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
14.849792239049643	49.63893655299804	64.4887287920477

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 19:10:39 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 64.4887287920477, finishing jobs, finished 1 job

Git-Version

Commit: c955bd1d9501575813a68affecbc1a05d9ab35ef (9069-3-gc955bd1d9)

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
0,1762283394,2,32c7b466-2fa1-4f68-ad38-59bd9c314535,1762283396,1762283402,6,perl -e 'print "RESULT: " . (8.3752085268497467041 + 60.50131261348724365234)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,68.876521140299999501621641684324,8.3752085268497467041015625,60.50131261348724365234375
1,1762283405,2,32c7b466-2fa1-4f68-ad38-59bd9c314535,1762283407,1762283413,6,perl -e 'print "RESULT: " . (53.1997404247522354126 + 18.50300468038767576218)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,71.702745105100007094733882695436,53.19974042475223541259765625,18.503004680387675762176513671875
2,1762283416,2,32c7b466-2fa1-4f68-ad38-59bd9c314535,1762283418,1762283424,6,perl -e 'print "RESULT: " . (5 + 85.52372627493274137578)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,90.523726274899999566514452453703,5,85.523726274932741375778277870268
3,1762283428,2,32c7b466-2fa1-4f68-ad38-59bd9c314535,1762283430,1762283436,6,perl -e 'print "RESULT: " . (14.84979223904964307224 + 49.63893655299803953085)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,64.488728792047695037581434007734,14.849792239049643072235085128341,49.63893655299803953084847307764


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

Current git-hash: c955bd1d9501575813a68affecbc1a05d9ab35ef (last fully tested stable version 3 commits ago [7a7a36b0d71c0f21242cd3e193c84e6375482517, 9069])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 19:09:49] 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: a1618ae0-e869-47b9-8097-56aa2cc5b517
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
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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=77 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 14.849792239049643 │ 49.63893655299804 │ 64.4887287920477 │
└────────────────────┴───────────────────┴──────────────────┘
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 19:09:54 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, Started OmniOpt2 run...
2025-11-04 19:09:54 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, getting new HP set (no sbatch)
2025-11-04 19:09:54 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 19:09:54 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, eval #1/1 start                    
2025-11-04 19:09:54 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, starting new job                   
2025-11-04 19:09:54 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, started new job                    
2025-11-04 19:10:03 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, new result: RESULT: 68.876521      
2025-11-04 19:10:05 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, finishing jobs, finished 1 job
2025-11-04 19:10:05 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, getting new HP set (no sbatch)
2025-11-04 19:10:05 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, requested 1 jobs, got 1, 0.03 s/job
2025-11-04 19:10:05 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, eval #1/1 start                    
2025-11-04 19:10:05 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, starting new job                   
2025-11-04 19:10:05 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, started new job                    
2025-11-04 19:10:14 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.876521140337, new result: RESULT: 71.702745      
2025-11-04 19:10:16 (32c7b466-2fa1-4f68-ad38-59bd9c314535): SOBOL, best RESULT: 68.8765211403, finishing jobs, finished 1 job       
2025-11-04 19:10:16 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, getting new HP set (no sbatch)
2025-11-04 19:10:16 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, requested 1 jobs, got 1, 0.59 s/job
2025-11-04 19:10:16 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, eval #1/1 start                    
2025-11-04 19:10:16 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, starting new job                   
2025-11-04 19:10:16 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, started new job                    
2025-11-04 19:10:25 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, new result: RESULT: 90.523726      
2025-11-04 19:10:28 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, finishing jobs, finished 1 job     
2025-11-04 19:10:28 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, getting new HP set (no sbatch)     
2025-11-04 19:10:28 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, requested 1 jobs, got 1, 0.70 s/job
2025-11-04 19:10:28 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, eval #1/1 start                    
2025-11-04 19:10:28 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, starting new job                   
2025-11-04 19:10:28 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, started new job                    
2025-11-04 19:10:37 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 68.8765211403, new result: RESULT: 64.488729      
2025-11-04 19:10:39 (32c7b466-2fa1-4f68-ad38-59bd9c314535): BOTORCH_MODULAR, best RESULT: 64.4887287920477, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.095 │    1 │        0.095 │
│       2 │   0.063 │    1 │        0.063 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.071 │      │              │
│  Median │   0.064 │      │              │
│   Total │   0.286 │      │              │
│     Max │   0.095 │      │              │
│     Min │   0.063 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.586 │    1 │        0.586 │
│         4 │   0.704 │    1 │        0.704 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.333 │      │              │
│    Median │   0.310 │      │              │
│     Total │   1.332 │      │              │
│       Max │   0.704 │      │              │
│       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
1762283390,749.546875,28.8

`RESULT` (goal: minimize)

Best value: 64.488728792048
Achieved at:
- run_time = 6
- a = 14.84979223905
- b = 49.638936552998

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	64.4887	90.5237	73.8979	9.9371	4
a	5	53.1997	20.3562	19.2897	4
b	18.503	85.5237	53.5417	24.0532	4

submitit INFO (2025-11-04 19:09:54,521) - Starting with JobEnvironment(job_id=160310, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 19:09:54,521) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160310/160310_submitted.pkl
Trial-Index: 0

Parameters: {"a": 8.375208526849747, "b": 60.501312613487244}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (8.3752085268497467041 + 60.50131261348724365234)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762283382.2927797
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762283385.4067757
Last modification: 1762283382.2927797
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (8.3752085268497467041 + 60.50131261348724365234)'
stdout:
 RESULT: 68.876521140337
stderr was empty
Result: {'RESULT': 68.876521140337}
Final-results: {'RESULT': 68.876521140337}
EXIT_CODE: 0
submitit INFO (2025-11-04 19:10:02,123) - Job completed successfully
submitit INFO (2025-11-04 19:10:02,123) - Exiting after successful completion