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
11.15899134427309	19.93258945643902	31.0915808007

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 11:58:18 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, finishing jobs, finished 1 job

Git-Version

Commit: 285f9e6c99c01e40978b706db754c1269bacb3e4 (9210-1-g285f9e6c9)

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
0,1767009454,2,8bd1ed1f-0573-4358-b921-6a94c3af2b29,1767009456,1767009462,6,perl -e 'print "RESULT: " . (11.15899134427309036255 + 19.93258945643901824951)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,31.091580800700000963843194767833,11.158991344273090362548828125,19.93258945643901824951171875
1,1767009465,2,8bd1ed1f-0573-4358-b921-6a94c3af2b29,1767009467,1767009473,6,perl -e 'print "RESULT: " . (93.24787961319088935852 + 57.51380161847919225693)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,150.761681231700009675478213466704,93.2478796131908893585205078125,57.513801618479192256927490234375
2,1767009476,2,8bd1ed1f-0573-4358-b921-6a94c3af2b29,1767009478,1767009484,6,perl -e 'print "RESULT: " . (5 + 48.72728910438177507558)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,53.727289104400000496752909384668,5,48.7272891043817750755806628149
3,1767009487,2,8bd1ed1f-0573-4358-b921-6a94c3af2b29,1767009489,1767009495,6,perl -e 'print "RESULT: " . (30.96906302524446985558 + 5)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,35.969063025244501830002263886854,30.969063025244469855579154682346,5


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

Current git-hash: 285f9e6c99c01e40978b706db754c1269bacb3e4 (last fully tested stable version 1 commit ago [815910076e3b15c9f886789a2fc0797945e4f03f, 9210])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-29 11:57:29] 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: 65b92ef7-d3e1-46fb-a097-d565926dd0e8
  _________________________________________________
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| OmniOpt2 - Hyperparameters: The Hitchcock thrille |
| r of machine learning.                            |
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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=253 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 11.15899134427309 │ 19.93258945643902 │ 31.0915808007 │
└───────────────────┴───────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-29 11:57:34 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, Started OmniOpt2 run...
2025-12-29 11:57:34 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, getting new HP set (no sbatch)
2025-12-29 11:57:34 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-29 11:57:34 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, eval #1/1 start                    
2025-12-29 11:57:34 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, starting new job                   
2025-12-29 11:57:34 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, started new job                    
2025-12-29 11:57:43 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, new result: RESULT: 31.091581      
2025-12-29 11:57:45 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, finishing jobs, finished 1 job
2025-12-29 11:57:45 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, getting new HP set (no sbatch)
2025-12-29 11:57:45 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, requested 1 jobs, got 1, 0.07 s/job
2025-12-29 11:57:45 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, eval #1/1 start                    
2025-12-29 11:57:45 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, starting new job                   
2025-12-29 11:57:45 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, started new job                    
2025-12-29 11:57:54 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007121, new result: RESULT: 150.761681     
2025-12-29 11:57:56 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): SOBOL, best RESULT: 31.0915808007, finishing jobs, finished 1 job        
2025-12-29 11:57:56 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, getting new HP set (no sbatch)
2025-12-29 11:57:56 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, requested 1 jobs, got 1, 0.38 s/job
2025-12-29 11:57:56 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, eval #1/1 start                    
2025-12-29 11:57:56 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, starting new job                   
2025-12-29 11:57:56 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, started new job                    
2025-12-29 11:58:05 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, new result: RESULT: 53.727289      
2025-12-29 11:58:07 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, finishing jobs, finished 1 job     
2025-12-29 11:58:07 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, getting new HP set (no sbatch)     
2025-12-29 11:58:07 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, requested 1 jobs, got 1, 0.37 s/job
2025-12-29 11:58:07 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, eval #1/1 start                    
2025-12-29 11:58:07 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, starting new job                   
2025-12-29 11:58:07 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, started new job                    
2025-12-29 11:58:16 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, new result: RESULT: 35.969063      
2025-12-29 11:58:18 (8bd1ed1f-0573-4358-b921-6a94c3af2b29): BOTORCH_MODULAR, best RESULT: 31.0915808007, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.228 │    1 │        0.228 │
│       2 │   0.082 │    1 │        0.082 │
│       3 │   0.082 │    1 │        0.082 │
│       4 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.119 │      │              │
│  Median │   0.082 │      │              │
│   Total │   0.476 │      │              │
│     Max │   0.228 │      │              │
│     Min │   0.082 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.033 │    1 │        0.033 │
│         2 │   0.069 │    1 │        0.069 │
│         3 │   0.385 │    1 │        0.385 │
│         4 │   0.365 │    1 │        0.365 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.213 │      │              │
│    Median │   0.217 │      │              │
│     Total │   0.851 │      │              │
│       Max │   0.385 │      │              │
│       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
1767009451,784.0546875,27.3

`RESULT` (goal: minimize)

Best value: 31.0915808007
Achieved at:
- run_time = 6
- a = 11.158991344273
- b = 19.932589456439

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	31.0916	150.7617	67.8874	48.5834	4
a	5	93.2479	35.094	34.9193	4
b	5	57.5138	32.7934	21.2301	4

submitit INFO (2025-12-29 11:57:34,686) - Starting with JobEnvironment(job_id=134349, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 11:57:34,686) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/134349/134349_submitted.pkl
Trial-Index: 0

Parameters: {"a": 11.15899134427309, "b": 19.93258945643902}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (11.15899134427309036255 + 19.93258945643901824951)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1767009438.891577
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1767009442.4635646
Last modification: 1767009438.891577
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (11.15899134427309036255 + 19.93258945643901824951)'
stdout:
 RESULT: 31.0915808007121
stderr was empty
Result: {'RESULT': 31.0915808007121}
Final-results: {'RESULT': 31.0915808007121}
EXIT_CODE: 0
submitit INFO (2025-12-29 11:57:42,230) - Job completed successfully
submitit INFO (2025-12-29 11:57:42,230) - Exiting after successful completion