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
65.25362803572266	21.92424832428141	87.17787636

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 20:59:16 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.17787636, finishing jobs, finished 1 job

Git-Version

Commit: c469e04d3b6be6a64610427ed0a7f1562b9a4eae (9076-1-gc469e04d3)

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
0,1762981108,2,8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc,1762981110,1762981116,6,perl -e 'print "RESULT: " . (30.51491215825080871582 + 64.87105250358581542969)',0,,runnervmw9dnm,0_0,COMPLETED,SOBOL,95.38596466180000277290673693642,30.5149121582508087158203125,64.8710525035858154296875
1,1762981120,1,8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc,1762981121,1762981127,6,perl -e 'print "RESULT: " . (54.05147085897624492645 + 35.77260529622435569763)',0,,runnervmw9dnm,1_0,COMPLETED,SOBOL,89.824076155200003768186434172094,54.05147085897624492645263671875,35.7726052962243556976318359375
2,1762981132,2,8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc,1762981134,1762981140,6,perl -e 'print "RESULT: " . (65.25362803572265590901 + 21.92424832428141101559)',0,,runnervmw9dnm,2_0,COMPLETED,BOTORCH_MODULAR,87.17787635999999906744051259011,65.253628035722655909012246411294,21.924248324281411015590492752381
3,1762981144,2,8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc,1762981146,1762981152,6,perl -e 'print "RESULT: " . (90.00587904713368914145 + 10.54314662830473814381)',0,,runnervmw9dnm,3_0,COMPLETED,BOTORCH_MODULAR,100.54902567543800273597298655659,90.005879047133689141446666326374,10.543146628304738143810936890077


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

Current git-hash: c469e04d3b6be6a64610427ed0a7f1562b9a4eae (last fully tested stable version 1 commit ago [c636b5afbc836cc39018cd3cb21ab295e3b7be3c, 9076])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 20:58:23] 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: 372e6eed-5198-4f88-a442-a2ee950ca056
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

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=91 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      ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 65.25362803572266 │ 21.92424832428141 │ 87.17787636 │
└───────────────────┴───────────────────┴─────────────┘
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 20:58:28 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, Started OmniOpt2 run...
2025-11-12 20:58:28 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, getting new HP set (no sbatch)
2025-11-12 20:58:28 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-12 20:58:28 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, eval #1/1 start                    
2025-11-12 20:58:28 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, starting new job                   
2025-11-12 20:58:28 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, started new job                    
2025-11-12 20:58:37 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, new result: RESULT: 95.385965      
2025-11-12 20:58:39 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, finishing jobs, finished 1 job
2025-11-12 20:58:39 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, getting new HP set (no sbatch)
2025-11-12 20:58:39 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, requested 1 jobs, got 1, 0.06 s/job
2025-11-12 20:58:40 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, eval #1/1 start                    
2025-11-12 20:58:40 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, starting new job                   
2025-11-12 20:58:40 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, started new job                    
2025-11-12 20:58:49 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 95.3859646618366, new result: RESULT: 89.824076      
2025-11-12 20:58:51 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): SOBOL, best RESULT: 89.8240761552006, finishing jobs, finished 1 job     
2025-11-12 20:58:52 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 89.8240761552006, getting new HP set (no sbatch)
2025-11-12 20:58:52 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 89.8240761552006, requested 1 jobs, got 1, 0.72 s/job
2025-11-12 20:58:52 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 89.8240761552006, eval #1/1 start                    
2025-11-12 20:58:52 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 89.8240761552006, starting new job                   
2025-11-12 20:58:52 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 89.8240761552006, started new job                    
2025-11-12 20:59:01 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 89.8240761552006, new result: RESULT: 87.177876      
2025-11-12 20:59:03 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, finishing jobs, finished 1 job     
2025-11-12 20:59:04 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, getting new HP set (no sbatch)     
2025-11-12 20:59:04 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, requested 1 jobs, got 1, 0.79 s/job
2025-11-12 20:59:04 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, eval #1/1 start                    
2025-11-12 20:59:04 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, starting new job                   
2025-11-12 20:59:04 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, started new job                    
2025-11-12 20:59:13 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.1778763600041, new result: RESULT: 100.549026     
2025-11-12 20:59:16 (8bb2fb45-45f3-4fb7-8e77-2c53129e2dcc): BOTORCH_MODULAR, best RESULT: 87.17787636, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.228 │    1 │        0.228 │
│       2 │   0.083 │    1 │        0.083 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.081 │    1 │        0.081 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.118 │      │              │
│  Median │   0.082 │      │              │
│   Total │   0.473 │      │              │
│     Max │   0.228 │      │              │
│     Min │   0.081 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.058 │    1 │        0.058 │
│         3 │   0.723 │    1 │        0.723 │
│         4 │   0.791 │    1 │        0.791 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.396 │      │              │
│    Median │   0.390 │      │              │
│     Total │   1.585 │      │              │
│       Max │   0.791 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762981104,775.95703125,27.2

`RESULT` (goal: minimize)

Best value: 87.17787636
Achieved at:
- run_time = 6
- a = 65.253628035723
- b = 21.924248324281

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	87.1779	100.549	93.2342	5.1586	4
a	30.5149	90.0059	59.9565	21.405	4
b	10.5431	64.8711	33.2778	20.3109	4

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-12 20:58:28,973) - Starting with JobEnvironment(job_id=157473, hostname=runnervmw9dnm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 20:58:28,973) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157473/157473_submitted.pkl
Trial-Index: 0

Parameters: {"a": 30.51491215825081, "b": 64.87105250358582}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (30.51491215825080871582 + 64.87105250358581542969)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762981092.1568074
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762981095.7458289
Last modification: 1762981092.1568074
Hostname: runnervmw9dnm
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DEBUG INFOS END

perl -e 'print "RESULT: " . (30.51491215825080871582 + 64.87105250358581542969)'
stdout:
 RESULT: 95.3859646618366
stderr was empty
Result: {'RESULT': 95.3859646618366}
Final-results: {'RESULT': 95.3859646618366}
EXIT_CODE: 0
submitit INFO (2025-11-12 20:58:36,544) - Job completed successfully
submitit INFO (2025-11-12 20:58:36,545) - Exiting after successful completion