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
18.669053660192063	5.0	23.6690536601921

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 11:56:21 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 23.6690536601921, 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
0,1778068537,2,34c07737-d219-4432-80b0-b7f851fc0722,1778068539,1778068545,6,perl -e 'print "RESULT: " . (66.64775669574737548828 + 95.21939903497695922852)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,161.867155730700005733524449169636,66.64775669574737548828125,95.219399034976959228515625
1,1778068547,2,34c07737-d219-4432-80b0-b7f851fc0722,1778068549,1778068555,6,perl -e 'print "RESULT: " . (48.70025073643773794174 + 45.6252025580033659935)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,94.325453294400006143405335023999,48.700250736437737941741943359375,45.625202558003365993499755859375
2,1778068559,2,34c07737-d219-4432-80b0-b7f851fc0722,1778068561,1778068567,6,perl -e 'print "RESULT: " . (41.3512065923773732834 + 25.28616425711361870299)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,66.637370849500001668275217525661,41.351206592377373283397901104763,25.286164257113618702987878350541
3,1778068570,2,34c07737-d219-4432-80b0-b7f851fc0722,1778068572,1778068578,6,perl -e 'print "RESULT: " . (18.66905366019206269357 + 5)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,23.669053660192101773418471566401,18.669053660192062693568004760891,5


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

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 11:55:33] 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: 590585bc-7bf2-4c93-81fb-f361e3df4cd6
  _________________________________________________
 /                                                 \
| OmniOpt2 - A trip through the hyperspace of the p |
| arameter landscape.                               |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                        ____________
                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   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=50 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 18.669053660192063 │ 5.0 │ 23.6690536601921 │
└────────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 11:55:36 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, Started OmniOpt2 run...
2026-05-06 11:55:37 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:55:37 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-06 11:55:37 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, eval #1/1 start                    
2026-05-06 11:55:37 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, starting new job                   
2026-05-06 11:55:37 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, started new job                    
2026-05-06 11:55:46 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, new result: RESULT: 161.867156     
2026-05-06 11:55:47 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, finishing jobs, finished 1 job
2026-05-06 11:55:47 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, getting new HP set (no sbatch)
2026-05-06 11:55:47 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, requested 1 jobs, got 1, 0.10 s/job
2026-05-06 11:55:47 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, eval #1/1 start                    
2026-05-06 11:55:47 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, starting new job                   
2026-05-06 11:55:47 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, started new job                    
2026-05-06 11:55:56 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 161.867155730724, new result: RESULT: 94.325453      
2026-05-06 11:55:58 (34c07737-d219-4432-80b0-b7f851fc0722): SOBOL, best RESULT: 94.3254532944411, finishing jobs, finished 1 job     
2026-05-06 11:55:59 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 94.3254532944411, getting new HP set (no sbatch)
2026-05-06 11:55:59 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 94.3254532944411, requested 1 jobs, got 1, 0.57 s/job
2026-05-06 11:55:59 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 94.3254532944411, eval #1/1 start                    
2026-05-06 11:55:59 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 94.3254532944411, starting new job                   
2026-05-06 11:55:59 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 94.3254532944411, started new job                    
2026-05-06 11:56:08 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 94.3254532944411, new result: RESULT: 66.637371      
2026-05-06 11:56:10 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, finishing jobs, finished 1 job      
2026-05-06 11:56:10 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, getting new HP set (no sbatch)      
2026-05-06 11:56:10 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, requested 1 jobs, got 1, 0.48 s/job 
2026-05-06 11:56:10 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, eval #1/1 start                     
2026-05-06 11:56:10 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, starting new job                    
2026-05-06 11:56:10 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, started new job                     
2026-05-06 11:56:19 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 66.637370849491, new result: RESULT: 23.669054       
2026-05-06 11:56:21 (34c07737-d219-4432-80b0-b7f851fc0722): BOTORCH_MODULAR, best RESULT: 23.6690536601921, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.257 │    1 │        0.257 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.082 │    1 │        0.082 │
│       4 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.128 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.512 │      │              │
│     Max │   0.257 │      │              │
│     Min │   0.082 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.038 │    1 │        0.038 │
│         2 │   0.098 │    1 │        0.098 │
│         3 │   0.574 │    1 │        0.574 │
│         4 │   0.482 │    1 │        0.482 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.298 │      │              │
│    Median │   0.290 │      │              │
│     Total │   1.192 │      │              │
│       Max │   0.574 │      │              │
│       Min │   0.038 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778068535,771.171875,26.9

`RESULT` (goal: minimize)

Best value: 23.669053660192
Achieved at:
- run_time = 6
- a = 18.669053660192
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	23.6691	161.8672	86.6248	50.2087	4
a	18.6691	66.6478	43.8421	17.2016	4
b	5	95.2194	42.7827	33.5088	4

submitit INFO (2026-05-06 11:55:37,529) - Starting with JobEnvironment(job_id=135831, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 11:55:37,529) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135831/135831_submitted.pkl
Trial-Index: 0

Parameters: {"a": 66.64775669574738, "b": 95.21939903497696}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (66.64775669574737548828 + 95.21939903497695922852)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778068522.382891
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778068525.2070527
Last modification: 1778068522.382891
Hostname: runnervmeorf1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (66.64775669574737548828 + 95.21939903497695922852)'
stdout:
 RESULT: 161.867155730724
stderr was empty
Result: {'RESULT': 161.867155730724}
Final-results: {'RESULT': 161.867155730724}
EXIT_CODE: 0
submitit INFO (2026-05-06 11:55:45,061) - Job completed successfully
submitit INFO (2026-05-06 11:55:45,061) - Exiting after successful completion