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
7.755936346948147	8.526107631623745	16.2820439786

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 11:07:37 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, finishing jobs, finished 1 job

Git-Version

Commit: 9ee07c539bf4aa1ec23f20d4e84a679cc03dbc6a (9044-2-g9ee07c539)

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
0,1762254412,2,4e875df6-d60e-4f8b-ad2b-ee38b32f4b76,1762254414,1762254420,6,perl -e 'print "RESULT: " . (7.75593634694814682007 + 8.5261076316237449646)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,16.282043978600000855294638313353,7.755936346948146820068359375,8.526107631623744964599609375
1,1762254423,2,4e875df6-d60e-4f8b-ad2b-ee38b32f4b76,1762254425,1762254431,6,perl -e 'print "RESULT: " . (78.22163090109825134277 + 61.9104411127045750618)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,140.132072013800012655337923206389,78.2216309010982513427734375,61.910441112704575061798095703125
2,1762254434,2,4e875df6-d60e-4f8b-ad2b-ee38b32f4b76,1762254436,1762254442,6,perl -e 'print "RESULT: " . (5 + 37.28019956112139965398)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,42.280199561099998106783459661528,5,37.280199561121399653984553879127
3,1762254446,2,4e875df6-d60e-4f8b-ad2b-ee38b32f4b76,1762254448,1762254454,6,perl -e 'print "RESULT: " . (25.60701583673118264528 + 5)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,30.607015836731200408848962979391,25.607015836731182645280568976887,5


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

Current git-hash: 9ee07c539bf4aa1ec23f20d4e84a679cc03dbc6a (last fully tested stable version 2 commits ago [9507608b1bca7a77f5bba2d88ca9534148ebc9b9, 9044])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 11:06:48] 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: 2b7cab27-e681-4b1b-b7cc-0079f8992191
  __                         __           __ 
 /\_\/                   o  /\_\/        /  )
|    | _  _  _    _  _     |    |  _ _|_   / 
|    |/ |/ |/ |  / |/ |  | |    ||/ \_|   /  
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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=28 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 7.755936346948147 │ 8.526107631623745 │ 16.2820439786 │
└───────────────────┴───────────────────┴───────────────┘
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 11:06:52 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, Started OmniOpt2 run...
2025-11-04 11:06:52 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, getting new HP set (no sbatch)
2025-11-04 11:06:52 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 11:06:52 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, eval #1/1 start                    
2025-11-04 11:06:52 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, starting new job                   
2025-11-04 11:06:52 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, started new job                    
2025-11-04 11:07:01 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, new result: RESULT: 16.282044      
2025-11-04 11:07:03 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, finishing jobs, finished 1 job
2025-11-04 11:07:03 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, getting new HP set (no sbatch)
2025-11-04 11:07:03 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, requested 1 jobs, got 1, 0.06 s/job
2025-11-04 11:07:03 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, eval #1/1 start                    
2025-11-04 11:07:03 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, starting new job                   
2025-11-04 11:07:03 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, started new job                    
2025-11-04 11:07:12 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439785719, new result: RESULT: 140.132072     
2025-11-04 11:07:14 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): SOBOL, best RESULT: 16.2820439786, finishing jobs, finished 1 job        
2025-11-04 11:07:14 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, getting new HP set (no sbatch)
2025-11-04 11:07:14 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, requested 1 jobs, got 1, 0.59 s/job
2025-11-04 11:07:14 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, eval #1/1 start                    
2025-11-04 11:07:14 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, starting new job                   
2025-11-04 11:07:15 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, started new job                    
2025-11-04 11:07:24 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, new result: RESULT: 42.280200      
2025-11-04 11:07:26 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, finishing jobs, finished 1 job     
2025-11-04 11:07:26 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, getting new HP set (no sbatch)     
2025-11-04 11:07:26 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, requested 1 jobs, got 1, 0.56 s/job
2025-11-04 11:07:26 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, eval #1/1 start                    
2025-11-04 11:07:26 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, starting new job                   
2025-11-04 11:07:26 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, started new job                    
2025-11-04 11:07:35 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, new result: RESULT: 30.607016      
2025-11-04 11:07:37 (4e875df6-d60e-4f8b-ad2b-ee38b32f4b76): BOTORCH_MODULAR, best RESULT: 16.2820439786, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.217 │    1 │        0.217 │
│       2 │   0.078 │    1 │        0.078 │
│       3 │   0.079 │    1 │        0.079 │
│       4 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.114 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.458 │      │              │
│     Max │   0.217 │      │              │
│     Min │   0.078 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.057 │    1 │        0.057 │
│         3 │   0.595 │    1 │        0.595 │
│         4 │   0.561 │    1 │        0.561 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.306 │      │              │
│    Median │   0.309 │      │              │
│     Total │   1.225 │      │              │
│       Max │   0.595 │      │              │
│       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
1762254408,775.80859375,27.3

`RESULT` (goal: minimize)

Best value: 16.2820439786
Achieved at:
- run_time = 6
- a = 7.7559363469481
- b = 8.5261076316237

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	16.282	140.1321	57.3253	48.6871	4
a	5	78.2216	29.1461	29.4173	4
b	5	61.9104	28.1792	23.1525	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 11:06:52,666) - Starting with JobEnvironment(job_id=157291, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 11:06:52,667) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157291/157291_submitted.pkl
Trial-Index: 0

Parameters: {"a": 7.755936346948147, "b": 8.526107631623745}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (7.75593634694814682007 + 8.5261076316237449646)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762254396.8446758
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762254400.428665
Last modification: 1762254396.8446758
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (7.75593634694814682007 + 8.5261076316237449646)'
stdout:
 RESULT: 16.2820439785719
stderr was empty
Result: {'RESULT': 16.2820439785719}
Final-results: {'RESULT': 16.2820439785719}
EXIT_CODE: 0
submitit INFO (2025-11-04 11:07:00,212) - Job completed successfully
submitit INFO (2025-11-04 11:07:00,213) - Exiting after successful completion