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
23.440386444387276	73.61718423836128	97.0575706827

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

2026-05-10 01:18:33 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827, ▆▁█▇, finishing jobs, finished 1 job

Git-Version

Commit: 01b08d618b49d942e55420979b7925f87f54957e (9305-14-g01b08d618)

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
0,1778375869,2,39f4d9bd-b977-4d25-b7df-4c45e5c3d290,1778375871,1778375877,6,perl -e 'print "RESULT: " . (44.93495866656303405762 + 67.2933146357536315918)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,112.228273302299996316833130549639,44.9349586665630340576171875,67.293314635753631591796875
1,1778375880,2,39f4d9bd-b977-4d25-b7df-4c45e5c3d290,1778375882,1778375888,6,perl -e 'print "RESULT: " . (98.75789971556514501572 + 51.41500255558639764786)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,150.172902271200001678153057582676,98.757899715565145015716552734375,51.415002555586397647857666015625
2,1778375891,2,39f4d9bd-b977-4d25-b7df-4c45e5c3d290,1778375893,1778375899,6,perl -e 'print "RESULT: " . (23.4403864443872755885 + 73.61718423836127556115)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,97.057570682700003317222581245005,23.440386444387275588496777345426,73.617184238361275561146612744778
3,1778375902,2,39f4d9bd-b977-4d25-b7df-4c45e5c3d290,1778375904,1778375910,6,perl -e 'print "RESULT: " . (5 + 96.19591544430910801111)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,101.195915444308994324273953679949,5,96.195915444309108011111675295979


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

Current git-hash: 01b08d618b49d942e55420979b7925f87f54957e (last fully tested stable version 14 commits ago [5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2, 9305])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 01:17:45] ax.storage.sqa_store.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: 12b6e3a2-1170-49ae-8889-10a3beefb7e1
/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 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase.     |
 \                                                 /
  =================================================
                                                    \
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                                                      \
                                                       \
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                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
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=69 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 23.440386444387276 │ 73.61718423836128 │ 97.0575706827 │
└────────────────────┴───────────────────┴───────────────┘
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: 58s                                                                                                                                                                                 │
│    🏆 Best RESULT: 97.0575706827                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 01:17:49 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, Started OmniOpt2 run...
2026-05-10 01:17:49 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, getting new HP set (no sbatch)
2026-05-10 01:17:49 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-10 01:17:49 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, eval #1/1 start                    
2026-05-10 01:17:49 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, starting new job                   
2026-05-10 01:17:49 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, started new job                    
2026-05-10 01:17:58 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, new result: RESULT: 112.228273     
2026-05-10 01:18:00 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, finishing jobs, finished 1 job
2026-05-10 01:18:00 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, getting new HP set (no sbatch)
2026-05-10 01:18:00 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, requested 1 jobs, got 1, 0.09 s/job
2026-05-10 01:18:00 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, eval #1/1 start                    
2026-05-10 01:18:00 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, starting new job                   
2026-05-10 01:18:00 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, started new job                    
2026-05-10 01:18:09 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.228273302317, new result: RESULT: 150.172902     
2026-05-10 01:18:10 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): SOBOL, best RESULT: 112.2282733023, █▁, finishing jobs, finished 1 job   
2026-05-10 01:18:11 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 112.2282733023, █▁, getting new HP set (no sbatch)
2026-05-10 01:18:11 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 112.2282733023, █▁, requested 1 jobs, got 1, 0.58 s/job
2026-05-10 01:18:11 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 112.2282733023, █▁, eval #1/1 start                    
2026-05-10 01:18:11 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 112.2282733023, █▁, starting new job                   
2026-05-10 01:18:11 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 112.2282733023, █▁, started new job                    
2026-05-10 01:18:20 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 112.2282733023, █▁, new result: RESULT: 97.057571      
2026-05-10 01:18:22 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, finishing jobs, finished 1 job  
2026-05-10 01:18:22 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, getting new HP set (no sbatch)  
2026-05-10 01:18:22 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, requested 1 jobs, got 1, 0.47 s/job
2026-05-10 01:18:22 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, eval #1/1 start                    
2026-05-10 01:18:22 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, starting new job                   
2026-05-10 01:18:22 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, started new job                    
2026-05-10 01:18:31 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827485, ▆▁█, new result: RESULT: 101.195915     
2026-05-10 01:18:33 (39f4d9bd-b977-4d25-b7df-4c45e5c3d290): BOTORCH_MODULAR, best RESULT: 97.0575706827, ▆▁█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.255 │    1 │        0.255 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.127 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.510 │      │              │
│     Max │   0.255 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.093 │    1 │        0.093 │
│         3 │   0.581 │    1 │        0.581 │
│         4 │   0.469 │    1 │        0.469 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.295 │      │              │
│    Median │   0.281 │      │              │
│     Total │   1.180 │      │              │
│       Max │   0.581 │      │              │
│       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
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
1778375867,772.10546875,26.9

`RESULT` (goal: minimize)

Best value: 97.0575706827
Achieved at:
- run_time = 6
- a = 23.440386444387
- b = 73.617184238361

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	97.0576	150.1729	115.1637	20.9594	4
a	5	98.7579	43.0333	35.1399	4
b	51.415	96.1959	72.1304	16.077	4

submitit INFO (2026-05-10 01:17:49,997) - Starting with JobEnvironment(job_id=137433, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 01:17:49,997) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137433/137433_submitted.pkl
Trial-Index: 0

Parameters: {"a": 44.934958666563034, "b": 67.29331463575363}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (44.93495866656303405762 + 67.2933146357536315918)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778375854.2527704
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778375857.27039
Last modification: 1778375854.2527704
Hostname: runnervmeorf1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (44.93495866656303405762 + 67.2933146357536315918)'
stdout:
 RESULT: 112.228273302317
stderr was empty
Result: {'RESULT': 112.228273302317}
Final-results: {'RESULT': 112.228273302317}
EXIT_CODE: 0
submitit INFO (2026-05-10 01:17:57,502) - Job completed successfully
submitit INFO (2026-05-10 01:17:57,502) - Exiting after successful completion