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
59.81009134591582	5.0	64.8100913459158

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

2026-01-04 11:24:37 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 64.8100913459158, finishing jobs, finished 1 job

Git-Version

Commit: 17490ac6efe4d73318824c31d8ab32d7a8875a52 (9213-5-g17490ac6e)

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
0,1767525833,2,f83be813-8cd7-48ea-b15c-a96342ce9e15,1767525835,1767525841,6,perl -e 'print "RESULT: " . (45.51766917109489440918 + 60.22238641977310180664)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,105.740055590899999060638947412372,45.5176691710948944091796875,60.222386419773101806640625
1,1767525844,2,f83be813-8cd7-48ea-b15c-a96342ce9e15,1767525846,1767525852,6,perl -e 'print "RESULT: " . (68.75627269037067890167 + 13.28920793719589710236)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,82.045480627599999934318475425243,68.75627269037067890167236328125,13.28920793719589710235595703125
2,1767525855,2,f83be813-8cd7-48ea-b15c-a96342ce9e15,1767525857,1767525863,6,perl -e 'print "RESULT: " . (94.19325978088470208149 + 5)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,99.193259780899992961167299654335,94.193259780884702081493742298335,5
3,1767525866,2,f83be813-8cd7-48ea-b15c-a96342ce9e15,1767525868,1767525874,6,perl -e 'print "RESULT: " . (59.81009134591582210305 + 5)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,64.810091345915793681342620402575,59.810091345915822103052050806582,5


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

Current git-hash: 17490ac6efe4d73318824c31d8ab32d7a8875a52 (last fully tested stable version 5 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:23:48] 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: a0c60197-088b-4ef1-8737-ea3733bb7b42
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \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=267 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 59.81009134591582 │ 5.0 │ 64.8100913459158 │
└───────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 11:23:53 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, Started OmniOpt2 run...
2026-01-04 11:23:53 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:23:53 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 11:23:53 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, eval #1/1 start                    
2026-01-04 11:23:53 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, starting new job                   
2026-01-04 11:23:53 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, started new job                    
2026-01-04 11:24:02 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, new result: RESULT: 105.740056     
2026-01-04 11:24:03 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, finishing jobs, finished 1 job
2026-01-04 11:24:03 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, getting new HP set (no sbatch)
2026-01-04 11:24:03 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, requested 1 jobs, got 1, 0.08 s/job
2026-01-04 11:24:04 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, eval #1/1 start                    
2026-01-04 11:24:04 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, starting new job                   
2026-01-04 11:24:04 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, started new job                    
2026-01-04 11:24:13 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 105.740055590868, new result: RESULT: 82.045481      
2026-01-04 11:24:14 (f83be813-8cd7-48ea-b15c-a96342ce9e15): SOBOL, best RESULT: 82.0454806275666, finishing jobs, finished 1 job     
2026-01-04 11:24:15 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806275666, getting new HP set (no sbatch)
2026-01-04 11:24:15 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806275666, requested 1 jobs, got 1, 0.41 s/job
2026-01-04 11:24:15 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806275666, eval #1/1 start                    
2026-01-04 11:24:15 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806275666, starting new job                   
2026-01-04 11:24:15 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806275666, started new job                    
2026-01-04 11:24:24 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806275666, new result: RESULT: 99.193260      
2026-01-04 11:24:26 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, finishing jobs, finished 1 job        
2026-01-04 11:24:26 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, getting new HP set (no sbatch)        
2026-01-04 11:24:26 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, requested 1 jobs, got 1, 0.44 s/job   
2026-01-04 11:24:26 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, eval #1/1 start                       
2026-01-04 11:24:26 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, starting new job                      
2026-01-04 11:24:26 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, started new job                       
2026-01-04 11:24:35 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 82.0454806276, new result: RESULT: 64.810091         
2026-01-04 11:24:37 (f83be813-8cd7-48ea-b15c-a96342ce9e15): BOTORCH_MODULAR, best RESULT: 64.8100913459158, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.237 │    1 │        0.237 │
│       2 │   0.088 │    1 │        0.088 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.124 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.495 │      │              │
│     Max │   0.237 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.034 │    1 │        0.034 │
│         2 │   0.076 │    1 │        0.076 │
│         3 │   0.408 │    1 │        0.408 │
│         4 │   0.437 │    1 │        0.437 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.239 │      │              │
│    Median │   0.242 │      │              │
│     Total │   0.956 │      │              │
│       Max │   0.437 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767525830,784.71484375,27.1

`RESULT` (goal: minimize)

Best value: 64.810091345916
Achieved at:
- run_time = 6
- a = 59.810091345916
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	64.8101	105.7401	87.9472	15.9155	4
a	45.5177	94.1933	67.0693	17.7181	4
b	5	60.2224	20.8779	22.9662	4

submitit INFO (2026-01-04 11:23:53,548) - Starting with JobEnvironment(job_id=134439, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:23:53,549) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/134439/134439_submitted.pkl
Trial-Index: 0

Parameters: {"a": 45.517669171094894, "b": 60.2223864197731}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (45.51766917109489440918 + 60.22238641977310180664)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1767525817.817973
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1767525821.0549703
Last modification: 1767525817.817973
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (45.51766917109489440918 + 60.22238641977310180664)'
stdout:
 RESULT: 105.740055590868
stderr was empty
Result: {'RESULT': 105.740055590868}
Final-results: {'RESULT': 105.740055590868}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:24:01,174) - Job completed successfully
submitit INFO (2026-01-04 11:24:01,174) - Exiting after successful completion