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	33.5463346702529	38.5463346702529

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 19:00:29 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 38.5463346702529, finishing jobs, finished 1 job

Git-Version

Commit: 1eacf3041c19e479bd2ff269d046c55201c14bb5 (9069-1-g1eacf3041)

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
0,1762282783,2,f6337f04-ad20-4b03-9136-fa6ca34569c1,1762282785,1762282791,6,perl -e 'print "RESULT: " . (89.42822217941284179688 + 46.16758719086647033691)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,135.595809370300003138254396617413,89.428222179412841796875,46.1675871908664703369140625
1,1762282794,2,f6337f04-ad20-4b03-9136-fa6ca34569c1,1762282796,1762282802,6,perl -e 'print "RESULT: " . (15.95108308363705873489 + 79.99843887519091367722)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,95.949521958800005450029857456684,15.951083083637058734893798828125,79.998438875190913677215576171875
2,1762282806,1,f6337f04-ad20-4b03-9136-fa6ca34569c1,1762282807,1762282813,6,perl -e 'print "RESULT: " . (5 + 53.14617135129837777185)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,58.146171351299997809292108286172,5,53.146171351298377771854575257748
3,1762282817,2,f6337f04-ad20-4b03-9136-fa6ca34569c1,1762282819,1762282825,6,perl -e 'print "RESULT: " . (5 + 33.54633467025289661478)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,38.546334670252896614783821860328,5,33.546334670252896614783821860328


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

Current git-hash: 1eacf3041c19e479bd2ff269d046c55201c14bb5 (last fully tested stable version 1 commit ago [7a7a36b0d71c0f21242cd3e193c84e6375482517, 9069])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:59:39] 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: 48e708c2-2370-4ad9-a2e2-27686320e954
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing like it's the Matrix, but I |
|  am the One.                                      |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O 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=76 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 │ 33.5463346702529 │ 38.5463346702529 │
└─────┴──────────────────┴──────────────────┘
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 18:59:43 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, Started OmniOpt2 run...
2025-11-04 18:59:43 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:59:43 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:59:43 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, eval #1/1 start                    
2025-11-04 18:59:43 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, starting new job                   
2025-11-04 18:59:43 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, started new job                    
2025-11-04 18:59:52 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, new result: RESULT: 135.595809     
2025-11-04 18:59:54 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, finishing jobs, finished 1 job
2025-11-04 18:59:54 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, getting new HP set (no sbatch)
2025-11-04 18:59:54 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, requested 1 jobs, got 1, 0.03 s/job
2025-11-04 18:59:54 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, eval #1/1 start                    
2025-11-04 18:59:54 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, starting new job                   
2025-11-04 18:59:54 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, started new job                    
2025-11-04 19:00:03 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 135.595809370279, new result: RESULT: 95.949522      
2025-11-04 19:00:05 (f6337f04-ad20-4b03-9136-fa6ca34569c1): SOBOL, best RESULT: 95.949521958828, finishing jobs, finished 1 job      
2025-11-04 19:00:06 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 95.949521958828, getting new HP set (no sbatch)
2025-11-04 19:00:06 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 95.949521958828, requested 1 jobs, got 1, 0.52 s/job
2025-11-04 19:00:06 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 95.949521958828, eval #1/1 start                    
2025-11-04 19:00:06 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 95.949521958828, starting new job                   
2025-11-04 19:00:06 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 95.949521958828, started new job                    
2025-11-04 19:00:15 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 95.949521958828, new result: RESULT: 58.146171      
2025-11-04 19:00:17 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, finishing jobs, finished 1 job    
2025-11-04 19:00:17 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, getting new HP set (no sbatch)    
2025-11-04 19:00:17 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, requested 1 jobs, got 1, 0.53 s/job
2025-11-04 19:00:17 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, eval #1/1 start                    
2025-11-04 19:00:17 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, starting new job                   
2025-11-04 19:00:18 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, started new job                    
2025-11-04 19:00:27 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 58.1461713512984, new result: RESULT: 38.546335      
2025-11-04 19:00:29 (f6337f04-ad20-4b03-9136-fa6ca34569c1): BOTORCH_MODULAR, best RESULT: 38.5463346702529, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.094 │    1 │        0.094 │
│       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 │   0.278 │      │              │
│     Max │   0.094 │      │              │
│     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 │   0.523 │    1 │        0.523 │
│         4 │   0.532 │    1 │        0.532 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.274 │      │              │
│    Median │   0.279 │      │              │
│     Total │   1.097 │      │              │
│       Max │   0.532 │      │              │
│       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
1762282779,749.75390625,29

`RESULT` (goal: minimize)

Best value: 38.546334670253
Achieved at:
- run_time = 6
- a = 5
- b = 33.546334670253

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	38.5463	135.5958	82.0595	37.1629	4
a	5	89.4282	28.8448	35.2624	4
b	33.5463	79.9984	53.2146	16.9844	4

submitit INFO (2025-11-04 18:59:43,629) - Starting with JobEnvironment(job_id=160666, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:59:43,629) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160666/160666_submitted.pkl
Trial-Index: 0

Parameters: {"a": 89.42822217941284, "b": 46.16758719086647}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (89.42822217941284179688 + 46.16758719086647033691)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762282772.0989485
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762282775.047934
Last modification: 1762282772.0989485
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (89.42822217941284179688 + 46.16758719086647033691)'
stdout:
 RESULT: 135.595809370279
stderr was empty
Result: {'RESULT': 135.595809370279}
Final-results: {'RESULT': 135.595809370279}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:59:51,141) - Job completed successfully
submitit INFO (2025-11-04 18:59:51,141) - Exiting after successful completion