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
14.377671391578493	41.401088732678396	55.7787601242569

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

2026-07-17 10:30:35 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 55.7787601242569, ▁▄▂█, finishing jobs, finished 1 job

Git-Version

Commit: 40e86984857e047bcfb600b452b0692331ba16d4 (9392-4-g40e869848)

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
0,1784284188,2,a30d56c3-bc84-4a86-b3a0-b6b02f08ac21,1784284190,1784284196,6,perl -e 'print "RESULT: " . (75.93440383672714233398 + 31.68823227286338806152)',0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,107.622636109599994824748137034476,75.934403836727142333984375,31.6882322728633880615234375
1,1784284199,2,a30d56c3-bc84-4a86-b3a0-b6b02f08ac21,1784284201,1784284207,6,perl -e 'print "RESULT: " . (18.94204967189580202103 + 65.54329797159880399704)',0,,runnervm3jd5f,1_0,COMPLETED,SOBOL,84.485347643500006142858183011413,18.942049671895802021026611328125,65.543297971598803997039794921875
2,1784284211,2,a30d56c3-bc84-4a86-b3a0-b6b02f08ac21,1784284213,1784284219,6,perl -e 'print "RESULT: " . (5 + 88.59837204543707400717)',0,,runnervm3jd5f,2_0,COMPLETED,BOTORCH_MODULAR,93.598372045399997887216159142554,5,88.598372045437074007168121170253
3,1784284223,2,a30d56c3-bc84-4a86-b3a0-b6b02f08ac21,1784284225,1784284231,6,perl -e 'print "RESULT: " . (14.37767139157849349829 + 41.40108873267839584287)',0,,runnervm3jd5f,3_0,COMPLETED,BOTORCH_MODULAR,55.778760124256898222938616527244,14.377671391578493498286661633756,41.401088732678395842867757892236


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

Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (last fully tested stable version 4 commits ago [fa24dfbf750366b8c83f9ef04857a770020b8dad, 9392])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-17 10:29:44] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 5c8be4de-614e-4b92-b390-bcd8ceaa5043
/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 - Cranking the dials like a mad scientis |
| t - IT’S ALIIIIVE!                                |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |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=26 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 14.377671391578493 │ 41.401088732678396 │ 55.7787601242569 │
└────────────────────┴────────────────────┴──────────────────┘
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: 62s (1m2s)                                                                                                                                                                          │
│    🏆 Best RESULT: 55.7787601242569                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-17 10:29:48 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, Started OmniOpt2 run...
2026-07-17 10:29:48 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, getting new HP set (no sbatch)
2026-07-17 10:29:48 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-17 10:29:48 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, eval #1/1 start                    
2026-07-17 10:29:48 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, starting new job                   
2026-07-17 10:29:48 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, started new job                    
2026-07-17 10:29:57 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, new result: RESULT: 107.622636     
2026-07-17 10:29:59 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, finishing jobs, finished 1 job
2026-07-17 10:29:59 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, getting new HP set (no sbatch)
2026-07-17 10:29:59 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, requested 1 jobs, got 1, 0.10 s/job
2026-07-17 10:29:59 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, eval #1/1 start                    
2026-07-17 10:29:59 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, starting new job                   
2026-07-17 10:29:59 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, started new job                    
2026-07-17 10:30:08 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 107.622636109591, new result: RESULT: 84.485348      
2026-07-17 10:30:10 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): SOBOL, best RESULT: 84.4853476434946, ▁█, finishing jobs, finished 1 job 
2026-07-17 10:30:11 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476434946, ▁█, getting new HP set (no sbatch)
2026-07-17 10:30:11 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476434946, ▁█, requested 1 jobs, got 1, 1.05 s/job
2026-07-17 10:30:11 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476434946, ▁█, eval #1/1 start                    
2026-07-17 10:30:11 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476434946, ▁█, starting new job                   
2026-07-17 10:30:11 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476434946, ▁█, started new job                    
2026-07-17 10:30:20 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476434946, ▁█, new result: RESULT: 93.598372      
2026-07-17 10:30:22 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, finishing jobs, finished 1 job       
2026-07-17 10:30:23 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, getting new HP set (no sbatch)       
2026-07-17 10:30:23 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, requested 1 jobs, got 1, 0.69 s/job  
2026-07-17 10:30:23 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, eval #1/1 start                      
2026-07-17 10:30:23 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, starting new job                     
2026-07-17 10:30:23 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, started new job                      
2026-07-17 10:30:32 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 84.4853476435, ▁█▅, new result: RESULT: 55.778760        
2026-07-17 10:30:35 (a30d56c3-bc84-4a86-b3a0-b6b02f08ac21): BOTORCH_MODULAR, best RESULT: 55.7787601242569, ▁▄▂█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.265 │    1 │        0.265 │
│       2 │   0.100 │    1 │        0.100 │
│       3 │   0.094 │    1 │        0.094 │
│       4 │   0.093 │    1 │        0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.138 │      │              │
│  Median │   0.097 │      │              │
│   Total │   0.552 │      │              │
│     Max │   0.265 │      │              │
│     Min │   0.093 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.101 │    1 │        0.101 │
│         3 │   1.046 │    1 │        1.046 │
│         4 │   0.691 │    1 │        0.691 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.469 │      │              │
│    Median │   0.396 │      │              │
│     Total │   1.876 │      │              │
│       Max │   1.046 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784284185,886.78515625,26.8

`RESULT` (goal: minimize)

Best value: 55.778760124257
Achieved at:
- a = 14.377671391578 (r=0.611, moderate positive correlation)
- b = 41.401088732678 (r=0.09, weak 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	55.7788	107.6226	85.3713	18.9691	4
a	5	75.9344	28.5635	27.8076	4
b	31.6882	88.5984	56.8077	22.1094	4

submitit INFO (2026-07-17 10:29:48,796) - Starting with JobEnvironment(job_id=139419, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-17 10:29:48,796) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139419/139419_submitted.pkl
Trial-Index: 0

Parameters: {"a": 75.93440383672714, "b": 31.688232272863388}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (75.93440383672714233398 + 31.68823227286338806152)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784284170.4205172
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784284174.2039204
Last modification: 1784284170.4205172
Hostname: runnervm3jd5f
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (75.93440383672714233398 + 31.68823227286338806152)'
stdout:
 RESULT: 107.622636109591
stderr was empty
Result: {'RESULT': 107.622636109591}
Final-results: {'RESULT': 107.622636109591}
EXIT_CODE: 0
submitit INFO (2026-07-17 10:29:56,396) - Job completed successfully
submitit INFO (2026-07-17 10:29:56,396) - Exiting after successful completion