 jobs, got 1, 0.10 s/job
2026-07-20 12:01:11 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, eval #1/1 start                    
2026-07-20 12:01:11 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, starting new job                   
2026-07-20 12:01:11 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, started new job                    
2026-07-20 12:01:20 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 179.057981967926, new result: RESULT: 103.410934     
2026-07-20 12:01:23 (0efae42c-578b-4514-9218-860b1e7228a7): SOBOL, best RESULT: 103.410933539271, ▁█, finishing jobs, finished 1 job 
2026-07-20 12:01:24 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 103.410933539271, ▁█, getting new HP set (no sbatch)
2026-07-20 12:01:24 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 103.410933539271, ▁█, requested 1 jobs, got 1, 1.28 s/job
2026-07-20 12:01:24 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 103.410933539271, ▁█, eval #1/1 start                    
2026-07-20 12:01:24 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 103.410933539271, ▁█, starting new job                   
2026-07-20 12:01:24 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 103.410933539271, ▁█, started new job                    
2026-07-20 12:01:33 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 103.410933539271, ▁█, new result: RESULT: 72.292035      
2026-07-20 12:01:35 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, finishing jobs, finished 1 job    
2026-07-20 12:01:36 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, getting new HP set (no sbatch)    
2026-07-20 12:01:36 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, requested 1 jobs, got 1, 0.89 s/job
2026-07-20 12:01:36 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, eval #1/1 start                    
2026-07-20 12:01:36 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, starting new job                   
2026-07-20 12:01:36 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, started new job                    
2026-07-20 12:01:45 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 72.2920354890826, ▁▅█, new result: RESULT: 27.405427      
2026-07-20 12:01:48 (0efae42c-578b-4514-9218-860b1e7228a7): BOTORCH_MODULAR, best RESULT: 27.4054273872762, ▁▄▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.263 │    1 │        0.263 │
│       2 │   0.090 │    1 │        0.090 │
│       3 │   0.092 │    1 │        0.092 │
│       4 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.134 │      │              │
│  Median │   0.092 │      │              │
│   Total │   0.536 │      │              │
│     Max │   0.263 │      │              │
│     Min │   0.090 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.096 │    1 │        0.096 │
│         3 │   1.280 │    1 │        1.280 │
│         4 │   0.888 │    1 │        0.888 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.575 │      │              │
│    Median │   0.492 │      │              │
│     Total │   2.302 │      │              │
│       Max │   1.280 │      │              │
│       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
1784548858,887.453125,26.7

`RESULT` (goal: minimize)

Best value: 27.405427387276
Achieved at:
- b = 17.175661706695 (r=0.99, strong positive correlation)
- a = 10.229765680581 (r=0.984, 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	27.4054	179.058	95.5416	55.272	4
a	10.2298	79.5954	45.7998	24.8584	4
b	17.1757	99.4626	49.7418	31.137	4

submitit INFO (2026-07-20 12:01:00,953) - Starting with JobEnvironment(job_id=134708, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 12:01:00,953) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/134708/134708_submitted.pkl
Trial-Index: 0

Parameters: {"a": 79.5954042673111, "b": 99.46257770061493}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (79.59540426731109619141 + 99.46257770061492919922)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784548843.6460466
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784548847.0013068
Last modification: 1784548843.6460466
Hostname: runnervm3jd5f
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (79.59540426731109619141 + 99.46257770061492919922)'
stdout:
 RESULT: 179.057981967926
stderr was empty
Result: {'RESULT': 179.057981967926}
Final-results: {'RESULT': 179.057981967926}
EXIT_CODE: 0
submitit INFO (2026-07-20 12:01:08,501) - Job completed successfully
submitit INFO (2026-07-20 12:01:08,502) - Exiting after successful completion