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
14.795461368750608	41.04632913242488	55.8417905011755

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

2025-10-21 08:05:20 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 55.8417905011755, finishing jobs, finished 1 job

Git-Version

Commit: 92cf40fe87120c8d418b1477cfad43a49740618b (8689-5-g92cf40fe8)

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
0,1761033876,2,dfc09338-5f3a-497b-91e0-e99cbc207b4c,1761033878,1761033884,6,perl -e 'print "RESULT: " . (18.09732146561145782471 + 60.58992415666580200195)',0,,runnervmnfq8z,0_0,COMPLETED,SOBOL,78.687245622299997194204479455948,18.09732146561145782470703125,60.589924156665802001953125
1,1761033887,2,dfc09338-5f3a-497b-91e0-e99cbc207b4c,1761033889,1761033895,6,perl -e 'print "RESULT: " . (92.80009667854756116867 + 12.82413376495242118835)',0,,runnervmnfq8z,1_0,COMPLETED,SOBOL,105.624230443499996567879861686379,92.800096678547561168670654296875,12.8241337649524211883544921875
2,1761033898,2,dfc09338-5f3a-497b-91e0-e99cbc207b4c,1761033900,1761033906,6,perl -e 'print "RESULT: " . (5 + 86.542087207561664286)',0,,runnervmnfq8z,2_0,COMPLETED,BOTORCH_MODULAR,91.542087207600005172025703359395,5,86.542087207561664286004088353366
3,1761033909,2,dfc09338-5f3a-497b-91e0-e99cbc207b4c,1761033911,1761033917,6,perl -e 'print "RESULT: " . (14.79546136875060824423 + 41.04632913242488001515)',0,,runnervmnfq8z,3_0,COMPLETED,BOTORCH_MODULAR,55.841790501175502470232459018007,14.795461368750608244226896204054,41.046329132424880015150847611949


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

Current git-hash: 92cf40fe87120c8d418b1477cfad43a49740618b (last fully tested stable version 5 commits ago [9043d91dbe370183252bdf120ecb2c226402839d, 8689])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 10-21 08:04:35] 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: 41e62ed8-2eab-4def-9d84-cbf1bfaf61ee
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Borges' infinite library, but eve |
| ry book is a different model configuration.       |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     \
                                                         .    _  .
                                                        |\_|/__/|
                                                        / / \/ \  \
                                                       /__|O||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=6 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           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 14.795461368750608 │ 41.04632913242488 │ 55.8417905011755 │
└────────────────────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-21 08:04:36 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, Started OmniOpt2 run...
2025-10-21 08:04:36 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, getting new HP set (no sbatch)
2025-10-21 08:04:36 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-10-21 08:04:36 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, eval #1/1 start                    
2025-10-21 08:04:36 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, starting new job                   
2025-10-21 08:04:36 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, started new job                    
2025-10-21 08:04:45 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, new result: 78.6872456222773       
2025-10-21 08:04:47 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, finishing jobs, finished 1 job
2025-10-21 08:04:47 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, getting new HP set (no sbatch)
2025-10-21 08:04:47 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, requested 1 jobs, got 1, 0.04 s/job
2025-10-21 08:04:47 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, eval #1/1 start                    
2025-10-21 08:04:47 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, starting new job                   
2025-10-21 08:04:47 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, started new job                    
2025-10-21 08:04:56 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456222773, new result: 105.6242304435         
2025-10-21 08:04:58 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, finishing jobs, finished 1 job        
2025-10-21 08:04:58 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, getting new HP set (no sbatch)        
2025-10-21 08:04:58 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, requested 1 jobs, got 1, 0.47 s/job   
2025-10-21 08:04:58 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, eval #1/1 start                       
2025-10-21 08:04:58 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, starting new job                      
2025-10-21 08:04:58 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, started new job                       
2025-10-21 08:05:07 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, new result: 91.5420872075617          
2025-10-21 08:05:09 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, finishing jobs, finished 1 job        
2025-10-21 08:05:09 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, getting new HP set (no sbatch)        
2025-10-21 08:05:09 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, requested 1 jobs, got 1, 0.49 s/job   
2025-10-21 08:05:09 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, eval #1/1 start                       
2025-10-21 08:05:09 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, starting new job                      
2025-10-21 08:05:09 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, started new job                       
2025-10-21 08:05:18 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 78.6872456223, new result: 55.8417905011755          
2025-10-21 08:05:20 (dfc09338-5f3a-497b-91e0-e99cbc207b4c): SOBOL, best RESULT: 55.8417905011755, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.095 │    1 │        0.095 │
│       2 │   0.061 │    1 │        0.061 │
│       3 │   0.061 │    1 │        0.061 │
│       4 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.070 │      │              │
│  Median │   0.061 │      │              │
│   Total │   0.278 │      │              │
│     Max │   0.095 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.045 │    1 │        0.045 │
│         3 │   0.466 │    1 │        0.466 │
│         4 │   0.494 │    1 │        0.494 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.256 │      │              │
│    Median │   0.255 │      │              │
│     Total │   1.026 │      │              │
│       Max │   0.494 │      │              │
│       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

timestamp,ram_usage_mb,cpu_usage_percent
1761033876,754.015625,24.8
1761033876,754.015625,100.0

`RESULT` (goal: minimize)

Best value: 55.841790501176
Achieved at:
- run_time = 6
- a = 14.795461368751
- b = 41.046329132425

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	55.8418	105.6242	82.9238	18.3096	4
a	5	92.8001	32.6732	35.0468	4
b	12.8241	86.5421	50.2506	26.9696	4

submitit INFO (2025-10-21 08:04:36,898) - Starting with JobEnvironment(job_id=143797, hostname=runnervmnfq8z, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-21 08:04:36,898) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/143797/143797_submitted.pkl
Trial-Index: 0

Parameters: {"a": 18.097321465611458, "b": 60.5899241566658}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (18.09732146561145782471 + 60.58992415666580200195)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1761033867.5643094
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1761033870.711343
Last modification: 1761033867.5643094
Hostname: runnervmnfq8z
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (18.09732146561145782471 + 60.58992415666580200195)'
stdout:
 RESULT: 78.6872456222773
stderr was empty
Result: {'RESULT': 78.6872456222773}
Final-results: {'RESULT': 78.6872456222773}
EXIT_CODE: 0
submitit INFO (2025-10-21 08:04:44,424) - Job completed successfully
submitit INFO (2025-10-21 08:04:44,425) - Exiting after successful completion