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
30.256381338023473	72.37039241074888	102.6267737488

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 12:39:15 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.6267737488, finishing jobs, finished 1 job

Git-Version

Commit: 76ba8978a9c5650bee9986b6a83b16f50a628239 (9050-1-g76ba8978a)

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
0,1762259914,2,c781277b-f939-4770-ae7c-5fc6b8447435,1762259916,1762259922,6,perl -e 'print "RESULT: " . (87.5705960392951965332 + 21.34598292410373687744)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,108.916578963399999224748171400279,87.570596039295196533203125,21.34598292410373687744140625
1,1762259924,2,c781277b-f939-4770-ae7c-5fc6b8447435,1762259926,1762259932,6,perl -e 'print "RESULT: " . (47.4685349268838763237 + 57.04487840179353952408)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,104.513413328699996895920776296407,47.468534926883876323699951171875,57.044878401793539524078369140625
2,1762259935,1,c781277b-f939-4770-ae7c-5fc6b8447435,1762259936,1762259942,6,perl -e 'print "RESULT: " . (30.25638133802347340406 + 72.37039241074887740979)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,102.626773748800005137127300258726,30.256381338023473404064134228975,72.370392410748877409787382930517
3,1762259945,2,c781277b-f939-4770-ae7c-5fc6b8447435,1762259947,1762259953,6,perl -e 'print "RESULT: " . (7.41584077085744830526 + 100)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,107.415840770857002439697680529207,7.415840770857448305264369992074,100


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

Current git-hash: 76ba8978a9c5650bee9986b6a83b16f50a628239 (last fully tested stable version 1 commit ago [9812430dc710edc134b5a49e8c7bfda8c78d31fc, 9050])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 12:38:31] 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: d6bca1a2-0742-4030-bfd1-66bc02fa8a0e
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=38 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         ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 30.256381338023473 │ 72.37039241074888 │ 102.6267737488 │
└────────────────────┴───────────────────┴────────────────┘
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 12:38:34 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, Started OmniOpt2 run...
2025-11-04 12:38:34 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, getting new HP set (no sbatch)
2025-11-04 12:38:34 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 12:38:34 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, eval #1/1 start                    
2025-11-04 12:38:34 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, starting new job                   
2025-11-04 12:38:34 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, started new job                    
2025-11-04 12:38:42 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, new result: RESULT: 108.916579     
2025-11-04 12:38:44 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, finishing jobs, finished 1 job
2025-11-04 12:38:44 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, getting new HP set (no sbatch)
2025-11-04 12:38:44 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, requested 1 jobs, got 1, 0.03 s/job
2025-11-04 12:38:44 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, eval #1/1 start                    
2025-11-04 12:38:44 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, starting new job                   
2025-11-04 12:38:44 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, started new job                    
2025-11-04 12:38:52 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 108.916578963399, new result: RESULT: 104.513413     
2025-11-04 12:38:54 (c781277b-f939-4770-ae7c-5fc6b8447435): SOBOL, best RESULT: 104.513413328677, finishing jobs, finished 1 job     
2025-11-04 12:38:55 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 104.513413328677, getting new HP set (no sbatch)
2025-11-04 12:38:55 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 104.513413328677, requested 1 jobs, got 1, 0.77 s/job
2025-11-04 12:38:55 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 104.513413328677, eval #1/1 start                    
2025-11-04 12:38:55 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 104.513413328677, starting new job                   
2025-11-04 12:38:55 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 104.513413328677, started new job                    
2025-11-04 12:39:03 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 104.513413328677, new result: RESULT: 102.626774     
2025-11-04 12:39:05 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, finishing jobs, finished 1 job     
2025-11-04 12:39:05 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, getting new HP set (no sbatch)     
2025-11-04 12:39:05 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, requested 1 jobs, got 1, 0.59 s/job
2025-11-04 12:39:05 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, eval #1/1 start                    
2025-11-04 12:39:05 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, starting new job                   
2025-11-04 12:39:05 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, started new job                    
2025-11-04 12:39:13 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.626773748772, new result: RESULT: 107.415841     
2025-11-04 12:39:15 (c781277b-f939-4770-ae7c-5fc6b8447435): BOTORCH_MODULAR, best RESULT: 102.6267737488, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.085 │    1 │        0.085 │
│       2 │   0.059 │    1 │        0.059 │
│       3 │   0.061 │    1 │        0.061 │
│       4 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.067 │      │              │
│  Median │   0.061 │      │              │
│   Total │   0.266 │      │              │
│     Max │   0.085 │      │              │
│     Min │   0.059 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.009 │    1 │        0.009 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.769 │    1 │        0.769 │
│         4 │   0.590 │    1 │        0.590 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.351 │      │              │
│    Median │   0.312 │      │              │
│     Total │   1.403 │      │              │
│       Max │   0.769 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762259911,749.90625,28.7

`RESULT` (goal: minimize)

Best value: 102.6267737488
Achieved at:
- run_time = 6
- a = 30.256381338023
- b = 72.370392410749

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	102.6268	108.9166	105.8682	2.451	4
a	7.4158	87.5706	43.1778	29.3045	4
b	21.346	100	62.6903	28.4031	4

submitit INFO (2025-11-04 12:38:34,774) - Starting with JobEnvironment(job_id=159910, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 12:38:34,774) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/159910/159910_submitted.pkl
Trial-Index: 0

Parameters: {"a": 87.5705960392952, "b": 21.345982924103737}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (87.5705960392951965332 + 21.34598292410373687744)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762259904.5668244
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762259907.474981
Last modification: 1762259904.5668244
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (87.5705960392951965332 + 21.34598292410373687744)'
stdout:
 RESULT: 108.916578963399
stderr was empty
Result: {'RESULT': 108.916578963399}
Final-results: {'RESULT': 108.916578963399}
EXIT_CODE: 0
submitit INFO (2025-11-04 12:38:42,169) - Job completed successfully
submitit INFO (2025-11-04 12:38:42,170) - Exiting after successful completion