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
5.0	6.649127586296622	11.6491275863

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

2025-11-03 12:03:34 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275863, finishing jobs, finished 1 job

Git-Version

Commit: ad3c4a024259e2dddd453b72bdb2d22633c3eada (9036-4-gad3c4a024)

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
0,1762171369,2,22117e4f-9251-4c12-9800-3831ed55d142,1762171371,1762171377,6,perl -e 'print "RESULT: " . (83.52936267852783203125 + 54.47970271110534667969)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,138.009065389600010576032218523324,83.52936267852783203125,54.4797027111053466796875
1,1762171380,2,22117e4f-9251-4c12-9800-3831ed55d142,1762171382,1762171388,6,perl -e 'print "RESULT: " . (8.85950385592877864838 + 36.07406207825988531113)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,44.93356593419999711613854742609,8.85950385592877864837646484375,36.074062078259885311126708984375
2,1762171392,2,22117e4f-9251-4c12-9800-3831ed55d142,1762171394,1762171400,6,perl -e 'print "RESULT: " . (5 + 6.64912758629662192789)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,11.649127586300000558594547328539,5,6.649127586296621927886008052155
3,1762171403,2,22117e4f-9251-4c12-9800-3831ed55d142,1762171405,1762171411,6,perl -e 'print "RESULT: " . (25.470759360299293661 + 5)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,30.470759360299300766428132192232,25.47075936029929366100077459123,5


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

Current git-hash: ad3c4a024259e2dddd453b72bdb2d22633c3eada (last fully tested stable version 4 commits ago [08e0a223bfd039e9f94664c10d2f495d3ed3093c, 9036])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 12:02:46] 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: e56aef3c-b681-4855-98c5-f82aba36ab9d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Makes grid search look like it's still |
|  on dial-up.                                      |
 \                                                 /
  =================================================
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                                                        |\_|/__/|
                                                        / / \/ \  \
                                                       /__|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=15 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        ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 5.0 │ 6.649127586296622 │ 11.6491275863 │
└─────┴───────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 12:02:49 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, Started OmniOpt2 run...
2025-11-03 12:02:49 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, getting new HP set (no sbatch)
2025-11-03 12:02:49 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 12:02:49 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, eval #1/1 start                    
2025-11-03 12:02:49 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, starting new job                   
2025-11-03 12:02:50 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, started new job                    
2025-11-03 12:02:59 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, new result: RESULT: 138.009065     
2025-11-03 12:03:00 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, finishing jobs, finished 1 job
2025-11-03 12:03:00 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, getting new HP set (no sbatch)
2025-11-03 12:03:00 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, requested 1 jobs, got 1, 0.03 s/job
2025-11-03 12:03:00 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, eval #1/1 start                    
2025-11-03 12:03:00 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, starting new job                   
2025-11-03 12:03:00 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, started new job                    
2025-11-03 12:03:09 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 138.009065389633, new result: RESULT: 44.933566      
2025-11-03 12:03:11 (22117e4f-9251-4c12-9800-3831ed55d142): SOBOL, best RESULT: 44.9335659341887, finishing jobs, finished 1 job     
2025-11-03 12:03:12 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 44.9335659341887, getting new HP set (no sbatch)
2025-11-03 12:03:12 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 44.9335659341887, requested 1 jobs, got 1, 0.52 s/job
2025-11-03 12:03:12 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 44.9335659341887, eval #1/1 start                    
2025-11-03 12:03:12 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 44.9335659341887, starting new job                   
2025-11-03 12:03:12 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 44.9335659341887, started new job                    
2025-11-03 12:03:21 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 44.9335659341887, new result: RESULT: 11.649128      
2025-11-03 12:03:22 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, finishing jobs, finished 1 job     
2025-11-03 12:03:23 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, getting new HP set (no sbatch)     
2025-11-03 12:03:23 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, requested 1 jobs, got 1, 0.46 s/job
2025-11-03 12:03:23 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, eval #1/1 start                    
2025-11-03 12:03:23 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, starting new job                   
2025-11-03 12:03:23 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, started new job                    
2025-11-03 12:03:32 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275862966, new result: RESULT: 30.470759      
2025-11-03 12:03:34 (22117e4f-9251-4c12-9800-3831ed55d142): BOTORCH_MODULAR, best RESULT: 11.6491275863, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.095 │    1 │        0.095 │
│       2 │   0.062 │    1 │        0.062 │
│       3 │   0.062 │    1 │        0.062 │
│       4 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.070 │      │              │
│  Median │   0.063 │      │              │
│   Total │   0.282 │      │              │
│     Max │   0.095 │      │              │
│     Min │   0.062 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.520 │    1 │        0.520 │
│         4 │   0.462 │    1 │        0.462 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.256 │      │              │
│    Median │   0.248 │      │              │
│     Total │   1.024 │      │              │
│       Max │   0.520 │      │              │
│       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
1762171367,749.640625,28.8

`RESULT` (goal: minimize)

Best value: 11.6491275863
Achieved at:
- run_time = 6
- a = 5
- b = 6.6491275862966

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	11.6491	138.0091	56.2656	48.6477	4
a	5	83.5294	30.7149	31.4475	4
b	5	54.4797	25.5507	20.78	4

submitit INFO (2025-11-03 12:02:50,294) - Starting with JobEnvironment(job_id=160127, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 12:02:50,294) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160127/160127_submitted.pkl
Trial-Index: 0

Parameters: {"a": 83.52936267852783, "b": 54.47970271110535}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (83.52936267852783203125 + 54.47970271110534667969)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762171359.7398422
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762171362.4858446
Last modification: 1762171359.7398422
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (83.52936267852783203125 + 54.47970271110534667969)'
stdout:
 RESULT: 138.009065389633
stderr was empty
Result: {'RESULT': 138.009065389633}
Final-results: {'RESULT': 138.009065389633}
EXIT_CODE: 0
submitit INFO (2025-11-03 12:02:57,823) - Job completed successfully
submitit INFO (2025-11-03 12:02:57,823) - Exiting after successful completion