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	12.994947077062433	17.9949470770624

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

2025-12-28 16:44:44 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 17.9949470770624, finishing jobs, finished 1 job

Git-Version

Commit: 15163add0bec0ec64b3085211fe86ce262805e32 (9193-5-g15163add0)

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
0,1766940240,2,76340755-c791-4916-bcc2-d77bf9ac5b45,1766940242,1766940248,6,perl -e 'print "RESULT: " . (47.19928398728370666504 + 45.6217816472053527832)',0,,runnervmdwttx,0_0,COMPLETED,SOBOL,92.821065634500001806372893042862,47.1992839872837066650390625,45.621781647205352783203125
1,1766940251,2,76340755-c791-4916-bcc2-d77bf9ac5b45,1766940253,1766940259,6,perl -e 'print "RESULT: " . (79.29580255411565303802 + 82.07857577595859766006)',0,,runnervmdwttx,1_0,COMPLETED,SOBOL,161.374378330100000766833545640111,79.29580255411565303802490234375,82.078575775958597660064697265625
2,1766940262,2,76340755-c791-4916-bcc2-d77bf9ac5b45,1766940264,1766940270,6,perl -e 'print "RESULT: " . (32.888824334909514846 + 29.3560529756115897726)',0,,runnervmdwttx,2_0,COMPLETED,BOTORCH_MODULAR,62.244877310500001499349309597164,32.888824334909514846003730781376,29.356052975611589772597653791308
3,1766940273,2,76340755-c791-4916-bcc2-d77bf9ac5b45,1766940275,1766940281,6,perl -e 'print "RESULT: " . (5 + 12.99494707706243268319)',0,,runnervmdwttx,3_0,COMPLETED,BOTORCH_MODULAR,17.994947077062398932412179419771,5,12.99494707706243268319212802453


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

Current git-hash: 15163add0bec0ec64b3085211fe86ce262805e32 (last fully tested stable version 5 commits ago [1caf8cebfd6257e0c8784a73c3a511fe4c953f90, 9193])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 16:43:57] 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: 11f017f0-adb1-40d5-9fc4-e7252cdfc18e
  __                         __           __ 
 /\_\/                   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=231 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 │ 12.994947077062433 │ 17.9949470770624 │
└─────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 16:44:00 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, Started OmniOpt2 run...
2025-12-28 16:44:00 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, getting new HP set (no sbatch)
2025-12-28 16:44:00 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-12-28 16:44:00 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, eval #1/1 start                    
2025-12-28 16:44:00 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, starting new job                   
2025-12-28 16:44:00 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, started new job                    
2025-12-28 16:44:09 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, new result: RESULT: 92.821066      
2025-12-28 16:44:11 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, finishing jobs, finished 1 job
2025-12-28 16:44:11 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, getting new HP set (no sbatch)
2025-12-28 16:44:11 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, requested 1 jobs, got 1, 0.04 s/job
2025-12-28 16:44:11 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, eval #1/1 start                    
2025-12-28 16:44:11 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, starting new job                   
2025-12-28 16:44:11 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, started new job                    
2025-12-28 16:44:20 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656344891, new result: RESULT: 161.374378     
2025-12-28 16:44:21 (76340755-c791-4916-bcc2-d77bf9ac5b45): SOBOL, best RESULT: 92.8210656345, finishing jobs, finished 1 job        
2025-12-28 16:44:22 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 92.8210656345, getting new HP set (no sbatch)
2025-12-28 16:44:22 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 92.8210656345, requested 1 jobs, got 1, 0.43 s/job
2025-12-28 16:44:22 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 92.8210656345, eval #1/1 start                    
2025-12-28 16:44:22 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 92.8210656345, starting new job                   
2025-12-28 16:44:22 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 92.8210656345, started new job                    
2025-12-28 16:44:31 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 92.8210656345, new result: RESULT: 62.244877      
2025-12-28 16:44:33 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, finishing jobs, finished 1 job  
2025-12-28 16:44:33 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, getting new HP set (no sbatch)  
2025-12-28 16:44:33 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, requested 1 jobs, got 1, 0.37 s/job
2025-12-28 16:44:33 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, eval #1/1 start                    
2025-12-28 16:44:33 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, starting new job                   
2025-12-28 16:44:33 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, started new job                    
2025-12-28 16:44:42 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 62.2448773105211, new result: RESULT: 17.994947      
2025-12-28 16:44:44 (76340755-c791-4916-bcc2-d77bf9ac5b45): BOTORCH_MODULAR, best RESULT: 17.9949470770624, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.065 │    1 │        0.065 │
│       3 │   0.066 │    1 │        0.066 │
│       4 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.077 │      │              │
│  Median │   0.068 │      │              │
│   Total │   0.308 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.045 │    1 │        0.045 │
│         3 │   0.429 │    1 │        0.429 │
│         4 │   0.368 │    1 │        0.368 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.216 │      │              │
│    Median │   0.207 │      │              │
│     Total │   0.864 │      │              │
│       Max │   0.429 │      │              │
│       Min │   0.022 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766940238,756.6640625,28.7

`RESULT` (goal: minimize)

Best value: 17.994947077062
Achieved at:
- run_time = 6
- a = 5
- b = 12.994947077062

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	17.9949	161.3744	83.6088	52.187	4
a	5	79.2958	41.096	26.771	4
b	12.9949	82.0786	42.5128	25.5906	4

submitit INFO (2025-12-28 16:44:01,108) - Starting with JobEnvironment(job_id=136717, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 16:44:01,108) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/136717/136717_submitted.pkl
Trial-Index: 0

Parameters: {"a": 47.19928398728371, "b": 45.62178164720535}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (47.19928398728370666504 + 45.6217816472053527832)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1766940230.3508332
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1766940233.3898165
Last modification: 1766940230.3508332
Hostname: runnervmdwttx
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (47.19928398728370666504 + 45.6217816472053527832)'
stdout:
 RESULT: 92.8210656344891
stderr was empty
Result: {'RESULT': 92.8210656344891}
Final-results: {'RESULT': 92.8210656344891}
EXIT_CODE: 0
submitit INFO (2025-12-28 16:44:08,651) - Job completed successfully
submitit INFO (2025-12-28 16:44:08,651) - Exiting after successful completion