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	22.644520868621736	27.6445208686217

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 18:38:21 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 27.6445208686217, finishing jobs, finished 1 job

Git-Version

Commit: af2b4cb25b8d35235e262d335d5126968ff4d55b (9066-2-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
0,1762281455,2,5c81208f-5737-4362-baff-01dfdbcc13c0,1762281457,1762281463,6,perl -e 'print "RESULT: " . (95.21252483129501342773 + 6.65343302302062511444)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,101.865957854300006601988570764661,95.212524831295013427734375,6.65343302302062511444091796875
1,1762281466,2,5c81208f-5737-4362-baff-01dfdbcc13c0,1762281468,1762281474,6,perl -e 'print "RESULT: " . (25.04599297419190406799 + 55.00098333694040775299)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,80.046976311099996337361517362297,25.0459929741919040679931640625,55.00098333694040775299072265625
2,1762281478,2,5c81208f-5737-4362-baff-01dfdbcc13c0,1762281480,1762281486,6,perl -e 'print "RESULT: " . (5 + 75.49169019665717428325)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,80.491690196700005799357313662767,5,75.491690196657174283245694823563
3,1762281490,2,5c81208f-5737-4362-baff-01dfdbcc13c0,1762281492,1762281498,6,perl -e 'print "RESULT: " . (5 + 22.64452086862173629811)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,27.644520868621700770972893224098,5,22.644520868621736298109681229107


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

Current git-hash: af2b4cb25b8d35235e262d335d5126968ff4d55b (last fully tested stable version 2 commits ago [6c6cd184c0e8b25a488b1a7fb5b796fd7fc90798, 9066])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:37:30] 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: 19f55959-aabe-4dda-b8d2-d1d3ff5d3da5
 .88888.                      oo  .88888.             dP   d8888b. 
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88     88 88d8b.d8b. 88d888b. dP 88     88 88d888b. d8888P .aaadP' 
88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
Y8.   .8P 88  88  88 88    88 88 Y8.   .8P 88.  .88   88   88.     
 `8888P'  dP  dP  dP dP    dP dP  `8888P'  88Y888P'   dP   Y88888P 
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                                           dP                      

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=74 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 │ 22.644520868621736 │ 27.6445208686217 │
└─────┴────────────────────┴──────────────────┘
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 18:37:35 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, Started OmniOpt2 run...
2025-11-04 18:37:35 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:37:35 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:37:35 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, eval #1/1 start                    
2025-11-04 18:37:35 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, starting new job                   
2025-11-04 18:37:35 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, started new job                    
2025-11-04 18:37:44 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, new result: RESULT: 101.865958     
2025-11-04 18:37:46 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, finishing jobs, finished 1 job
2025-11-04 18:37:46 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, getting new HP set (no sbatch)
2025-11-04 18:37:46 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, requested 1 jobs, got 1, 0.06 s/job
2025-11-04 18:37:46 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, eval #1/1 start                    
2025-11-04 18:37:46 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, starting new job                   
2025-11-04 18:37:46 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, started new job                    
2025-11-04 18:37:55 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 101.865957854316, new result: RESULT: 80.046976      
2025-11-04 18:37:57 (5c81208f-5737-4362-baff-01dfdbcc13c0): SOBOL, best RESULT: 80.0469763111323, finishing jobs, finished 1 job     
2025-11-04 18:37:58 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111323, getting new HP set (no sbatch)
2025-11-04 18:37:58 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111323, requested 1 jobs, got 1, 1.11 s/job
2025-11-04 18:37:58 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111323, eval #1/1 start                    
2025-11-04 18:37:58 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111323, starting new job                   
2025-11-04 18:37:58 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111323, started new job                    
2025-11-04 18:38:07 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111323, new result: RESULT: 80.491690      
2025-11-04 18:38:09 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, finishing jobs, finished 1 job        
2025-11-04 18:38:10 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, getting new HP set (no sbatch)        
2025-11-04 18:38:10 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, requested 1 jobs, got 1, 0.60 s/job   
2025-11-04 18:38:10 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, eval #1/1 start                       
2025-11-04 18:38:10 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, starting new job                      
2025-11-04 18:38:10 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, started new job                       
2025-11-04 18:38:19 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 80.0469763111, new result: RESULT: 27.644521         
2025-11-04 18:38:21 (5c81208f-5737-4362-baff-01dfdbcc13c0): BOTORCH_MODULAR, best RESULT: 27.6445208686217, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.221 │    1 │        0.221 │
│       2 │   0.083 │    1 │        0.083 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.118 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.474 │      │              │
│     Max │   0.221 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.014 │    1 │        0.014 │
│         2 │   0.061 │    1 │        0.061 │
│         3 │   1.108 │    1 │        1.108 │
│         4 │   0.602 │    1 │        0.602 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.446 │      │              │
│    Median │   0.331 │      │              │
│     Total │   1.784 │      │              │
│       Max │   1.108 │      │              │
│       Min │   0.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762281451,775.8359375,27

`RESULT` (goal: minimize)

Best value: 27.644520868622
Achieved at:
- run_time = 6
- a = 5
- b = 22.644520868622

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	27.6445	101.866	72.5123	27.3642	4
a	5	95.2125	32.5646	37.084	4
b	6.6534	75.4917	39.9477	26.916	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 18:37:35,688) - Starting with JobEnvironment(job_id=157713, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:37:35,688) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157713/157713_submitted.pkl
Trial-Index: 0

Parameters: {"a": 95.21252483129501, "b": 6.653433023020625}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (95.21252483129501342773 + 6.65343302302062511444)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762281439.4090803
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762281442.8301075
Last modification: 1762281439.4090803
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (95.21252483129501342773 + 6.65343302302062511444)'
stdout:
 RESULT: 101.865957854316
stderr was empty
Result: {'RESULT': 101.865957854316}
Final-results: {'RESULT': 101.865957854316}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:37:43,390) - Job completed successfully
submitit INFO (2025-11-04 18:37:43,390) - Exiting after successful completion