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
10.602157720130965	5.0	15.6021577201

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 13:17:45 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.6021577201, finishing jobs, finished 1 job

Git-Version

Commit: 7a4baf1a5a2b905b44fbc3e7bb6527aa320f2ae8 (9051-4-g7a4baf1a5)

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
0,1762262217,2,8d79b68f-620f-43a4-a13c-9471330c25c8,1762262219,1762262225,6,perl -e 'print "RESULT: " . (40.1830889284610748291 + 5.28467295225709676743)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,45.467761880700003018773713847622,40.1830889284610748291015625,5.284672952257096767425537109375
1,1762262229,2,8d79b68f-620f-43a4-a13c-9471330c25c8,1762262231,1762262237,6,perl -e 'print "RESULT: " . (67.38870013970881700516 + 86.05407270602881908417)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,153.442772845700005746039096266031,67.388700139708817005157470703125,86.05407270602881908416748046875
2,1762262241,2,8d79b68f-620f-43a4-a13c-9471330c25c8,1762262243,1762262249,6,perl -e 'print "RESULT: " . (10.60215772013096469095 + 5)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,15.6021577200999992385277437279,10.602157720130964690952168894,5
3,1762262254,1,8d79b68f-620f-43a4-a13c-9471330c25c8,1762262255,1762262262,7,perl -e 'print "RESULT: " . (5 + 24.72914071916740041956)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,29.729140719167400419564728508703,5,24.729140719167400419564728508703


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

Current git-hash: 7a4baf1a5a2b905b44fbc3e7bb6527aa320f2ae8 (last fully tested stable version 4 commits ago [76ba8978a9c5650bee9986b6a83b16f50a628239, 9051])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 13:16:54] 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: 76fc9c74-70c9-4ea0-89be-ac4d7f7a6a0c
  _________________________________________________
 /                                                 \
| OmniOpt2 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
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  =================================================
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                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
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                                                     |   (_______) /______/                        \_________ \
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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=45 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━┩
│ 10.602157720130965 │ 5.0 │ 15.6021577201 │
└────────────────────┴─────┴───────────────┘
Not printing sixel graphics in CI
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 7.00 sec  │   6.25 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 13:16:57 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, Started OmniOpt2 run...
2025-11-04 13:16:57 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, getting new HP set (no sbatch)
2025-11-04 13:16:57 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 13:16:57 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, eval #1/1 start                    
2025-11-04 13:16:57 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, starting new job                   
2025-11-04 13:16:58 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, started new job                    
2025-11-04 13:17:07 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, new result: RESULT: 45.467762      
2025-11-04 13:17:09 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, finishing jobs, finished 1 job
2025-11-04 13:17:09 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, getting new HP set (no sbatch)
2025-11-04 13:17:09 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, requested 1 jobs, got 1, 0.03 s/job
2025-11-04 13:17:09 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, eval #1/1 start                    
2025-11-04 13:17:09 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, starting new job                   
2025-11-04 13:17:09 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, started new job                    
2025-11-04 13:17:18 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807182, new result: RESULT: 153.442773     
2025-11-04 13:17:20 (8d79b68f-620f-43a4-a13c-9471330c25c8): SOBOL, best RESULT: 45.4677618807, finishing jobs, finished 1 job        
2025-11-04 13:17:21 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 45.4677618807, getting new HP set (no sbatch)
2025-11-04 13:17:21 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 45.4677618807, requested 1 jobs, got 1, 0.64 s/job
2025-11-04 13:17:21 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 45.4677618807, eval #1/1 start                    
2025-11-04 13:17:21 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 45.4677618807, starting new job                   
2025-11-04 13:17:21 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 45.4677618807, started new job                    
2025-11-04 13:17:30 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 45.4677618807, new result: RESULT: 15.602158      
2025-11-04 13:17:33 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, finishing jobs, finished 1 job   
2025-11-04 13:17:34 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, getting new HP set (no sbatch)   
2025-11-04 13:17:34 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, requested 1 jobs, got 1, 0.57 s/job
2025-11-04 13:17:34 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, eval #1/1 start                    
2025-11-04 13:17:34 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, starting new job                   
2025-11-04 13:17:34 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, started new job                    
2025-11-04 13:17:43 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.602157720131, new result: RESULT: 29.729141      
2025-11-04 13:17:45 (8d79b68f-620f-43a4-a13c-9471330c25c8): BOTORCH_MODULAR, best RESULT: 15.6021577201, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.086 │    1 │        0.086 │
│       2 │   0.062 │    1 │        0.062 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.063 │      │              │
│   Total │   0.273 │      │              │
│     Max │   0.086 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.642 │    1 │        0.642 │
│         4 │   0.571 │    1 │        0.571 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.314 │      │              │
│    Median │   0.303 │      │              │
│     Total │   1.256 │      │              │
│       Max │   0.642 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762262214,750.29296875,28.9

`RESULT` (goal: minimize)

Best value: 15.6021577201
Achieved at:
- run_time = 6
- a = 10.602157720131
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.25	0.433	4
RESULT	15.6022	153.4428	61.0605	54.3731	4
a	5	67.3887	30.7935	25.0018	4
b	5	86.0541	30.267	33.1866	4

submitit INFO (2025-11-04 13:16:58,315) - Starting with JobEnvironment(job_id=160236, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 13:16:58,315) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160236/160236_submitted.pkl
Trial-Index: 0

Parameters: {"a": 40.183088928461075, "b": 5.284672952257097}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (40.1830889284610748291 + 5.28467295225709676743)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762262206.6903524
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762262210.1993504
Last modification: 1762262206.6903524
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (40.1830889284610748291 + 5.28467295225709676743)'
stdout:
 RESULT: 45.4677618807182
stderr was empty
Result: {'RESULT': 45.4677618807182}
Final-results: {'RESULT': 45.4677618807182}
EXIT_CODE: 0
submitit INFO (2025-11-04 13:17:05,696) - Job completed successfully
submitit INFO (2025-11-04 13:17:05,696) - Exiting after successful completion