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	5.0	10.0

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 18:23:49 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 10, finishing jobs, finished 1 job

Git-Version

Commit: af2b4cb25b8d35235e262d335d5126968ff4d55b (9063-5-gaf2b4cb25)

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
0,1762280577,2,b1f7c9ea-46f0-48dc-9fc6-844d303c41b3,1762280579,1762280585,6,perl -e 'print "RESULT: " . (20.16754962503910064697 + 42.00157910585403442383)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,62.169128730899998913628223817796,20.16754962503910064697265625,42.001579105854034423828125
1,1762280590,1,b1f7c9ea-46f0-48dc-9fc6-844d303c41b3,1762280591,1762280597,6,perl -e 'print "RESULT: " . (64.18218830134719610214 + 87.03041365370154380798)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,151.212601954999996678452589549124,64.182188301347196102142333984375,87.0304136537015438079833984375
2,1762280603,2,b1f7c9ea-46f0-48dc-9fc6-844d303c41b3,1762280605,1762280611,6,perl -e 'print "RESULT: " . (5 + 21.9812384970876202317)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,26.981238497100001438866456737742,5,21.981238497087620231695836992003
3,1762280616,2,b1f7c9ea-46f0-48dc-9fc6-844d303c41b3,1762280618,1762280624,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5


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

Current git-hash: af2b4cb25b8d35235e262d335d5126968ff4d55b (last fully tested stable version 5 commits ago [4a28738a034158e648d88394b7c99e219886729f, 9063])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:22:52] 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: 39cd0c1f-f62f-4892-b188-133650e5d38c
  _________________________________________________
 /                                                 \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                            / \\  //\\
                                                             |\\___/|      /   \\//  \\\\
                                                             /0  0  \\__  /    //  | \\ \\
                                                            /     /  \\/_/    //   |  \\  \\
                                                            \@_^_\@'/   \\/_   //    |   \\   \\
                                                            //_^_/     \\/_ //     |    \\    \\
                                                         ( //) |        \\///      |     \\     \\
                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
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=71 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 │ 5.0 │ 10.0   │
└─────┴─────┴────────┘
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 18:22:57 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, Started OmniOpt2 run...
2025-11-04 18:22:57 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:22:57 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:22:57 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, eval #1/1 start                    
2025-11-04 18:22:57 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, starting new job                   
2025-11-04 18:22:57 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, started new job                    
2025-11-04 18:23:06 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, new result: RESULT: 62.169129      
2025-11-04 18:23:09 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, finishing jobs, finished 1 job
2025-11-04 18:23:10 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, getting new HP set (no sbatch)
2025-11-04 18:23:10 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, requested 1 jobs, got 1, 0.04 s/job
2025-11-04 18:23:10 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, eval #1/1 start                    
2025-11-04 18:23:10 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, starting new job                   
2025-11-04 18:23:10 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, started new job                    
2025-11-04 18:23:19 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287308931, new result: RESULT: 151.212602     
2025-11-04 18:23:23 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): SOBOL, best RESULT: 62.1691287309, finishing jobs, finished 1 job        
2025-11-04 18:23:23 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 62.1691287309, getting new HP set (no sbatch)
2025-11-04 18:23:23 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 62.1691287309, requested 1 jobs, got 1, 0.83 s/job
2025-11-04 18:23:23 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 62.1691287309, eval #1/1 start                    
2025-11-04 18:23:23 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 62.1691287309, starting new job                   
2025-11-04 18:23:23 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 62.1691287309, started new job                    
2025-11-04 18:23:33 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 62.1691287309, new result: RESULT: 26.981238      
2025-11-04 18:23:35 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, finishing jobs, finished 1 job  
2025-11-04 18:23:36 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, getting new HP set (no sbatch)  
2025-11-04 18:23:36 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, requested 1 jobs, got 1, 0.49 s/job
2025-11-04 18:23:36 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, eval #1/1 start                    
2025-11-04 18:23:36 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, starting new job                   
2025-11-04 18:23:36 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, started new job                    
2025-11-04 18:23:45 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 26.9812384970876, new result: RESULT: 10.000000      
2025-11-04 18:23:49 (b1f7c9ea-46f0-48dc-9fc6-844d303c41b3): BOTORCH_MODULAR, best RESULT: 10, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.098 │    1 │        0.098 │
│       2 │   0.063 │    1 │        0.063 │
│       3 │   0.063 │    1 │        0.063 │
│       4 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.072 │      │              │
│  Median │   0.063 │      │              │
│   Total │   0.287 │      │              │
│     Max │   0.098 │      │              │
│     Min │   0.063 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.036 │    1 │        0.036 │
│         3 │   0.833 │    1 │        0.833 │
│         4 │   0.487 │    1 │        0.487 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.341 │      │              │
│    Median │   0.261 │      │              │
│     Total │   1.363 │      │              │
│       Max │   0.833 │      │              │
│       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
1762280573,749.74609375,28.8

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- run_time = 6
- a = 5
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	10	151.2126	62.5907	54.5157	4
a	5	64.1822	23.5874	24.2416	4
b	5	87.0304	39.0033	30.6658	4

submitit INFO (2025-11-04 18:22:57,541) - Starting with JobEnvironment(job_id=160207, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:22:57,541) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160207/160207_submitted.pkl
Trial-Index: 0

Parameters: {"a": 20.1675496250391, "b": 42.001579105854034}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (20.16754962503910064697 + 42.00157910585403442383)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762280564.7131488
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762280568.5801773
Last modification: 1762280564.7131488
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (20.16754962503910064697 + 42.00157910585403442383)'
stdout:
 RESULT: 62.1691287308931
stderr was empty
Result: {'RESULT': 62.1691287308931}
Final-results: {'RESULT': 62.1691287308931}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:23:05,085) - Job completed successfully
submitit INFO (2025-11-04 18:23:05,085) - Exiting after successful completion