OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	2

Best RESULT, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
nan	nan	nan	nan	-75	-91.29558878941104	-94	8	-254234.124202993

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	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 13:01:35 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, finishing jobs, finished 1 job

Git-Version

Commit: 4234251da23ca4c1533f0765399f244bdc2000bc (9051-5-g4234251da)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-23206.726890681598888477310538291931,-19,-34.88509356975555419921875,-6,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-254234.124202992999926209449768066406,-75,-91.295588789411041830135218333453,-94,8
2,1762261272,2,c6ec80c5-898b-4fc1-a96c-65e12cda339f,1762261274,1762261280,6,./.tests/optimization_example  --int_param='-100' --float_param='-23.81806860805300374295' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,runnervmxu1zt,-100,-100,-23.818068608053003742952569155023,8,2_0,COMPLETED,BOTORCH_MODULAR,-228285.73078298399923369288444519043,-100,-23.818068608053003742952569155023,-100,8
3,1762261284,2,c6ec80c5-898b-4fc1-a96c-65e12cda339f,1762261286,1762261292,6,./.tests/optimization_example  --int_param='10' --float_param='-64.14917114756163130096' --choice_param='8' --int_param_two='-59' --nr_results=1,0,,runnervmxu1zt,10,-59,-64.149171147561631300959561485797,8,3_0,COMPLETED,BOTORCH_MODULAR,-88729.798703947701142169535160064697,10,-64.149171147561631300959561485797,-59,8


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

Current git-hash: 4234251da23ca4c1533f0765399f244bdc2000bc (last fully tested stable version 5 commits ago [76ba8978a9c5650bee9986b6a83b16f50a628239, 9051])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 13:01:07] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: fc683cd6-80e7-411e-be5c-4e1970295344
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                       /- _  `-/  '
                                                      (/\/ \ \   /\
                                                      / /   | `    \
                                                      O O   ) /    |
                                                      `-^--'`<     '
                                                     (_.)  _  )   /
                                                      `.___/`    /
                                                        `-----' /
                                           <----.     __ / __   \
                                           <----|====O)))==) \) /====
                                           <----'    `--' `.__,' \
                                                        |        |
                                                         \       /
                                                   ______( (_  / \______
                                                 ,'  ,-----'   |        \
                                                 `--{__________)        \/
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=369 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 5 steps.
Run-Program: ./.tests/optimization_example  --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=1
                                           Experiment parameters                                            
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        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: 2 + inserted jobs: 2)                                                                
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ -75       │ -91.29558878941104 │ -94           │ 8            │ -254234.124202993 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
Not printing sixel graphics in CI
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 13:01:11 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-04 13:01:12 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-04 13:01:12 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.97 s/job
2025-11-04 13:01:12 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-04 13:01:12 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, starting new job                   
2025-11-04 13:01:12 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, started new job                    
2025-11-04 13:01:21 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, new result: RESULT: -228285.730783 
2025-11-04 13:01:23 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, finishing jobs, finished 1 job
2025-11-04 13:01:24 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, getting new HP set (no sbatch)
2025-11-04 13:01:24 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, requested 1 jobs, got 1, 1.13 s/job
2025-11-04 13:01:24 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, eval #1/1 start                    
2025-11-04 13:01:24 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, starting new job                   
2025-11-04 13:01:24 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, started new job                    
2025-11-04 13:01:33 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, new result: RESULT: -88729.798704  
2025-11-04 13:01:35 (c6ec80c5-898b-4fc1-a96c-65e12cda339f): BOTORCH_MODULAR, best RESULT: -254234.124202993, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.098 │    1 │        0.098 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.083 │      │              │
│  Median │   0.083 │      │              │
│   Total │   0.166 │      │              │
│     Max │   0.098 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.965 │    1 │        0.965 │
│         2 │   1.128 │    1 │        1.128 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.047 │      │              │
│    Median │   1.047 │      │              │
│     Total │   2.093 │      │              │
│       Max │   1.128 │      │              │
│       Min │   0.965 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
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	10
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	None
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	1
worker_timeout	10
slurm_use_srun	False
time
partition
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
1762261267,752.6640625,28.7

`RESULT` (goal: minimize)

Best value: -254234.12420299
Achieved at:
- int_param = -75
- float_param = -91.295588789411
- int_param_two = -94
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-100	-59	-79.5	20.5	2
OO_Info_float_param	-64.1492	-23.8181	-43.9836	20.1656	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-254234.1242	-23206.7269	-148614.0951	95937.8667	4
int_param	-100	10	-46	43.652	4
float_param	-91.2956	-23.8181	-53.537	26.3127	4
int_param_two	-100	-6	-64.75	37.3589	4
choice_param	1	8	6.25	3.0311	4

submitit INFO (2025-11-04 13:01:12,579) - Starting with JobEnvironment(job_id=92839, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 13:01:12,579) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/92839/92839_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -23.818068608053004, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-23.81806860805300374295' --choice_param='8' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762260856.0595458
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762261231.7134664
Last modification: 1762260856.0595458
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-23.81806860805300374295' --choice_param='8' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -23.81806860805300374295
OO-Info: choice_param: 8
RESULT: -228285.730782984

stderr was empty
Result: {'RESULT': -228285.730782984}
Final-results: {'RESULT': -228285.730782984}
EXIT_CODE: 0
submitit INFO (2025-11-04 13:01:20,188) - Job completed successfully
submitit INFO (2025-11-04 13:01:20,188) - Exiting after successful completion