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
39.81449943485565	8.376020744421092	48.1905201792767

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 12:09:47 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 48.1905201792767, finishing jobs, finished 1 job

Git-Version

Commit: 9812430dc710edc134b5a49e8c7bfda8c78d31fc (9046-4-g9812430dc)

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
0,1762258143,2,cbc6d382-4ebd-4870-9783-bfcae2fcbe6c,1762258145,1762258151,6,perl -e 'print "RESULT: " . (61.53952687978744506836 + 13.24866008013486862183)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,74.788186959900002648282679729164,61.539526879787445068359375,13.248660080134868621826171875
1,1762258154,1,cbc6d382-4ebd-4870-9783-bfcae2fcbe6c,1762258155,1762258161,6,perl -e 'print "RESULT: " . (40.4327418934553861618 + 78.9010599721223115921)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,119.333801865599994584954401943833,40.43274189345538616180419921875,78.90105997212231159210205078125
2,1762258165,2,cbc6d382-4ebd-4870-9783-bfcae2fcbe6c,1762258167,1762258173,6,perl -e 'print "RESULT: " . (89.27339152681651057719 + 5)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,94.273391526799997564012301154435,89.273391526816510577191365882754,5
3,1762258176,2,cbc6d382-4ebd-4870-9783-bfcae2fcbe6c,1762258178,1762258184,6,perl -e 'print "RESULT: " . (39.81449943485564801904 + 8.37602074442109234553)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,48.190520179276703061077569145709,39.814499434855648019038198981434,8.376020744421092345532997569535


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

Current git-hash: 9812430dc710edc134b5a49e8c7bfda8c78d31fc (last fully tested stable version 4 commits ago [9ee07c539bf4aa1ec23f20d4e84a679cc03dbc6a, 9046])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 12:08:59] 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: c50ea9d3-f9cc-44a0-b925-8b9455cfc152
 ____  _      _      _  ____  ____ _____ ____ 
/  _ \/ \__/|/ \  /|/ \/  _ \/  __Y__ __Y_   \
| / \|| |\/||| |\ ||| || / \||  \/| / \  /   /
| \_/|| |  ||| | \||| || \_/||  __/ | | /   /_
\____/\_/  \|\_/  \|\_/\____/\_/    \_/ \____/
                                              

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=36 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 39.81449943485565 │ 8.376020744421092 │ 48.1905201792767 │
└───────────────────┴───────────────────┴──────────────────┘
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 12:09:03 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, Started OmniOpt2 run...
2025-11-04 12:09:03 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, getting new HP set (no sbatch)
2025-11-04 12:09:03 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 12:09:03 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, eval #1/1 start                    
2025-11-04 12:09:03 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, starting new job                   
2025-11-04 12:09:03 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, started new job                    
2025-11-04 12:09:12 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, new result: RESULT: 74.788187      
2025-11-04 12:09:13 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, finishing jobs, finished 1 job
2025-11-04 12:09:13 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, getting new HP set (no sbatch)
2025-11-04 12:09:13 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, requested 1 jobs, got 1, 0.03 s/job
2025-11-04 12:09:14 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, eval #1/1 start                    
2025-11-04 12:09:14 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, starting new job                   
2025-11-04 12:09:14 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, started new job                    
2025-11-04 12:09:23 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599223, new result: RESULT: 119.333802     
2025-11-04 12:09:24 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): SOBOL, best RESULT: 74.7881869599, finishing jobs, finished 1 job        
2025-11-04 12:09:25 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, getting new HP set (no sbatch)
2025-11-04 12:09:25 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, requested 1 jobs, got 1, 0.53 s/job
2025-11-04 12:09:25 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, eval #1/1 start                    
2025-11-04 12:09:25 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, starting new job                   
2025-11-04 12:09:25 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, started new job                    
2025-11-04 12:09:34 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, new result: RESULT: 94.273392      
2025-11-04 12:09:36 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, finishing jobs, finished 1 job     
2025-11-04 12:09:36 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, getting new HP set (no sbatch)     
2025-11-04 12:09:36 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, requested 1 jobs, got 1, 0.64 s/job
2025-11-04 12:09:36 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, eval #1/1 start                    
2025-11-04 12:09:36 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, starting new job                   
2025-11-04 12:09:36 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, started new job                    
2025-11-04 12:09:45 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 74.7881869599, new result: RESULT: 48.190520      
2025-11-04 12:09:47 (cbc6d382-4ebd-4870-9783-bfcae2fcbe6c): BOTORCH_MODULAR, best RESULT: 48.1905201792767, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.094 │    1 │        0.094 │
│       2 │   0.064 │    1 │        0.064 │
│       3 │   0.062 │    1 │        0.062 │
│       4 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.071 │      │              │
│  Median │   0.064 │      │              │
│   Total │   0.284 │      │              │
│     Max │   0.094 │      │              │
│     Min │   0.062 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.035 │    1 │        0.035 │
│         3 │   0.527 │    1 │        0.527 │
│         4 │   0.637 │    1 │        0.637 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.301 │      │              │
│    Median │   0.281 │      │              │
│     Total │   1.206 │      │              │
│       Max │   0.637 │      │              │
│       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
1762258139,749.7734375,28.8

`RESULT` (goal: minimize)

Best value: 48.190520179277
Achieved at:
- run_time = 6
- a = 39.814499434856
- b = 8.3760207444211

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	48.1905	119.3338	84.1465	26.0821	4
a	39.8145	89.2734	57.765	20.1845	4
b	5	78.9011	26.3814	30.4637	4

submitit INFO (2025-11-04 12:09:03,493) - Starting with JobEnvironment(job_id=159979, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 12:09:03,494) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/159979/159979_submitted.pkl
Trial-Index: 0

Parameters: {"a": 61.539526879787445, "b": 13.248660080134869}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (61.53952687978744506836 + 13.24866008013486862183)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762258132.2244678
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762258135.1345065
Last modification: 1762258132.2244678
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (61.53952687978744506836 + 13.24866008013486862183)'
stdout:
 RESULT: 74.7881869599223
stderr was empty
Result: {'RESULT': 74.7881869599223}
Final-results: {'RESULT': 74.7881869599223}
EXIT_CODE: 0
submitit INFO (2025-11-04 12:09:11,028) - Job completed successfully
submitit INFO (2025-11-04 12:09:11,028) - Exiting after successful completion