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
20.652275661645422	76.67015167870974	97.3224273404

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

2025-12-28 15:37:03 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273404, finishing jobs, finished 1 job

Git-Version

Commit: 170393d83dd9480ab7817e51389aae8dc4b1ecf2 (9176-12-g170393d83)

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
0,1766936178,2,72449c8c-fd16-44a6-afc6-7496e758322a,1766936180,1766936186,6,perl -e 'print "RESULT: " . (35.65855771303176879883 + 67.4679329991340637207)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,103.126490712199995414266595616937,35.658557713031768798828125,67.467932999134063720703125
1,1766936189,2,72449c8c-fd16-44a6-afc6-7496e758322a,1766936191,1766936197,6,perl -e 'print "RESULT: " . (68.13893458805978298187 + 47.54726073238998651505)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,115.686195320400003083705087192357,68.13893458805978298187255859375,47.547260732389986515045166015625
2,1766936201,2,72449c8c-fd16-44a6-afc6-7496e758322a,1766936203,1766936209,6,perl -e 'print "RESULT: " . (20.6522756616454223888 + 76.67015167870974323705)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,97.322427340399997319764224812388,20.652275661645422388801307533868,76.670151678709743237050133757293
3,1766936212,2,72449c8c-fd16-44a6-afc6-7496e758322a,1766936214,1766936220,6,perl -e 'print "RESULT: " . (5.6244741257535828538 + 98.26686505060114029675)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,103.891339176355003814933297690004,5.624474125753582853803891339339,98.266865050601140296748781111091


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

Current git-hash: 170393d83dd9480ab7817e51389aae8dc4b1ecf2 (last fully tested stable version 12 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 15:36:14] 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: 76f9a6d8-e657-4c2c-9c25-6e52a6e96c17
  ___________________________________
| OmniOpt2 - Fine-tuning like a boss! |
  ===================================
                                   \
                                    \
                                      ^__^
                                      (oo)\_______
                                      (__)\       )\/\
                                          ||----w |
                                          ||     ||
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=217 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        ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 20.652275661645422 │ 76.67015167870974 │ 97.3224273404 │
└────────────────────┴───────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 15:36:18 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, Started OmniOpt2 run...
2025-12-28 15:36:18 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, getting new HP set (no sbatch)
2025-12-28 15:36:18 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 15:36:18 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, eval #1/1 start                    
2025-12-28 15:36:18 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, starting new job                   
2025-12-28 15:36:18 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, started new job                    
2025-12-28 15:36:27 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, new result: RESULT: 103.126491     
2025-12-28 15:36:29 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, finishing jobs, finished 1 job
2025-12-28 15:36:29 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, getting new HP set (no sbatch)
2025-12-28 15:36:29 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, requested 1 jobs, got 1, 0.07 s/job
2025-12-28 15:36:29 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, eval #1/1 start                    
2025-12-28 15:36:29 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, starting new job                   
2025-12-28 15:36:29 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, started new job                    
2025-12-28 15:36:38 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.126490712166, new result: RESULT: 115.686195     
2025-12-28 15:36:40 (72449c8c-fd16-44a6-afc6-7496e758322a): SOBOL, best RESULT: 103.1264907122, finishing jobs, finished 1 job       
2025-12-28 15:36:41 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 103.1264907122, getting new HP set (no sbatch)
2025-12-28 15:36:41 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 103.1264907122, requested 1 jobs, got 1, 0.48 s/job
2025-12-28 15:36:41 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 103.1264907122, eval #1/1 start                    
2025-12-28 15:36:41 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 103.1264907122, starting new job                   
2025-12-28 15:36:41 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 103.1264907122, started new job                    
2025-12-28 15:36:50 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 103.1264907122, new result: RESULT: 97.322427      
2025-12-28 15:36:52 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, finishing jobs, finished 1 job   
2025-12-28 15:36:52 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, getting new HP set (no sbatch)   
2025-12-28 15:36:52 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, requested 1 jobs, got 1, 0.41 s/job
2025-12-28 15:36:52 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, eval #1/1 start                    
2025-12-28 15:36:52 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, starting new job                   
2025-12-28 15:36:52 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, started new job                    
2025-12-28 15:37:01 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273403552, new result: RESULT: 103.891339     
2025-12-28 15:37:03 (72449c8c-fd16-44a6-afc6-7496e758322a): BOTORCH_MODULAR, best RESULT: 97.3224273404, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.231 │    1 │        0.231 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.084 │    1 │        0.084 │
│       4 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.122 │      │              │
│  Median │   0.086 │      │              │
│   Total │   0.488 │      │              │
│     Max │   0.231 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.033 │    1 │        0.033 │
│         2 │   0.069 │    1 │        0.069 │
│         3 │   0.485 │    1 │        0.485 │
│         4 │   0.408 │    1 │        0.408 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.249 │      │              │
│    Median │   0.238 │      │              │
│     Total │   0.995 │      │              │
│       Max │   0.485 │      │              │
│       Min │   0.033 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766936175,784.171875,27.1

`RESULT` (goal: minimize)

Best value: 97.3224273404
Achieved at:
- run_time = 6
- a = 20.652275661645
- b = 76.67015167871

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	97.3224	115.6862	105.0066	6.6686	4
a	5.6245	68.1389	32.5186	23.145	4
b	47.5473	98.2669	72.4881	18.2297	4

submitit INFO (2025-12-28 15:36:19,072) - Starting with JobEnvironment(job_id=123569, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 15:36:19,072) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/123569/123569_submitted.pkl
Trial-Index: 0

Parameters: {"a": 35.65855771303177, "b": 67.46793299913406}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (35.65855771303176879883 + 67.4679329991340637207)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1766936163.209653
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1766936166.8196318
Last modification: 1766936163.209653
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (35.65855771303176879883 + 67.4679329991340637207)'
stdout:
 RESULT: 103.126490712166
stderr was empty
Result: {'RESULT': 103.126490712166}
Final-results: {'RESULT': 103.126490712166}
EXIT_CODE: 0
submitit INFO (2025-12-28 15:36:26,659) - Job completed successfully
submitit INFO (2025-12-28 15:36:26,660) - Exiting after successful completion