OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	4

Best RESULT, min (total: 2 + inserted jobs: 4)

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	-227.67208724388743	hallo	-100	-227.67208724388743	-100	hallo	-761525.521824272

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-27 20:25:31 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -761525.521824272, finishing jobs, finished 1 job

Git-Version

Commit: dbbd7ab45b9033e1031e76f20727f7b6dd3fe616 (9165-1-gdbbd7ab45)

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,-102044.398902265995275229215621948242,-41,0.78243076801300048828125,-85,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-72538.669212829699972644448280334473,-37,-68.159653643815005352735170163214,-5,1
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-237058.149635920999571681022644042969,-100,-36.104293736690564742275455500931,-100,hallo
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-308007.30916958098532631993293762207,-100,-88.725551035766500262980116531253,-100,hallo
4,1766867109,1,47a573e6-e6b7-4580-a640-9a4e7fd9d085,1766867110,1766867116,6,./.tests/optimization_example  --int_param='-100' --float_param='-157.9327654263281317526' --choice_param='hallo' --int_param_two='-100' --nr_results=1,0,,runnervmdwttx,-100,-100,-157.932765426328131752597982995212,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-485633.380494709010235965251922607422,-100,-157.932765426328131752597982995212,-100,hallo
5,1766867120,2,47a573e6-e6b7-4580-a640-9a4e7fd9d085,1766867122,1766867128,6,./.tests/optimization_example  --int_param='-100' --float_param='-227.67208724388743235068' --choice_param='hallo' --int_param_two='-100' --nr_results=1,0,,runnervmdwttx,-100,-100,-227.672087243887432350675226189196,hallo,5_0,COMPLETED,BOTORCH_MODULAR,-761525.521824272000230848789215087891,-100,-227.672087243887432350675226189196,-100,hallo


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

Current git-hash: dbbd7ab45b9033e1031e76f20727f7b6dd3fe616 (last fully tested stable version 1 commit ago [7cf80dda7731799175f31601fe61d2e588b04ac1, 9165])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-27 20:25:05] 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: 53600315-f9e4-4213-8111-8bd0081f26b5
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a pirate - arr, where be t |
| he optimal values?                                |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=1557 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 9 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  │ -1000       │ 1000        │                       │ 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: 4)                                                                 
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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                │ -227.67208724388743 │ hallo                │ -100      │ -227.67208724388743 │ -100          │ hallo        │ -761525.521824272 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-27 20:25:08 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-12-27 20:25:09 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-12-27 20:25:09 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.51 s/job
2025-12-27 20:25:09 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, eval #1/1 start                    
2025-12-27 20:25:09 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, starting new job                   
2025-12-27 20:25:09 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, started new job                    
2025-12-27 20:25:18 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, new result: RESULT: -485633.380495 
2025-12-27 20:25:19 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, finishing jobs, finished 1 job
2025-12-27 20:25:20 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, getting new HP set (no sbatch)
2025-12-27 20:25:20 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, requested 1 jobs, got 1, 0.65 s/job
2025-12-27 20:25:20 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, eval #1/1 start                    
2025-12-27 20:25:20 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, starting new job                   
2025-12-27 20:25:20 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, started new job                    
2025-12-27 20:25:29 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -485633.380494709, new result: RESULT: -761525.521824 
2025-12-27 20:25:31 (47a573e6-e6b7-4580-a640-9a4e7fd9d085): BOTORCH_MODULAR, best RESULT: -761525.521824272, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.109 │    1 │        0.109 │
│       2 │   0.072 │    1 │        0.072 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.090 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.181 │      │              │
│     Max │   0.109 │      │              │
│     Min │   0.072 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.509 │    1 │        0.509 │
│         2 │   0.647 │    1 │        0.647 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.578 │      │              │
│    Median │   0.578 │      │              │
│     Total │   1.156 │      │              │
│       Max │   0.647 │      │              │
│       Min │   0.509 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
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
1766867106,759.265625,28.6

`RESULT` (goal: minimize)

Best value: -761525.52182427
Achieved at:
- int_param = -100
- float_param = -227.67208724389
- int_param_two = -100

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	-100	-100	0	2
OO_Info_float_param	-227.6721	-157.9328	-192.8024	34.8697	2
OO_Info_choice_param	No numerical statistics available
RESULT	-761525.5218	-72538.6692	-327801.2382	237268.8267	6
int_param	-100	-37	-79.6667	28.7789	6
float_param	-227.6721	0.7824	-96.302	76.3271	6
int_param_two	-100	-5	-81.6667	34.7211	6
choice_param	No numerical statistics available

submitit INFO (2025-12-27 20:25:09,385) - Starting with JobEnvironment(job_id=58537, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-27 20:25:09,385) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/58537/58537_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -157.93276542632813, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-157.9327654263281317526' --choice_param='hallo' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766866660.2503397
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766867034.3210912
Last modification: 1766866660.2503397
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-157.9327654263281317526' --choice_param='hallo' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -157.9327654263281317526
OO-Info: choice_param: hallo
RESULT: -485633.380494709

stderr was empty
Result: {'RESULT': -485633.380494709}
Final-results: {'RESULT': -485633.380494709}
EXIT_CODE: 0
submitit INFO (2025-12-27 20:25:16,942) - Job completed successfully
submitit INFO (2025-12-27 20:25:16,942) - Exiting after successful completion