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	74.02396355973619	79.0239635597362

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

2025-12-28 11:55:47 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 79.0239635597362, finishing jobs, finished 1 job

Git-Version

Commit: 484a394c42320d418cbef555884a92b8c8b30895 (9169-2-g484a394c4)

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
0,1766922904,2,bed5e4d4-ca00-449b-9542-fe3facb2f26d,1766922906,1766922912,6,perl -e 'print "RESULT: " . (94.49114114046096801758 + 52.48382523655891418457)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,146.974966376999987005547154694796,94.491141140460968017578125,52.4838252365589141845703125
1,1766922914,2,bed5e4d4-ca00-449b-9542-fe3facb2f26d,1766922916,1766922922,6,perl -e 'print "RESULT: " . (46.84407471213489770889 + 57.34360225964337587357)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,104.187676971800001979318039957434,46.844074712134897708892822265625,57.343602259643375873565673828125
2,1766922925,2,bed5e4d4-ca00-449b-9542-fe3facb2f26d,1766922927,1766922933,6,perl -e 'print "RESULT: " . (26.97029426758073711312 + 59.37026843827955246979)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,86.340562705899998263703309930861,26.97029426758073711312135856133,59.370268438279552469793998170644
3,1766922936,2,bed5e4d4-ca00-449b-9542-fe3facb2f26d,1766922938,1766922944,6,perl -e 'print "RESULT: " . (5 + 74.02396355973618824464)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,79.023963559736202455496822949499,5,74.023963559736188244642107747495


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

Current git-hash: 484a394c42320d418cbef555884a92b8c8b30895 (last fully tested stable version 2 commits ago [7df9cc742d72dd218d8e828d99d3902f6eff6df0, 9169])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 11:55:00] 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: 8b0dc24d-16f8-45a0-87a2-c1616a91268c
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

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=197 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 │ 74.02396355973619 │ 79.0239635597362 │
└─────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 11:55:04 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, Started OmniOpt2 run...
2025-12-28 11:55:04 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, getting new HP set (no sbatch)
2025-12-28 11:55:04 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 11:55:04 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, eval #1/1 start                    
2025-12-28 11:55:04 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, starting new job                   
2025-12-28 11:55:04 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, started new job                    
2025-12-28 11:55:13 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, new result: RESULT: 146.974966     
2025-12-28 11:55:14 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, finishing jobs, finished 1 job
2025-12-28 11:55:14 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, getting new HP set (no sbatch)
2025-12-28 11:55:14 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, requested 1 jobs, got 1, 0.07 s/job
2025-12-28 11:55:14 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, eval #1/1 start                    
2025-12-28 11:55:14 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, starting new job                   
2025-12-28 11:55:14 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, started new job                    
2025-12-28 11:55:23 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 146.97496637702, new result: RESULT: 104.187677     
2025-12-28 11:55:25 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): SOBOL, best RESULT: 104.187676971778, finishing jobs, finished 1 job    
2025-12-28 11:55:25 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 104.187676971778, getting new HP set (no sbatch)
2025-12-28 11:55:25 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 104.187676971778, requested 1 jobs, got 1, 0.47 s/job
2025-12-28 11:55:25 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 104.187676971778, eval #1/1 start                    
2025-12-28 11:55:25 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 104.187676971778, starting new job                   
2025-12-28 11:55:25 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 104.187676971778, started new job                    
2025-12-28 11:55:34 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 104.187676971778, new result: RESULT: 86.340563      
2025-12-28 11:55:36 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, finishing jobs, finished 1 job     
2025-12-28 11:55:36 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, getting new HP set (no sbatch)     
2025-12-28 11:55:36 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, requested 1 jobs, got 1, 0.42 s/job
2025-12-28 11:55:36 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, eval #1/1 start                    
2025-12-28 11:55:36 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, starting new job                   
2025-12-28 11:55:36 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, started new job                    
2025-12-28 11:55:45 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 86.3405627058603, new result: RESULT: 79.023964      
2025-12-28 11:55:47 (bed5e4d4-ca00-449b-9542-fe3facb2f26d): BOTORCH_MODULAR, best RESULT: 79.0239635597362, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.230 │    1 │        0.230 │
│       2 │   0.084 │    1 │        0.084 │
│       3 │   0.083 │    1 │        0.083 │
│       4 │   0.082 │    1 │        0.082 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.120 │      │              │
│  Median │   0.084 │      │              │
│   Total │   0.479 │      │              │
│     Max │   0.230 │      │              │
│     Min │   0.082 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.032 │    1 │        0.032 │
│         2 │   0.069 │    1 │        0.069 │
│         3 │   0.470 │    1 │        0.470 │
│         4 │   0.421 │    1 │        0.421 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.248 │      │              │
│    Median │   0.245 │      │              │
│     Total │   0.992 │      │              │
│       Max │   0.470 │      │              │
│       Min │   0.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766922901,784.15625,27.1

`RESULT` (goal: minimize)

Best value: 79.023963559736
Achieved at:
- run_time = 6
- a = 5
- b = 74.023963559736

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	79.024	146.975	104.1318	26.3746	4
a	5	94.4911	43.3264	33.0403	4
b	52.4838	74.024	60.8054	8.0315	4

submitit INFO (2025-12-28 11:55:04,573) - Starting with JobEnvironment(job_id=123646, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 11:55:04,573) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/123646/123646_submitted.pkl
Trial-Index: 0

Parameters: {"a": 94.49114114046097, "b": 52.483825236558914}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (94.49114114046096801758 + 52.48382523655891418457)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1766922890.1990464
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1766922892.9950788
Last modification: 1766922890.1990464
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (94.49114114046096801758 + 52.48382523655891418457)'
stdout:
 RESULT: 146.97496637702
stderr was empty
Result: {'RESULT': 146.97496637702}
Final-results: {'RESULT': 146.97496637702}
EXIT_CODE: 0
submitit INFO (2025-12-28 11:55:12,113) - Job completed successfully
submitit INFO (2025-12-28 11:55:12,114) - Exiting after successful completion