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
15.302680627051574	5.0	20.3026806271

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

2026-05-06 11:51:51 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806271, finishing jobs, finished 1 job

Git-Version

Commit: aa6118605300e88fb4df35c4ce54545597b6252c (9293-2-gaa6118605)

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
0,1778068267,2,a86eeae2-faa6-411f-b631-6a5bc9674850,1778068269,1778068275,6,perl -e 'print "RESULT: " . (40.61761900782585144043 + 18.84725943207740783691)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,59.464878439899997886186611140147,40.6176190078258514404296875,18.8472594320774078369140625
1,1778068278,1,a86eeae2-faa6-411f-b631-6a5bc9674850,1778068279,1778068286,7,perl -e 'print "RESULT: " . (53.14118839334696531296 + 94.29129660129547119141)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,147.432484994600002892184420488775,53.141188393346965312957763671875,94.29129660129547119140625
2,1778068289,2,a86eeae2-faa6-411f-b631-6a5bc9674850,1778068291,1778068297,6,perl -e 'print "RESULT: " . (15.30268062705157383618 + 5)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,20.302680627099999099982596817426,15.302680627051573836183706589509,5
3,1778068300,2,a86eeae2-faa6-411f-b631-6a5bc9674850,1778068302,1778068308,6,perl -e 'print "RESULT: " . (5 + 19.92312941383033120246)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,24.923129413830299228038711589761,5,19.923129413830331202461820794269


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

Current git-hash: aa6118605300e88fb4df35c4ce54545597b6252c (last fully tested stable version 2 commits ago [6efe9b5645abb6a4e0471dd42a96833aed7eb7e7, 9293])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 11:51:04] ax.service.utils.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: 9a93506b-06c5-4ef4-84c2-c5f6378f21b5
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase.     |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  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=48 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━┩
│ 15.302680627051574 │ 5.0 │ 20.3026806271 │
└────────────────────┴─────┴───────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 7.00 sec  │   6.25 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 11:51:07 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, Started OmniOpt2 run...
2026-05-06 11:51:07 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:51:07 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-06 11:51:07 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, eval #1/1 start                    
2026-05-06 11:51:07 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, starting new job                   
2026-05-06 11:51:07 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, started new job                    
2026-05-06 11:51:16 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, new result: RESULT: 59.464878      
2026-05-06 11:51:18 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, finishing jobs, finished 1 job
2026-05-06 11:51:18 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, getting new HP set (no sbatch)
2026-05-06 11:51:18 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, requested 1 jobs, got 1, 0.05 s/job
2026-05-06 11:51:18 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, eval #1/1 start                    
2026-05-06 11:51:18 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, starting new job                   
2026-05-06 11:51:18 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, started new job                    
2026-05-06 11:51:27 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399033, new result: RESULT: 147.432485     
2026-05-06 11:51:28 (a86eeae2-faa6-411f-b631-6a5bc9674850): SOBOL, best RESULT: 59.4648784399, finishing jobs, finished 1 job        
2026-05-06 11:51:29 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 59.4648784399, getting new HP set (no sbatch)
2026-05-06 11:51:29 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 59.4648784399, requested 1 jobs, got 1, 0.66 s/job
2026-05-06 11:51:29 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 59.4648784399, eval #1/1 start                    
2026-05-06 11:51:29 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 59.4648784399, starting new job                   
2026-05-06 11:51:29 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 59.4648784399, started new job                    
2026-05-06 11:51:38 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 59.4648784399, new result: RESULT: 20.302681      
2026-05-06 11:51:40 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, finishing jobs, finished 1 job  
2026-05-06 11:51:40 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, getting new HP set (no sbatch)  
2026-05-06 11:51:40 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, requested 1 jobs, got 1, 0.37 s/job
2026-05-06 11:51:40 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, eval #1/1 start                    
2026-05-06 11:51:40 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, starting new job                   
2026-05-06 11:51:40 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, started new job                    
2026-05-06 11:51:49 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806270516, new result: RESULT: 24.923129      
2026-05-06 11:51:51 (a86eeae2-faa6-411f-b631-6a5bc9674850): BOTORCH_MODULAR, best RESULT: 20.3026806271, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.112 │    1 │        0.112 │
│       2 │   0.071 │    1 │        0.071 │
│       3 │   0.073 │    1 │        0.073 │
│       4 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.082 │      │              │
│  Median │   0.072 │      │              │
│   Total │   0.326 │      │              │
│     Max │   0.112 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.026 │    1 │        0.026 │
│         2 │   0.047 │    1 │        0.047 │
│         3 │   0.657 │    1 │        0.657 │
│         4 │   0.367 │    1 │        0.367 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.274 │      │              │
│    Median │   0.207 │      │              │
│     Total │   1.096 │      │              │
│       Max │   0.657 │      │              │
│       Min │   0.026 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778068265,741.5390625,28

`RESULT` (goal: minimize)

Best value: 20.3026806271
Achieved at:
- run_time = 6
- a = 15.302680627052
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.25	0.433	4
RESULT	20.3027	147.4325	63.0308	51.0251	4
a	5	53.1412	28.5154	19.2383	4
b	5	94.2913	34.5154	35.0098	4

submitit INFO (2026-05-06 11:51:08,106) - Starting with JobEnvironment(job_id=139357, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 11:51:08,106) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139357/139357_submitted.pkl
Trial-Index: 0

Parameters: {"a": 40.61761900782585, "b": 18.847259432077408}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (40.61761900782585144043 + 18.84725943207740783691)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778068256.2792728
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778068260.0572448
Last modification: 1778068256.2792728
Hostname: runnervmrc6n4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (40.61761900782585144043 + 18.84725943207740783691)'
stdout:
 RESULT: 59.4648784399033
stderr was empty
Result: {'RESULT': 59.4648784399033}
Final-results: {'RESULT': 59.4648784399033}
EXIT_CODE: 0
submitit INFO (2026-05-06 11:51:15,630) - Job completed successfully
submitit INFO (2026-05-06 11:51:15,630) - Exiting after successful completion