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 07:57:58 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 10, ▅▁▇█, finishing jobs, finished 1 job

Git-Version

Commit: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (9396-2-g1da9c7062)

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
0,1784534237,2,9ec90b7d-c8ee-4eef-ae86-1301e8796aac,1784534239,1784534245,6,perl -e 'print "RESULT: " . (21.09965398907661437988 + 49.49272841215133666992)',0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,70.592382401199998298579885158688,21.0996539890766143798828125,49.492728412151336669921875
1,1784534247,2,9ec90b7d-c8ee-4eef-ae86-1301e8796aac,1784534249,1784534255,6,perl -e 'print "RESULT: " . (93.66629058029502630234 + 91.07312800828367471695)',0,,runnervm3jd5f,1_0,COMPLETED,SOBOL,184.739418588599988879650481976569,93.666290580295026302337646484375,91.073128008283674716949462890625
2,1784534258,1,9ec90b7d-c8ee-4eef-ae86-1301e8796aac,1784534259,1784534265,6,perl -e 'print "RESULT: " . (5 + 25.86890088983549418344)',0,,runnervm3jd5f,2_0,COMPLETED,BOTORCH_MODULAR,30.868900889799999021079202066176,5,25.868900889835494183444097870961
3,1784534268,2,9ec90b7d-c8ee-4eef-ae86-1301e8796aac,1784534270,1784534276,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervm3jd5f,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5


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

Current git-hash: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (last fully tested stable version 2 commits ago [40e86984857e047bcfb600b452b0692331ba16d4, 9396])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 07:57:14] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: ef49c911-5324-4a7b-80ca-6a7871cf9712
/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 - Dialing in parameters like Homer Simps |
| on at an all-you-can-eat buffet - endless tweaks! |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
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=31 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: 52s                                                                                                                                                                                 │
│    🏆 Best RESULT: 10                                                                                                                                                                                │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 07:57:17 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, Started OmniOpt2 run...
2026-07-20 07:57:17 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, getting new HP set (no sbatch)
2026-07-20 07:57:17 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-20 07:57:17 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, eval #1/1 start                    
2026-07-20 07:57:17 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, starting new job                   
2026-07-20 07:57:17 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, started new job                    
2026-07-20 07:57:25 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, new result: RESULT: 70.592382      
2026-07-20 07:57:27 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, finishing jobs, finished 1 job
2026-07-20 07:57:27 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, getting new HP set (no sbatch)
2026-07-20 07:57:27 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, requested 1 jobs, got 1, 0.07 s/job
2026-07-20 07:57:27 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, eval #1/1 start                    
2026-07-20 07:57:27 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, starting new job                   
2026-07-20 07:57:27 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, started new job                    
2026-07-20 07:57:35 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.592382401228, new result: RESULT: 184.739419     
2026-07-20 07:57:37 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): SOBOL, best RESULT: 70.5923824012, █▁, finishing jobs, finished 1 job   
2026-07-20 07:57:38 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 70.5923824012, █▁, getting new HP set (no sbatch)
2026-07-20 07:57:38 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 70.5923824012, █▁, requested 1 jobs, got 1, 1.03 s/job
2026-07-20 07:57:38 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 70.5923824012, █▁, eval #1/1 start                    
2026-07-20 07:57:38 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 70.5923824012, █▁, starting new job                   
2026-07-20 07:57:38 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 70.5923824012, █▁, started new job                    
2026-07-20 07:57:46 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 70.5923824012, █▁, new result: RESULT: 30.868901      
2026-07-20 07:57:48 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, finishing jobs, finished 1 job 
2026-07-20 07:57:48 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, getting new HP set (no sbatch) 
2026-07-20 07:57:48 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, requested 1 jobs, got 1, 0.45 s/job
2026-07-20 07:57:48 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, eval #1/1 start                    
2026-07-20 07:57:48 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, starting new job                   
2026-07-20 07:57:48 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, started new job                    
2026-07-20 07:57:56 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 30.8689008898355, ▆▁█, new result: RESULT: 10.000000      
2026-07-20 07:57:58 (9ec90b7d-c8ee-4eef-ae86-1301e8796aac): BOTORCH_MODULAR, best RESULT: 10, ▅▁▇█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.195 │    1 │        0.195 │
│       2 │   0.070 │    1 │        0.070 │
│       3 │   0.069 │    1 │        0.069 │
│       4 │   0.069 │    1 │        0.069 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.101 │      │              │
│  Median │   0.069 │      │              │
│   Total │   0.402 │      │              │
│     Max │   0.195 │      │              │
│     Min │   0.069 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   0.073 │    1 │        0.073 │
│         3 │   1.032 │    1 │        1.032 │
│         4 │   0.454 │    1 │        0.454 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.398 │      │              │
│    Median │   0.264 │      │              │
│     Total │   1.591 │      │              │
│       Max │   1.032 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784534235,887.109375,27.4

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- a = 5 (r=0.986, strong positive correlation)
- b = 5 (r=0.981, 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	184.7394	74.0502	67.5113	4
a	5	93.6663	31.1915	36.6638	4
b	5	91.0731	42.8587	31.9788	4

submitit INFO (2026-07-20 07:57:18,152) - Starting with JobEnvironment(job_id=139170, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 07:57:18,152) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139170/139170_submitted.pkl
Trial-Index: 0

Parameters: {"a": 21.099653989076614, "b": 49.49272841215134}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (21.09965398907661437988 + 49.49272841215133666992)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1784534224.7616293
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1784534227.601156
Last modification: 1784534224.7616293
Hostname: runnervm3jd5f
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (21.09965398907661437988 + 49.49272841215133666992)'
stdout:
 RESULT: 70.592382401228
stderr was empty
Result: {'RESULT': 70.592382401228}
Final-results: {'RESULT': 70.592382401228}
EXIT_CODE: 0
submitit INFO (2026-07-20 07:57:25,374) - Job completed successfully
submitit INFO (2026-07-20 07:57:25,374) - Exiting after successful completion