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
-100.0	-100.0	-94.44411406047874	1.0	-100	-94.44411406047874	-100	1	-318866.638212735

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

2025-11-03 11:26:23 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, finishing jobs, finished 1 job

Git-Version

Commit: ad3c4a024259e2dddd453b72bdb2d22633c3eada (9034-6-gad3c4a024)

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,-157869.309227910009212791919708251953,-79,-27.01935231685638427734375,-83,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-30222.514937319800083059817552566528,-4,-48.902870922910764761581958737224,4,2
2,1762169161,2,bdd90227-c92d-41eb-a440-33ea15200f54,1762169163,1762169169,6,./.tests/optimization_example  --int_param='-100' --float_param='-94.44411406047873924763' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,runnervmxu1zt,-100,-100,-94.444114060478739247628254815936,1,2_0,COMPLETED,BOTORCH_MODULAR,-318866.63821273500798270106315612793,-100,-94.444114060478739247628254815936,-100,1
3,1762169173,2,bdd90227-c92d-41eb-a440-33ea15200f54,1762169175,1762169181,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='1' --int_param_two='-48' --nr_results=1,0,,runnervmxu1zt,-100,-48,-100,1,3_0,COMPLETED,BOTORCH_MODULAR,-248626.92000000001280568540096282959,-100,-100,-48,1


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

Current git-hash: ad3c4a024259e2dddd453b72bdb2d22633c3eada (last fully tested stable version 6 commits ago [88d7195d45aaf79ed7f44a981cd9b32c7da2adbc, 9034])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 11:25:57] 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: 12e72e09-2216-4f3e-bacd-87a7687d387b
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: the art of maki |
| ng educated guesses look scientific!              |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                            / \\  //\\
                                                             |\\___/|      /   \\//  \\\\
                                                             /0  0  \\__  /    //  | \\ \\
                                                            /     /  \\/_/    //   |  \\  \\
                                                            \@_^_\@'/   \\/_   //    |   \\   \\
                                                            //_^_/     \\/_ //     |    \\    \\
                                                         ( //) |        \\///      |     \\     \\
                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
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=100 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ -94.44411406047874  │ 1.0                  │ -100      │ -94.44411406047874 │ -100          │ 1            │ -318866.638212735 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 11:26:00 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-03 11:26:01 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-03 11:26:01 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.15 s/job
2025-11-03 11:26:01 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-03 11:26:01 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, starting new job                   
2025-11-03 11:26:01 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, started new job                    
2025-11-03 11:26:10 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, new result: RESULT: -318866.638213 
2025-11-03 11:26:12 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, finishing jobs, finished 1 job
2025-11-03 11:26:13 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, getting new HP set (no sbatch)
2025-11-03 11:26:13 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, requested 1 jobs, got 1, 1.00 s/job
2025-11-03 11:26:13 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, eval #1/1 start                    
2025-11-03 11:26:13 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, starting new job                   
2025-11-03 11:26:13 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, started new job                    
2025-11-03 11:26:22 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, new result: RESULT: -248626.920000 
2025-11-03 11:26:23 (bdd90227-c92d-41eb-a440-33ea15200f54): BOTORCH_MODULAR, best RESULT: -318866.638212735, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.099 │    1 │        0.099 │
│       2 │   0.066 │    1 │        0.066 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.082 │      │              │
│  Median │   0.082 │      │              │
│   Total │   0.164 │      │              │
│     Max │   0.099 │      │              │
│     Min │   0.066 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.150 │    1 │        1.150 │
│         2 │   1.001 │    1 │        1.001 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.076 │      │              │
│    Median │   1.076 │      │              │
│     Total │   2.151 │      │              │
│       Max │   1.150 │      │              │
│       Min │   1.001 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762169157,753.1015625,28.8

`RESULT` (goal: minimize)

Best value: -318866.63821274
Achieved at:
- int_param = -100
- float_param = -94.444114060479
- int_param_two = -100
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-48	-74	26	2
OO_Info_float_param	-100	-94.4441	-97.2221	2.7779	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-318866.6382	-30222.5149	-188896.3456	107935.2584	4
int_param	-100	-4	-70.75	39.4802	4
float_param	-100	-27.0194	-67.5916	30.6869	4
int_param_two	-100	4	-56.75	39.7704	4
choice_param	1	2	1.25	0.433	4

submitit INFO (2025-11-03 11:26:02,091) - Starting with JobEnvironment(job_id=92833, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 11:26:02,091) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/92833/92833_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -94.44411406047874, "int_param_two": -100, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-94.44411406047873924763' --choice_param='1' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762168765.3839374
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762169124.3324003
Last modification: 1762168765.3839374
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-94.44411406047873924763' --choice_param='1' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -94.44411406047873924763
OO-Info: choice_param: 1
RESULT: -318866.638212735

stderr was empty
Result: {'RESULT': -318866.638212735}
Final-results: {'RESULT': -318866.638212735}
EXIT_CODE: 0
submitit INFO (2025-11-03 11:26:09,661) - Job completed successfully
submitit INFO (2025-11-03 11:26:09,662) - Exiting after successful completion