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

2025-12-27 13:25:34 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 10, finishing jobs, finished 1 job

Git-Version

Commit: 018dbae7e8b1bad9f8889c8998a57f89e438ea0a (9148-7-g018dbae7e)

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
0,1766841890,2,d94d4aa2-8450-4038-abed-f90f9ed5eabd,1766841892,1766841898,6,perl -e 'print "RESULT: " . (25.67838750779628753662 + 34.07850727438926696777)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,59.756894782199999838212534086779,25.67838750779628753662109375,34.0785072743892669677734375
1,1766841901,2,d94d4aa2-8450-4038-abed-f90f9ed5eabd,1766841903,1766841909,6,perl -e 'print "RESULT: " . (85.24821255821734666824 + 94.16208597365766763687)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,179.410298531899996987704071216285,85.248212558217346668243408203125,94.162085973657667636871337890625
2,1766841913,1,d94d4aa2-8450-4038-abed-f90f9ed5eabd,1766841914,1766841920,6,perl -e 'print "RESULT: " . (6.24568976298206735009 + 13.33612882697438450919)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,19.581818590000001023554432322271,6.245689762982067350094439461827,13.336128826974384509185256320052
3,1766841924,2,d94d4aa2-8450-4038-abed-f90f9ed5eabd,1766841926,1766841932,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5


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

Current git-hash: 018dbae7e8b1bad9f8889c8998a57f89e438ea0a (last fully tested stable version 7 commits ago [9234142f9b002b4a24cea95f1cd465e7538f0506, 9148])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-27 13:24:46] 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: 0f06960a-6921-485a-9ac4-9c52edbd59ff
  ________________________________________
| OmniOpt2 - Cooking up some optimization! |
  ========================================
                                         \
                                          \
                                           \
                                            |\_/|,,_____,~~`
                                            (.".)~~     )`~}}
                                             \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=185 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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-27 13:24:50 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, Started OmniOpt2 run...
2025-12-27 13:24:50 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, getting new HP set (no sbatch)
2025-12-27 13:24:50 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-27 13:24:50 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, eval #1/1 start                    
2025-12-27 13:24:50 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, starting new job                   
2025-12-27 13:24:51 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, started new job                    
2025-12-27 13:25:00 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, new result: RESULT: 59.756895      
2025-12-27 13:25:01 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, finishing jobs, finished 1 job
2025-12-27 13:25:01 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, getting new HP set (no sbatch)
2025-12-27 13:25:01 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, requested 1 jobs, got 1, 0.08 s/job
2025-12-27 13:25:01 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, eval #1/1 start                    
2025-12-27 13:25:01 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, starting new job                   
2025-12-27 13:25:01 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, started new job                    
2025-12-27 13:25:10 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947821856, new result: RESULT: 179.410299     
2025-12-27 13:25:12 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): SOBOL, best RESULT: 59.7568947822, finishing jobs, finished 1 job        
2025-12-27 13:25:12 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 59.7568947822, getting new HP set (no sbatch)
2025-12-27 13:25:13 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 59.7568947822, requested 1 jobs, got 1, 0.55 s/job
2025-12-27 13:25:13 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 59.7568947822, eval #1/1 start                    
2025-12-27 13:25:13 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 59.7568947822, starting new job                   
2025-12-27 13:25:13 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 59.7568947822, started new job                    
2025-12-27 13:25:22 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 59.7568947822, new result: RESULT: 19.581819      
2025-12-27 13:25:23 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, finishing jobs, finished 1 job  
2025-12-27 13:25:24 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, getting new HP set (no sbatch)  
2025-12-27 13:25:24 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, requested 1 jobs, got 1, 0.38 s/job
2025-12-27 13:25:24 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, eval #1/1 start                    
2025-12-27 13:25:24 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, starting new job                   
2025-12-27 13:25:24 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, started new job                    
2025-12-27 13:25:33 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 19.5818185899565, new result: RESULT: 10.000000      
2025-12-27 13:25:34 (d94d4aa2-8450-4038-abed-f90f9ed5eabd): BOTORCH_MODULAR, best RESULT: 10, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.234 │    1 │        0.234 │
│       2 │   0.089 │    1 │        0.089 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.124 │      │              │
│  Median │   0.088 │      │              │
│   Total │   0.494 │      │              │
│     Max │   0.234 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.033 │    1 │        0.033 │
│         2 │   0.075 │    1 │        0.075 │
│         3 │   0.549 │    1 │        0.549 │
│         4 │   0.384 │    1 │        0.384 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.260 │      │              │
│    Median │   0.230 │      │              │
│     Total │   1.041 │      │              │
│       Max │   0.549 │      │              │
│       Min │   0.033 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766841888,784.27734375,27.1

`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	179.4103	67.1873	67.4275	4
a	5	85.2482	30.5431	32.631	4
b	5	94.1621	36.6442	34.8551	4

submitit INFO (2025-12-27 13:24:51,390) - Starting with JobEnvironment(job_id=122998, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-27 13:24:51,390) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/122998/122998_submitted.pkl
Trial-Index: 0

Parameters: {"a": 25.678387507796288, "b": 34.07850727438927}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (25.67838750779628753662 + 34.07850727438926696777)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1766841876.8275895
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1766841879.732605
Last modification: 1766841876.8275895
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (25.67838750779628753662 + 34.07850727438926696777)'
stdout:
 RESULT: 59.7568947821856
stderr was empty
Result: {'RESULT': 59.7568947821856}
Final-results: {'RESULT': 59.7568947821856}
EXIT_CODE: 0
submitit INFO (2025-12-27 13:24:58,924) - Job completed successfully
submitit INFO (2025-12-27 13:24:58,924) - Exiting after successful completion