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
20.46702420219893	5.0	25.4670242021989

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

2025-11-03 12:10:10 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 25.4670242021989, finishing jobs, finished 1 job

Git-Version

Commit: ad3c4a024259e2dddd453b72bdb2d22633c3eada (9037-3-gad3c4a024)

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
0,1762171766,2,6423e910-3c72-4c18-91a0-9208c090a9b9,1762171768,1762171774,6,perl -e 'print "RESULT: " . (53.47179949283599853516 + 23.8861866295337677002)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,77.357986122400006934185512363911,53.47179949283599853515625,23.8861866295337677001953125
1,1762171777,2,6423e910-3c72-4c18-91a0-9208c090a9b9,1762171779,1762171785,6,perl -e 'print "RESULT: " . (41.47913237102329730988 + 75.77968258410692214966)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,117.258814955099992971554456744343,41.47913237102329730987548828125,75.779682584106922149658203125
2,1762171788,2,6423e910-3c72-4c18-91a0-9208c090a9b9,1762171790,1762171796,6,perl -e 'print "RESULT: " . (66.77993921507375318924 + 5)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,71.779939215100000637903576716781,66.779939215073753189244598615915,5
3,1762171800,2,6423e910-3c72-4c18-91a0-9208c090a9b9,1762171802,1762171808,6,perl -e 'print "RESULT: " . (20.46702420219893170383 + 5)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,25.46702420219889972941018640995,20.467024202198931703833295614459,5


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

Current git-hash: ad3c4a024259e2dddd453b72bdb2d22633c3eada (last fully tested stable version 3 commits ago [77cf89fedeb2e74949f6802653d1a5eb818b0de8, 9037])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 12:09:23] 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: 2bef54f1-b65d-499c-8f10-91d48d7b2ed7
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: the extreme spo |
| rt of machine learning!                           |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |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=17 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 20.46702420219893 │ 5.0 │ 25.4670242021989 │
└───────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 12:09:26 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, Started OmniOpt2 run...
2025-11-03 12:09:26 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, getting new HP set (no sbatch)
2025-11-03 12:09:26 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 12:09:26 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, eval #1/1 start                    
2025-11-03 12:09:26 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, starting new job                   
2025-11-03 12:09:27 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, started new job                    
2025-11-03 12:09:36 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, new result: RESULT: 77.357986      
2025-11-03 12:09:37 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, finishing jobs, finished 1 job
2025-11-03 12:09:37 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, getting new HP set (no sbatch)
2025-11-03 12:09:37 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, requested 1 jobs, got 1, 0.06 s/job
2025-11-03 12:09:37 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, eval #1/1 start                    
2025-11-03 12:09:37 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, starting new job                   
2025-11-03 12:09:37 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, started new job                    
2025-11-03 12:09:46 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861223698, new result: RESULT: 117.258815     
2025-11-03 12:09:48 (6423e910-3c72-4c18-91a0-9208c090a9b9): SOBOL, best RESULT: 77.3579861224, finishing jobs, finished 1 job        
2025-11-03 12:09:48 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 77.3579861224, getting new HP set (no sbatch)
2025-11-03 12:09:48 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 77.3579861224, requested 1 jobs, got 1, 0.68 s/job
2025-11-03 12:09:48 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 77.3579861224, eval #1/1 start                    
2025-11-03 12:09:48 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 77.3579861224, starting new job                   
2025-11-03 12:09:48 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 77.3579861224, started new job                    
2025-11-03 12:09:57 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 77.3579861224, new result: RESULT: 71.779939      
2025-11-03 12:09:59 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, finishing jobs, finished 1 job  
2025-11-03 12:10:00 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, getting new HP set (no sbatch)  
2025-11-03 12:10:00 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, requested 1 jobs, got 1, 0.58 s/job
2025-11-03 12:10:00 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, eval #1/1 start                    
2025-11-03 12:10:00 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, starting new job                   
2025-11-03 12:10:00 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, started new job                    
2025-11-03 12:10:09 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 71.7799392150738, new result: RESULT: 25.467024      
2025-11-03 12:10:10 (6423e910-3c72-4c18-91a0-9208c090a9b9): BOTORCH_MODULAR, best RESULT: 25.4670242021989, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.226 │    1 │        0.226 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.083 │    1 │        0.083 │
│       4 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.120 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.479 │      │              │
│     Max │   0.226 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.059 │    1 │        0.059 │
│         3 │   0.683 │    1 │        0.683 │
│         4 │   0.580 │    1 │        0.580 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.334 │      │              │
│    Median │   0.320 │      │              │
│     Total │   1.335 │      │              │
│       Max │   0.683 │      │              │
│       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
1762171764,775.83203125,27.3

`RESULT` (goal: minimize)

Best value: 25.467024202199
Achieved at:
- run_time = 6
- a = 20.467024202199
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	25.467	117.2588	72.9659	32.5527	4
a	20.467	66.7799	45.5495	17.0235	4
b	5	75.7797	27.4165	28.9675	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 (2025-11-03 12:09:27,386) - Starting with JobEnvironment(job_id=157440, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 12:09:27,386) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157440/157440_submitted.pkl
Trial-Index: 0

Parameters: {"a": 53.471799492836, "b": 23.886186629533768}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (53.47179949283599853516 + 23.8861866295337677002)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762171752.693808
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762171755.637693
Last modification: 1762171752.693808
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (53.47179949283599853516 + 23.8861866295337677002)'
stdout:
 RESULT: 77.3579861223698
stderr was empty
Result: {'RESULT': 77.3579861223698}
Final-results: {'RESULT': 77.3579861223698}
EXIT_CODE: 0
submitit INFO (2025-11-03 12:09:34,992) - Job completed successfully
submitit INFO (2025-11-03 12:09:34,992) - Exiting after successful completion