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
12.747489821941508	5.0	17.7474898219

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

2025-11-03 11:28:50 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219, finishing jobs, finished 1 job

Git-Version

Commit: b48ffc20b42880681478a8ff911d08afc40fe28b (9034-1-gb48ffc20b)

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
0,1762169285,2,2a345762-34c3-4a92-9ea4-2ebe8176df18,1762169287,1762169293,6,perl -e 'print "RESULT: " . (40.80651804804801940918 + 13.96926660090684890747)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,54.775784649000001991225872188807,40.8065180480480194091796875,13.969266600906848907470703125
1,1762169296,2,2a345762-34c3-4a92-9ea4-2ebe8176df18,1762169298,1762169304,6,perl -e 'print "RESULT: " . (97.40894677583128213882 + 91.44834375008940696716)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,188.857290525899998101522214710712,97.408946775831282138824462890625,91.4483437500894069671630859375
2,1762169308,2,2a345762-34c3-4a92-9ea4-2ebe8176df18,1762169310,1762169316,6,perl -e 'print "RESULT: " . (12.74748982194150848102 + 5)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,17.74748982190000035075172490906,12.747489821941508481017990561668,5
3,1762169319,2,2a345762-34c3-4a92-9ea4-2ebe8176df18,1762169321,1762169327,6,perl -e 'print "RESULT: " . (5 + 33.03090534550585033458)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,38.030905345505900072566873859614,5,33.030905345505850334575370652601


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

Current git-hash: b48ffc20b42880681478a8ff911d08afc40fe28b (last fully tested stable version 1 commit ago [88d7195d45aaf79ed7f44a981cd9b32c7da2adbc, 9034])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 11:28:01] 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: 1f39e0af-b49b-4643-9faf-3c21f3166e5a
  _________________________________________________
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| OmniOpt2 - Hyperparameter tuning: the art of maki |
| ng educated guesses look scientific!              |
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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=8 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━┩
│ 12.747489821941508 │ 5.0 │ 17.7474898219 │
└────────────────────┴─────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 11:28:05 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, Started OmniOpt2 run...
2025-11-03 11:28:05 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, getting new HP set (no sbatch)
2025-11-03 11:28:05 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 11:28:05 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, eval #1/1 start                    
2025-11-03 11:28:05 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, starting new job                   
2025-11-03 11:28:05 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, started new job                    
2025-11-03 11:28:14 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, new result: RESULT: 54.775785      
2025-11-03 11:28:16 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, finishing jobs, finished 1 job
2025-11-03 11:28:16 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, getting new HP set (no sbatch)
2025-11-03 11:28:16 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, requested 1 jobs, got 1, 0.06 s/job
2025-11-03 11:28:16 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, eval #1/1 start                    
2025-11-03 11:28:16 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, starting new job                   
2025-11-03 11:28:16 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, started new job                    
2025-11-03 11:28:25 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.7757846489549, new result: RESULT: 188.857291     
2025-11-03 11:28:27 (2a345762-34c3-4a92-9ea4-2ebe8176df18): SOBOL, best RESULT: 54.775784649, finishing jobs, finished 1 job         
2025-11-03 11:28:28 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 54.775784649, getting new HP set (no sbatch)
2025-11-03 11:28:28 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 54.775784649, requested 1 jobs, got 1, 0.96 s/job
2025-11-03 11:28:28 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 54.775784649, eval #1/1 start                    
2025-11-03 11:28:28 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 54.775784649, starting new job                   
2025-11-03 11:28:28 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 54.775784649, started new job                    
2025-11-03 11:28:37 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 54.775784649, new result: RESULT: 17.747490      
2025-11-03 11:28:38 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, finishing jobs, finished 1 job 
2025-11-03 11:28:39 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, getting new HP set (no sbatch) 
2025-11-03 11:28:39 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, requested 1 jobs, got 1, 0.59 s/job
2025-11-03 11:28:39 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, eval #1/1 start                    
2025-11-03 11:28:39 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, starting new job                   
2025-11-03 11:28:39 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, started new job                    
2025-11-03 11:28:48 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219415, new result: RESULT: 38.030905      
2025-11-03 11:28:50 (2a345762-34c3-4a92-9ea4-2ebe8176df18): BOTORCH_MODULAR, best RESULT: 17.7474898219, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.223 │    1 │        0.223 │
│       2 │   0.078 │    1 │        0.078 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.116 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.463 │      │              │
│     Max │   0.223 │      │              │
│     Min │   0.078 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.060 │    1 │        0.060 │
│         3 │   0.965 │    1 │        0.965 │
│         4 │   0.589 │    1 │        0.589 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.407 │      │              │
│    Median │   0.325 │      │              │
│     Total │   1.627 │      │              │
│       Max │   0.965 │      │              │
│       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
1762169282,775.2421875,27.2

`RESULT` (goal: minimize)

Best value: 17.7474898219
Achieved at:
- run_time = 6
- a = 12.747489821942
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	17.7475	188.8573	74.8529	67.1137	4
a	5	97.4089	38.9907	36.2631	4
b	5	91.4483	35.8621	33.6512	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 (2025-11-03 11:28:06,225) - Starting with JobEnvironment(job_id=157218, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 11:28:06,225) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157218/157218_submitted.pkl
Trial-Index: 0

Parameters: {"a": 40.80651804804802, "b": 13.969266600906849}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (40.80651804804801940918 + 13.96926660090684890747)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762169271.3069193
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762169274.0839553
Last modification: 1762169271.3069193
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (40.80651804804801940918 + 13.96926660090684890747)'
stdout:
 RESULT: 54.7757846489549
stderr was empty
Result: {'RESULT': 54.7757846489549}
Final-results: {'RESULT': 54.7757846489549}
EXIT_CODE: 0
submitit INFO (2025-11-03 11:28:13,814) - Job completed successfully
submitit INFO (2025-11-03 11:28:13,814) - Exiting after successful completion