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
10.766891288824493	100.0	110.766891288824

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

2025-11-04 13:12:06 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 110.766891288824, finishing jobs, finished 1 job

Git-Version

Commit: d0b10ca27ad8d8b9afc9b2b1789728d0116370f8 (9051-3-gd0b10ca27)

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
0,1762261881,2,8e3623f2-abb0-425e-be93-e636444be3f4,1762261883,1762261889,6,perl -e 'print "RESULT: " . (45.34077167510986328125 + 95.78844606876373291016)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,141.129217743899999959467095322907,45.34077167510986328125,95.78844606876373291015625
1,1762261892,2,8e3623f2-abb0-425e-be93-e636444be3f4,1762261894,1762261900,6,perl -e 'print "RESULT: " . (93.14110110048204660416 + 49.86856719944626092911)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,143.009668299899999510671477764845,93.141101100482046604156494140625,49.868567199446260929107666015625
2,1762261903,2,8e3623f2-abb0-425e-be93-e636444be3f4,1762261905,1762261911,6,perl -e 'print "RESULT: " . (19.96044119910880354496 + 100)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,119.960441199100003473176911938936,19.960441199108803544959300779738,100
3,1762261915,2,8e3623f2-abb0-425e-be93-e636444be3f4,1762261917,1762261923,6,perl -e 'print "RESULT: " . (10.7668912888244925341 + 100)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,110.766891288823998706902784761041,10.766891288824492534104138030671,100


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

Current git-hash: d0b10ca27ad8d8b9afc9b2b1789728d0116370f8 (last fully tested stable version 3 commits ago [76ba8978a9c5650bee9986b6a83b16f50a628239, 9051])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 13:11:18] 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: 11571e22-98d0-4efc-bfe2-bcfe1d142b95
  _____              _  _____             ______  
 / ___ \            (_)/ ___ \       _   (_____ \ 
| |   | |____  ____  _| |   | |____ | |_   ____) )
| |   | |    \|  _ \| | |   | |  _ \|  _) /_____/ 
| |___| | | | | | | | | |___| | | | | |__ _______ 
 \_____/|_|_|_|_| |_|_|\_____/| ||_/ \___|_______)
                              |_|                 

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=44 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 10.766891288824493 │ 100.0 │ 110.766891288824 │
└────────────────────┴───────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 13:11:21 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, Started OmniOpt2 run...
2025-11-04 13:11:21 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, getting new HP set (no sbatch)
2025-11-04 13:11:21 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 13:11:21 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, eval #1/1 start                    
2025-11-04 13:11:21 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, starting new job                   
2025-11-04 13:11:21 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, started new job                    
2025-11-04 13:11:30 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, new result: RESULT: 141.129218     
2025-11-04 13:11:32 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, finishing jobs, finished 1 job
2025-11-04 13:11:32 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, getting new HP set (no sbatch)
2025-11-04 13:11:32 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, requested 1 jobs, got 1, 0.03 s/job
2025-11-04 13:11:32 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, eval #1/1 start                    
2025-11-04 13:11:32 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, starting new job                   
2025-11-04 13:11:32 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, started new job                    
2025-11-04 13:11:41 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.129217743874, new result: RESULT: 143.009668     
2025-11-04 13:11:43 (8e3623f2-abb0-425e-be93-e636444be3f4): SOBOL, best RESULT: 141.1292177439, finishing jobs, finished 1 job       
2025-11-04 13:11:43 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 141.1292177439, getting new HP set (no sbatch)
2025-11-04 13:11:43 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 141.1292177439, requested 1 jobs, got 1, 0.66 s/job
2025-11-04 13:11:43 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 141.1292177439, eval #1/1 start                    
2025-11-04 13:11:43 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 141.1292177439, starting new job                   
2025-11-04 13:11:44 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 141.1292177439, started new job                    
2025-11-04 13:11:53 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 141.1292177439, new result: RESULT: 119.960441     
2025-11-04 13:11:55 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, finishing jobs, finished 1 job   
2025-11-04 13:11:55 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, getting new HP set (no sbatch)   
2025-11-04 13:11:55 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, requested 1 jobs, got 1, 0.85 s/job
2025-11-04 13:11:55 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, eval #1/1 start                    
2025-11-04 13:11:55 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, starting new job                   
2025-11-04 13:11:55 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, started new job                    
2025-11-04 13:12:05 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 119.960441199109, new result: RESULT: 110.766891     
2025-11-04 13:12:06 (8e3623f2-abb0-425e-be93-e636444be3f4): BOTORCH_MODULAR, best RESULT: 110.766891288824, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.093 │    1 │        0.093 │
│       2 │   0.061 │    1 │        0.061 │
│       3 │   0.061 │    1 │        0.061 │
│       4 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.069 │      │              │
│  Median │   0.061 │      │              │
│   Total │   0.276 │      │              │
│     Max │   0.093 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.657 │    1 │        0.657 │
│         4 │   0.849 │    1 │        0.849 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.387 │      │              │
│    Median │   0.346 │      │              │
│     Total │   1.548 │      │              │
│       Max │   0.849 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762261878,749.7578125,28.9

`RESULT` (goal: minimize)

Best value: 110.76689128882
Achieved at:
- run_time = 6
- a = 10.766891288824
- b = 100

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	110.7669	143.0097	128.7166	13.7589	4
a	10.7669	93.1411	42.3023	31.9666	4
b	49.8686	100	86.4143	21.1696	4

submitit INFO (2025-11-04 13:11:21,816) - Starting with JobEnvironment(job_id=160106, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 13:11:21,816) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160106/160106_submitted.pkl
Trial-Index: 0

Parameters: {"a": 45.34077167510986, "b": 95.78844606876373}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (45.34077167510986328125 + 95.78844606876373291016)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762261870.9502127
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762261873.6672122
Last modification: 1762261870.9502127
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (45.34077167510986328125 + 95.78844606876373291016)'
stdout:
 RESULT: 141.129217743874
stderr was empty
Result: {'RESULT': 141.129217743874}
Final-results: {'RESULT': 141.129217743874}
EXIT_CODE: 0
submitit INFO (2025-11-04 13:11:29,350) - Job completed successfully
submitit INFO (2025-11-04 13:11:29,350) - Exiting after successful completion