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
14.427034233156707	37.7231519780632	52.1501862112199

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 18:01:56 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 52.1501862112199, finishing jobs, finished 1 job

Git-Version

Commit: 4a28738a034158e648d88394b7c99e219886729f (9060-3-g4a28738a0)

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
0,1762279269,2,c80b25b6-2d11-4cda-894b-eb7e9c64638e,1762279271,1762279277,6,perl -e 'print "RESULT: " . (97.28910624980926513672 + 18.23644764721393585205)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,115.525553896999994663019606377929,97.28910624980926513671875,18.23644764721393585205078125
1,1762279280,2,c80b25b6-2d11-4cda-894b-eb7e9c64638e,1762279282,1762279288,6,perl -e 'print "RESULT: " . (21.05588676873594522476 + 68.43211235012859106064)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,89.487999118900006578769534826279,21.055886768735945224761962890625,68.432112350128591060638427734375
2,1762279292,2,c80b25b6-2d11-4cda-894b-eb7e9c64638e,1762279294,1762279300,6,perl -e 'print "RESULT: " . (5 + 92.92414129507503162131)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,97.924141295100000093043490778655,5,92.924141295075031621308880858123
3,1762279304,1,c80b25b6-2d11-4cda-894b-eb7e9c64638e,1762279305,1762279311,6,perl -e 'print "RESULT: " . (14.42703423315670718807 + 37.72315197806319986285)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,52.150186211219903498204075731337,14.427034233156707188072687131353,37.723151978063199862845067400485


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

Current git-hash: 4a28738a034158e648d88394b7c99e219886729f (last fully tested stable version 3 commits ago [86ec80a2d91b6b5a1d9c417f907f93a644d0ab96, 9060])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:00:58] 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: f9d7f992-d1cb-4295-b37c-5f84a5159c57
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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=63 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 14.427034233156707 │ 37.7231519780632 │ 52.1501862112199 │
└────────────────────┴──────────────────┴──────────────────┘
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 18:01:09 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, Started OmniOpt2 run...
2025-11-04 18:01:09 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:01:09 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:01:09 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, eval #1/1 start                    
2025-11-04 18:01:09 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, starting new job                   
2025-11-04 18:01:09 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, started new job                    
2025-11-04 18:01:18 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, new result: RESULT: 115.525554     
2025-11-04 18:01:20 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, finishing jobs, finished 1 job
2025-11-04 18:01:20 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, getting new HP set (no sbatch)
2025-11-04 18:01:20 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, requested 1 jobs, got 1, 0.06 s/job
2025-11-04 18:01:20 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, eval #1/1 start                    
2025-11-04 18:01:20 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, starting new job                   
2025-11-04 18:01:20 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, started new job                    
2025-11-04 18:01:29 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 115.525553897023, new result: RESULT: 89.487999      
2025-11-04 18:01:31 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): SOBOL, best RESULT: 89.4879991188645, finishing jobs, finished 1 job     
2025-11-04 18:01:32 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991188645, getting new HP set (no sbatch)
2025-11-04 18:01:32 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991188645, requested 1 jobs, got 1, 1.01 s/job
2025-11-04 18:01:32 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991188645, eval #1/1 start                    
2025-11-04 18:01:32 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991188645, starting new job                   
2025-11-04 18:01:32 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991188645, started new job                    
2025-11-04 18:01:41 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991188645, new result: RESULT: 97.924141      
2025-11-04 18:01:43 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, finishing jobs, finished 1 job        
2025-11-04 18:01:43 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, getting new HP set (no sbatch)        
2025-11-04 18:01:43 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, requested 1 jobs, got 1, 0.62 s/job   
2025-11-04 18:01:43 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, eval #1/1 start                       
2025-11-04 18:01:44 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, starting new job                      
2025-11-04 18:01:44 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, started new job                       
2025-11-04 18:01:53 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 89.4879991189, new result: RESULT: 52.150186         
2025-11-04 18:01:56 (c80b25b6-2d11-4cda-894b-eb7e9c64638e): BOTORCH_MODULAR, best RESULT: 52.1501862112199, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.214 │    1 │        0.214 │
│       2 │   0.080 │    1 │        0.080 │
│       3 │   0.080 │    1 │        0.080 │
│       4 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.114 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.456 │      │              │
│     Max │   0.214 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.056 │    1 │        0.056 │
│         3 │   1.012 │    1 │        1.012 │
│         4 │   0.623 │    1 │        0.623 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.426 │      │              │
│    Median │   0.340 │      │              │
│     Total │   1.705 │      │              │
│       Max │   1.012 │      │              │
│       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
1762279259,776.14453125,27.1

`RESULT` (goal: minimize)

Best value: 52.15018621122
Achieved at:
- run_time = 6
- a = 14.427034233157
- b = 37.723151978063

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	52.1502	115.5256	88.772	23.1365	4
a	5	97.2891	34.443	36.73	4
b	18.2364	92.9241	54.329	28.5784	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 18:01:09,911) - Starting with JobEnvironment(job_id=157671, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:01:09,911) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157671/157671_submitted.pkl
Trial-Index: 0

Parameters: {"a": 97.28910624980927, "b": 18.236447647213936}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (97.28910624980926513672 + 18.23644764721393585205)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762279247.4479327
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762279251.3396475
Last modification: 1762279247.4479327
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (97.28910624980926513672 + 18.23644764721393585205)'
stdout:
 RESULT: 115.525553897023
stderr was empty
Result: {'RESULT': 115.525553897023}
Final-results: {'RESULT': 115.525553897023}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:01:17,375) - Job completed successfully
submitit INFO (2025-11-04 18:01:17,375) - Exiting after successful completion