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
14.09166422531114	5.0	19.0916642253111

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

2025-12-29 11:54:14 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 19.0916642253111, finishing jobs, finished 1 job

Git-Version

Commit: b36728209aab302ca054134fba7039e9499bcb51 (9210-2-gb36728209)

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
0,1767009210,2,3baf38e9-4894-4202-9efc-b7d5d086bcf7,1767009212,1767009218,6,perl -e 'print "RESULT: " . (56.58551931381225585938 + 91.831951141357421875)',0,,runnervmdwttx,0_0,COMPLETED,SOBOL,148.417470455200003698337241075933,56.585519313812255859375,91.831951141357421875
1,1767009220,2,3baf38e9-4894-4202-9efc-b7d5d086bcf7,1767009222,1767009228,6,perl -e 'print "RESULT: " . (41.56263249926269054413 + 43.69203175418078899384)',0,,runnervmdwttx,1_0,COMPLETED,SOBOL,85.254664253399994322535349056125,41.56263249926269054412841796875,43.69203175418078899383544921875
2,1767009232,1,3baf38e9-4894-4202-9efc-b7d5d086bcf7,1767009233,1767009240,7,perl -e 'print "RESULT: " . (35.28835042167185775952 + 23.66593518901874304561)',0,,runnervmdwttx,2_0,COMPLETED,BOTORCH_MODULAR,58.954285610699997732808697037399,35.288350421671857759520207764581,23.66593518901874304560806194786
3,1767009243,2,3baf38e9-4894-4202-9efc-b7d5d086bcf7,1767009245,1767009251,6,perl -e 'print "RESULT: " . (14.09166422531114015726 + 5)',0,,runnervmdwttx,3_0,COMPLETED,BOTORCH_MODULAR,19.091664225311099301052308874205,14.091664225311140157259615079965,5


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

Current git-hash: b36728209aab302ca054134fba7039e9499bcb51 (last fully tested stable version 2 commits ago [815910076e3b15c9f886789a2fc0797945e4f03f, 9210])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-29 11:53:27] 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: 6d0e5c5c-f1a3-460b-acec-6c4eeb3254e3
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dialing in parameters like Homer Simps |
| on at an all-you-can-eat buffet - endless tweaks! |
 \                                                 /
  =================================================
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                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=251 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 14.09166422531114 │ 5.0 │ 19.0916642253111 │
└───────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-29 11:53:30 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, Started OmniOpt2 run...
2025-12-29 11:53:30 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, getting new HP set (no sbatch)
2025-12-29 11:53:30 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-12-29 11:53:30 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, eval #1/1 start                    
2025-12-29 11:53:30 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, starting new job                   
2025-12-29 11:53:30 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, started new job                    
2025-12-29 11:53:39 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, new result: RESULT: 148.417470     
2025-12-29 11:53:40 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, finishing jobs, finished 1 job
2025-12-29 11:53:40 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, getting new HP set (no sbatch)
2025-12-29 11:53:40 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, requested 1 jobs, got 1, 0.05 s/job
2025-12-29 11:53:40 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, eval #1/1 start                    
2025-12-29 11:53:40 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, starting new job                   
2025-12-29 11:53:40 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, started new job                    
2025-12-29 11:53:50 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 148.41747045517, new result: RESULT: 85.254664      
2025-12-29 11:53:51 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): SOBOL, best RESULT: 85.2546642534435, finishing jobs, finished 1 job    
2025-12-29 11:53:52 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 85.2546642534435, getting new HP set (no sbatch)
2025-12-29 11:53:52 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 85.2546642534435, requested 1 jobs, got 1, 0.44 s/job
2025-12-29 11:53:52 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 85.2546642534435, eval #1/1 start                    
2025-12-29 11:53:52 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 85.2546642534435, starting new job                   
2025-12-29 11:53:52 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 85.2546642534435, started new job                    
2025-12-29 11:54:01 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 85.2546642534435, new result: RESULT: 58.954286      
2025-12-29 11:54:03 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, finishing jobs, finished 1 job     
2025-12-29 11:54:03 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, getting new HP set (no sbatch)     
2025-12-29 11:54:03 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, requested 1 jobs, got 1, 0.35 s/job
2025-12-29 11:54:03 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, eval #1/1 start                    
2025-12-29 11:54:03 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, starting new job                   
2025-12-29 11:54:03 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, started new job                    
2025-12-29 11:54:12 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 58.9542856106906, new result: RESULT: 19.091664      
2025-12-29 11:54:14 (3baf38e9-4894-4202-9efc-b7d5d086bcf7): BOTORCH_MODULAR, best RESULT: 19.0916642253111, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.065 │    1 │        0.065 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.075 │      │              │
│  Median │   0.065 │      │              │
│   Total │   0.301 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.045 │    1 │        0.045 │
│         3 │   0.442 │    1 │        0.442 │
│         4 │   0.355 │    1 │        0.355 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.216 │      │              │
│    Median │   0.200 │      │              │
│     Total │   0.864 │      │              │
│       Max │   0.442 │      │              │
│       Min │   0.022 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767009208,756.6640625,28.7

`RESULT` (goal: minimize)

Best value: 19.091664225311
Achieved at:
- run_time = 6
- a = 14.091664225311
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.25	0.433	4
RESULT	19.0917	148.4175	77.9295	47.0217	4
a	14.0917	56.5855	36.882	15.265	4
b	5	91.832	41.0475	32.3558	4

submitit INFO (2025-12-29 11:53:30,701) - Starting with JobEnvironment(job_id=137126, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 11:53:30,701) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137126/137126_submitted.pkl
Trial-Index: 0

Parameters: {"a": 56.585519313812256, "b": 91.83195114135742}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (56.58551931381225585938 + 91.831951141357421875)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1767009200.2811708
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1767009203.194146
Last modification: 1767009200.2811708
Hostname: runnervmdwttx
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (56.58551931381225585938 + 91.831951141357421875)'
stdout:
 RESULT: 148.41747045517
stderr was empty
Result: {'RESULT': 148.41747045517}
Final-results: {'RESULT': 148.41747045517}
EXIT_CODE: 0
submitit INFO (2025-12-29 11:53:38,232) - Job completed successfully
submitit INFO (2025-12-29 11:53:38,233) - Exiting after successful completion