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
29.91762005125806	70.84704324731136	100.7646632986

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 12:45:27 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.7646632986, 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
0,1762260282,2,f9f5910e-aecb-4162-a60e-6ff5db04e63b,1762260284,1762260290,6,perl -e 'print "RESULT: " . (81.2112668156623840332 + 40.00839129090309143066)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,121.21965810659999362997041316703,81.211266815662384033203125,40.0083912909030914306640625
1,1762260293,2,f9f5910e-aecb-4162-a60e-6ff5db04e63b,1762260295,1762260301,6,perl -e 'print "RESULT: " . (45.84794786758720874786 + 61.26132662873715162277)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,107.109274496300002965654130093753,45.84794786758720874786376953125,61.261326628737151622772216796875
2,1762260305,1,f9f5910e-aecb-4162-a60e-6ff5db04e63b,1762260306,1762260312,6,perl -e 'print "RESULT: " . (29.91762005125805856665 + 70.84704324731136182436)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,100.764663298599998597637750208378,29.917620051258058566645559039898,70.847043247311361824358755256981
3,1762260316,2,f9f5910e-aecb-4162-a60e-6ff5db04e63b,1762260318,1762260324,6,perl -e 'print "RESULT: " . (15.28717187828395474014 + 94.52136564834252396849)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,109.808537526625997315932181663811,15.287171878283954740140870853793,94.521365648342523968494788277894


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

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 12:44:38] 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: 7c46f0b2-cdc0-4016-b508-aca3dcd78c48
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning so deep, even Lovecraft would b |
| e scared!                                         |
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  =================================================
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                                                      /|  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=39 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         ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 29.91762005125806 │ 70.84704324731136 │ 100.7646632986 │
└───────────────────┴───────────────────┴────────────────┘
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 12:44:42 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, Started OmniOpt2 run...
2025-11-04 12:44:42 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, getting new HP set (no sbatch)
2025-11-04 12:44:42 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 12:44:42 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, eval #1/1 start                    
2025-11-04 12:44:42 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, starting new job                   
2025-11-04 12:44:42 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, started new job                    
2025-11-04 12:44:51 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, new result: RESULT: 121.219658     
2025-11-04 12:44:53 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, finishing jobs, finished 1 job
2025-11-04 12:44:53 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, getting new HP set (no sbatch)
2025-11-04 12:44:53 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, requested 1 jobs, got 1, 0.06 s/job
2025-11-04 12:44:53 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, eval #1/1 start                    
2025-11-04 12:44:53 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, starting new job                   
2025-11-04 12:44:53 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, started new job                    
2025-11-04 12:45:02 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 121.219658106565, new result: RESULT: 107.109274     
2025-11-04 12:45:04 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): SOBOL, best RESULT: 107.109274496324, finishing jobs, finished 1 job     
2025-11-04 12:45:05 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 107.109274496324, getting new HP set (no sbatch)
2025-11-04 12:45:05 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 107.109274496324, requested 1 jobs, got 1, 0.74 s/job
2025-11-04 12:45:05 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 107.109274496324, eval #1/1 start                    
2025-11-04 12:45:05 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 107.109274496324, starting new job                   
2025-11-04 12:45:05 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 107.109274496324, started new job                    
2025-11-04 12:45:14 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 107.109274496324, new result: RESULT: 100.764663     
2025-11-04 12:45:15 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, finishing jobs, finished 1 job     
2025-11-04 12:45:16 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, getting new HP set (no sbatch)     
2025-11-04 12:45:16 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, requested 1 jobs, got 1, 0.83 s/job
2025-11-04 12:45:16 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, eval #1/1 start                    
2025-11-04 12:45:16 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, starting new job                   
2025-11-04 12:45:16 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, started new job                    
2025-11-04 12:45:25 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.764663298569, new result: RESULT: 109.808538     
2025-11-04 12:45:27 (f9f5910e-aecb-4162-a60e-6ff5db04e63b): BOTORCH_MODULAR, best RESULT: 100.7646632986, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.078 │    1 │        0.078 │
│       3 │   0.077 │    1 │        0.077 │
│       4 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.113 │      │              │
│  Median │   0.078 │      │              │
│   Total │   0.453 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.077 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.057 │    1 │        0.057 │
│         3 │   0.738 │    1 │        0.738 │
│         4 │   0.825 │    1 │        0.825 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.408 │      │              │
│    Median │   0.397 │      │              │
│     Total │   1.633 │      │              │
│       Max │   0.825 │      │              │
│       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
1762260279,775.59375,27.3

`RESULT` (goal: minimize)

Best value: 100.7646632986
Achieved at:
- run_time = 6
- a = 29.917620051258
- b = 70.847043247311

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	100.7647	121.2197	109.7255	7.4038	4
a	15.2872	81.2113	43.066	24.5323	4
b	40.0084	94.5214	66.6595	19.5783	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 (2025-11-04 12:44:42,972) - Starting with JobEnvironment(job_id=157337, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 12:44:42,972) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157337/157337_submitted.pkl
Trial-Index: 0

Parameters: {"a": 81.21126681566238, "b": 40.00839129090309}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (81.2112668156623840332 + 40.00839129090309143066)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762260267.8823788
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762260270.7484362
Last modification: 1762260267.8823788
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (81.2112668156623840332 + 40.00839129090309143066)'
stdout:
 RESULT: 121.219658106565
stderr was empty
Result: {'RESULT': 121.219658106565}
Final-results: {'RESULT': 121.219658106565}
EXIT_CODE: 0
submitit INFO (2025-11-04 12:44:50,516) - Job completed successfully
submitit INFO (2025-11-04 12:44:50,516) - Exiting after successful completion