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
20.45304612401142	51.59485755123327	72.0479036752447

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

2026-01-04 11:35:48 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 72.0479036752447, finishing jobs, finished 1 job

Git-Version

Commit: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (9213-7-gfa78bbd92)

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
0,1767526503,2,483519ae-e33a-4c06-80ad-9c4b1eef9171,1767526505,1767526511,6,perl -e 'print "RESULT: " . (69.8548558354377746582 + 15.49080349504947662354)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,85.345659330499998418417817447335,69.854855835437774658203125,15.49080349504947662353515625
1,1767526514,2,483519ae-e33a-4c06-80ad-9c4b1eef9171,1767526516,1767526522,6,perl -e 'print "RESULT: " . (16.71723810490220785141 + 59.74016637541353702545)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,76.457404480299999249837128445506,16.717238104902207851409912109375,59.74016637541353702545166015625
2,1767526526,1,483519ae-e33a-4c06-80ad-9c4b1eef9171,1767526527,1767526534,7,perl -e 'print "RESULT: " . (5 + 83.82052440363609946417)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,88.820524403600003893188841175288,5,83.82052440363609946416545426473
3,1767526537,2,483519ae-e33a-4c06-80ad-9c4b1eef9171,1767526539,1767526545,6,perl -e 'print "RESULT: " . (20.45304612401141852729 + 51.59485755123326811145)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,72.047903675244697296875528991222,20.453046124011418527288697077893,51.594857551233268111445795511827


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

Current git-hash: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (last fully tested stable version 7 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:34:58] 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: d036d5ea-b831-48c1-8626-c966a2518858
  ___________________________________
| OmniOpt2 - When in doubt, optimize! |
  ===================================
                                    \
                                     \
                                      \
                                       |\_/|,,_____,~~`
                                       (.".)~~     )`~}}
                                        \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=271 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 20.45304612401142 │ 51.59485755123327 │ 72.0479036752447 │
└───────────────────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 11:35:03 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, Started OmniOpt2 run...
2026-01-04 11:35:03 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:35:03 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 11:35:03 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, eval #1/1 start                    
2026-01-04 11:35:03 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, starting new job                   
2026-01-04 11:35:03 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, started new job                    
2026-01-04 11:35:12 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, new result: RESULT: 85.345659      
2026-01-04 11:35:14 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, finishing jobs, finished 1 job
2026-01-04 11:35:14 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, getting new HP set (no sbatch)
2026-01-04 11:35:14 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, requested 1 jobs, got 1, 0.07 s/job
2026-01-04 11:35:14 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, eval #1/1 start                    
2026-01-04 11:35:14 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, starting new job                   
2026-01-04 11:35:14 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, started new job                    
2026-01-04 11:35:23 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 85.3456593304873, new result: RESULT: 76.457404      
2026-01-04 11:35:25 (483519ae-e33a-4c06-80ad-9c4b1eef9171): SOBOL, best RESULT: 76.4574044803157, finishing jobs, finished 1 job     
2026-01-04 11:35:26 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803157, getting new HP set (no sbatch)
2026-01-04 11:35:26 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803157, requested 1 jobs, got 1, 0.69 s/job
2026-01-04 11:35:26 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803157, eval #1/1 start                    
2026-01-04 11:35:26 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803157, starting new job                   
2026-01-04 11:35:26 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803157, started new job                    
2026-01-04 11:35:35 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803157, new result: RESULT: 88.820524      
2026-01-04 11:35:36 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, finishing jobs, finished 1 job        
2026-01-04 11:35:37 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, getting new HP set (no sbatch)        
2026-01-04 11:35:37 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, requested 1 jobs, got 1, 0.48 s/job   
2026-01-04 11:35:37 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, eval #1/1 start                       
2026-01-04 11:35:37 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, starting new job                      
2026-01-04 11:35:37 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, started new job                       
2026-01-04 11:35:46 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 76.4574044803, new result: RESULT: 72.047904         
2026-01-04 11:35:48 (483519ae-e33a-4c06-80ad-9c4b1eef9171): BOTORCH_MODULAR, best RESULT: 72.0479036752447, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.233 │    1 │        0.233 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.122 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.488 │      │              │
│     Max │   0.233 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.034 │    1 │        0.034 │
│         2 │   0.071 │    1 │        0.071 │
│         3 │   0.689 │    1 │        0.689 │
│         4 │   0.479 │    1 │        0.479 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.318 │      │              │
│    Median │   0.275 │      │              │
│     Total │   1.273 │      │              │
│       Max │   0.689 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1767526500,784.6953125,27

`RESULT` (goal: minimize)

Best value: 72.047903675245
Achieved at:
- run_time = 6
- a = 20.453046124011
- b = 51.594857551233

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.25	0.433	4
RESULT	72.0479	88.8205	80.6679	6.7153	4
a	5	69.8549	28.0063	24.8248	4
b	15.4908	83.8205	52.6616	24.5142	4

submitit INFO (2026-01-04 11:35:04,082) - Starting with JobEnvironment(job_id=133935, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:35:04,082) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/133935/133935_submitted.pkl
Trial-Index: 0

Parameters: {"a": 69.85485583543777, "b": 15.490803495049477}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (69.8548558354377746582 + 15.49080349504947662354)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1767526488.5769622
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1767526491.6209667
Last modification: 1767526488.5769622
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (69.8548558354377746582 + 15.49080349504947662354)'
stdout:
 RESULT: 85.3456593304873
stderr was empty
Result: {'RESULT': 85.3456593304873}
Final-results: {'RESULT': 85.3456593304873}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:35:11,704) - Job completed successfully
submitit INFO (2026-01-04 11:35:11,704) - Exiting after successful completion