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
6.350597605518642	95.21284542077	101.5634430263

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

2025-11-12 21:53:43 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.5634430263, finishing jobs, finished 1 job

Git-Version

Commit: 3ec5638cb1f0bc5d7c3e2c4fbff92d92c23a3902 (9077-3-g3ec5638cb)

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
0,1762984377,2,f8301efa-3ddc-4c4f-a90c-5f5c62e1193c,1762984379,1762984385,6,perl -e 'print "RESULT: " . (28.30506801605224609375 + 81.51702731847763061523)',0,,runnervmfg25i,0_0,COMPLETED,SOBOL,109.822095334500005492373020388186,28.30506801605224609375,81.517027318477630615234375
1,1762984389,1,f8301efa-3ddc-4c4f-a90c-5f5c62e1193c,1762984390,1762984396,6,perl -e 'print "RESULT: " . (84.42649191245436668396 + 42.62172914110124111176)',0,,runnervmfg25i,1_0,COMPLETED,SOBOL,127.048221053600002505845623090863,84.4264919124543666839599609375,42.62172914110124111175537109375
2,1762984400,2,f8301efa-3ddc-4c4f-a90c-5f5c62e1193c,1762984402,1762984408,6,perl -e 'print "RESULT: " . (6.35059760551864194156 + 95.21284542076999457549)',0,,runnervmfg25i,2_0,COMPLETED,BOTORCH_MODULAR,101.563443026300006977180601097643,6.350597605518641941557689278852,95.212845420769994575493910815567
3,1762984412,2,f8301efa-3ddc-4c4f-a90c-5f5c62e1193c,1762984414,1762984420,6,perl -e 'print "RESULT: " . (5 + 100)',0,,runnervmfg25i,3_0,COMPLETED,BOTORCH_MODULAR,105,5,100


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

Current git-hash: 3ec5638cb1f0bc5d7c3e2c4fbff92d92c23a3902 (last fully tested stable version 3 commits ago [c469e04d3b6be6a64610427ed0a7f1562b9a4eae, 9077])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 21:52:51] 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: 67e8c903-2955-4366-be21-cd0ed888cc53
  ___________________________________
| OmniOpt2 - When in doubt, optimize! |
  ===================================
                                           \
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                                               /- _  `-/  '
                                              (/\/ \ \   /\
                                              / /   | `    \
                                              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=95 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         ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 6.350597605518642 │ 95.21284542077 │ 101.5634430263 │
└───────────────────┴────────────────┴────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-12 21:52:57 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, Started OmniOpt2 run...
2025-11-12 21:52:57 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, getting new HP set (no sbatch)
2025-11-12 21:52:57 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-12 21:52:57 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, eval #1/1 start                    
2025-11-12 21:52:57 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, starting new job                   
2025-11-12 21:52:57 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, started new job                    
2025-11-12 21:53:06 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, new result: RESULT: 109.822095     
2025-11-12 21:53:08 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, finishing jobs, finished 1 job
2025-11-12 21:53:09 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, getting new HP set (no sbatch)
2025-11-12 21:53:09 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, requested 1 jobs, got 1, 0.04 s/job
2025-11-12 21:53:09 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, eval #1/1 start                    
2025-11-12 21:53:09 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, starting new job                   
2025-11-12 21:53:09 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, started new job                    
2025-11-12 21:53:18 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.82209533453, new result: RESULT: 127.048221     
2025-11-12 21:53:20 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): SOBOL, best RESULT: 109.8220953345, finishing jobs, finished 1 job      
2025-11-12 21:53:20 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 109.8220953345, getting new HP set (no sbatch)
2025-11-12 21:53:20 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 109.8220953345, requested 1 jobs, got 1, 0.60 s/job
2025-11-12 21:53:20 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 109.8220953345, eval #1/1 start                    
2025-11-12 21:53:20 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 109.8220953345, starting new job                   
2025-11-12 21:53:20 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 109.8220953345, started new job                    
2025-11-12 21:53:29 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 109.8220953345, new result: RESULT: 101.563443     
2025-11-12 21:53:31 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, finishing jobs, finished 1 job   
2025-11-12 21:53:32 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, getting new HP set (no sbatch)   
2025-11-12 21:53:32 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, requested 1 jobs, got 1, 0.48 s/job
2025-11-12 21:53:32 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, eval #1/1 start                    
2025-11-12 21:53:32 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, starting new job                   
2025-11-12 21:53:32 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, started new job                    
2025-11-12 21:53:41 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.563443026289, new result: RESULT: 105.000000     
2025-11-12 21:53:43 (f8301efa-3ddc-4c4f-a90c-5f5c62e1193c): BOTORCH_MODULAR, best RESULT: 101.5634430263, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.067 │    1 │        0.067 │
│       3 │   0.067 │    1 │        0.067 │
│       4 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.077 │      │              │
│  Median │   0.067 │      │              │
│   Total │   0.307 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.037 │    1 │        0.037 │
│         3 │   0.600 │    1 │        0.600 │
│         4 │   0.481 │    1 │        0.481 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.282 │      │              │
│    Median │   0.259 │      │              │
│     Total │   1.126 │      │              │
│       Max │   0.600 │      │              │
│       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
1762984371,749.73046875,28.6

`RESULT` (goal: minimize)

Best value: 101.5634430263
Achieved at:
- run_time = 6
- a = 6.3505976055186
- b = 95.21284542077

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	101.5634	127.0482	110.8584	9.7967	4
a	5	84.4265	31.0205	32.1918	4
b	42.6217	100	79.8379	22.532	4

submitit INFO (2025-11-12 21:52:57,508) - Starting with JobEnvironment(job_id=160244, hostname=runnervmfg25i, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 21:52:57,508) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160244/160244_submitted.pkl
Trial-Index: 0

Parameters: {"a": 28.305068016052246, "b": 81.51702731847763}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (28.30506801605224609375 + 81.51702731847763061523)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762984363.1056898
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762984366.6217308
Last modification: 1762984363.1056898
Hostname: runnervmfg25i
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (28.30506801605224609375 + 81.51702731847763061523)'
stdout:
 RESULT: 109.82209533453
stderr was empty
Result: {'RESULT': 109.82209533453}
Final-results: {'RESULT': 109.82209533453}
EXIT_CODE: 0
submitit INFO (2025-11-12 21:53:05,049) - Job completed successfully
submitit INFO (2025-11-12 21:53:05,049) - Exiting after successful completion