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

2025-10-21 11:31:21 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 10, finishing jobs, finished 1 job

Git-Version

Commit: 97d4bb080d52f82e21bec4706b03e9f462d19b3a (8699-1-g97d4bb080)

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
0,1761046236,2,83cb71a7-20eb-44ba-b769-b2dba0472355,1761046238,1761046244,6,perl -e 'print "RESULT: " . (32.5550727546215057373 + 97.93576836585998535156)',0,,runnervmnfq8z,0_0,COMPLETED,SOBOL,130.49084112049999362170638050884,32.5550727546215057373046875,97.9357683658599853515625
1,1761046247,2,83cb71a7-20eb-44ba-b769-b2dba0472355,1761046249,1761046255,6,perl -e 'print "RESULT: " . (83.56214272789657115936 + 30.42413181159645318985)',0,,runnervmnfq8z,1_0,COMPLETED,SOBOL,113.9862745395000018788778106682,83.56214272789657115936279296875,30.424131811596453189849853515625
2,1761046259,1,83cb71a7-20eb-44ba-b769-b2dba0472355,1761046260,1761046266,6,perl -e 'print "RESULT: " . (98.99464375869442278599 + 6.63677447607659942719)',0,,runnervmnfq8z,2_0,COMPLETED,BOTORCH_MODULAR,105.631418234799994593231531325728,98.994643758694422785993083380163,6.636774476076599427187829860486
3,1761046270,2,83cb71a7-20eb-44ba-b769-b2dba0472355,1761046272,1761046278,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmnfq8z,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5


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

Current git-hash: 97d4bb080d52f82e21bec4706b03e9f462d19b3a (last fully tested stable version 1 commit ago [28988fc1991bf218c08774c90a161646685e05ce, 8699])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 10-21 11:30:35] 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: 167f464c-70dd-4788-bbd4-29e19763b8c0
  _____________________________________
| OmniOpt2 - When it clicks, it sticks! |
  =====================================
                                          \
                                           \
                                            \
                                             .--.
                                            |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=16 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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-21 11:30:36 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, Started OmniOpt2 run...
2025-10-21 11:30:36 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, getting new HP set (no sbatch)
2025-10-21 11:30:36 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-10-21 11:30:36 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, eval #1/1 start                    
2025-10-21 11:30:36 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, starting new job                   
2025-10-21 11:30:36 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, started new job                    
2025-10-21 11:30:45 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, new result: 130.490841120481       
2025-10-21 11:30:47 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, finishing jobs, finished 1 job
2025-10-21 11:30:47 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, getting new HP set (no sbatch)
2025-10-21 11:30:47 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, requested 1 jobs, got 1, 0.04 s/job
2025-10-21 11:30:47 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, eval #1/1 start                    
2025-10-21 11:30:47 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, starting new job                   
2025-10-21 11:30:47 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, started new job                    
2025-10-21 11:30:56 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 130.490841120481, new result: 113.986274539493       
2025-10-21 11:30:58 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, finishing jobs, finished 1 job     
2025-10-21 11:30:58 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, getting new HP set (no sbatch)     
2025-10-21 11:30:58 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, requested 1 jobs, got 1, 0.59 s/job
2025-10-21 11:30:59 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, eval #1/1 start                    
2025-10-21 11:30:59 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, starting new job                   
2025-10-21 11:30:59 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, started new job                    
2025-10-21 11:31:08 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 113.986274539493, new result: 105.631418234771       
2025-10-21 11:31:09 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, finishing jobs, finished 1 job     
2025-10-21 11:31:10 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, getting new HP set (no sbatch)     
2025-10-21 11:31:10 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, requested 1 jobs, got 1, 0.49 s/job
2025-10-21 11:31:10 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, eval #1/1 start                    
2025-10-21 11:31:10 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, starting new job                   
2025-10-21 11:31:10 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, started new job                    
2025-10-21 11:31:19 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 105.631418234771, new result: 10.0                   
2025-10-21 11:31:21 (83cb71a7-20eb-44ba-b769-b2dba0472355): SOBOL, best RESULT: 10, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.093 │    1 │        0.093 │
│       2 │   0.060 │    1 │        0.060 │
│       3 │   0.060 │    1 │        0.060 │
│       4 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.060 │      │              │
│   Total │   0.274 │      │              │
│     Max │   0.093 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   0.036 │    1 │        0.036 │
│         3 │   0.593 │    1 │        0.593 │
│         4 │   0.489 │    1 │        0.489 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.282 │      │              │
│    Median │   0.263 │      │              │
│     Total │   1.129 │      │              │
│       Max │   0.593 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

timestamp,ram_usage_mb,cpu_usage_percent
1761046236,752.80859375,23.6

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- run_time = 6
- a = 5
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	10	130.4908	90.0271	47.0616	4
a	5	98.9946	55.028	37.9312	4
b	5	97.9358	34.9992	37.7039	4

submitit INFO (2025-10-21 11:30:37,117) - Starting with JobEnvironment(job_id=147496, hostname=runnervmnfq8z, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-21 11:30:37,117) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/147496/147496_submitted.pkl
Trial-Index: 0

Parameters: {"a": 32.555072754621506, "b": 97.93576836585999}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (32.5550727546215057373 + 97.93576836585998535156)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1761046227.569269
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1761046230.6322613
Last modification: 1761046227.569269
Hostname: runnervmnfq8z
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (32.5550727546215057373 + 97.93576836585998535156)'
stdout:
 RESULT: 130.490841120481
stderr was empty
Result: {'RESULT': 130.490841120481}
Final-results: {'RESULT': 130.490841120481}
EXIT_CODE: 0
submitit INFO (2025-10-21 11:30:44,654) - Job completed successfully
submitit INFO (2025-10-21 11:30:44,654) - Exiting after successful completion