OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-80.0	-71.0	-27.381663734990607	2.0	2.7693755953546	-80	-27.38166373499061	-71	2	1.00077373984186

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
RESULT1	min
RESULT2	min

Last progressbar status

2025-10-21 08:54:17 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 66ac2725ecc1eb717e503e919d1181624d20068b (8689-7-g66ac2725e)

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,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.667075760299999931390857454971,2.582073605499999757739715278149,7,-47.943103015422821044921875,-53,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.735054702600000053891449169896,2.084210576799999881103531151894,-93,9.199101288886952332291002676357,-87,hallo
2,1761036829,2,210b05a2-67fb-4a32-95e0-e5d28731d01f,1761036831,1761036837,6,./.tests/optimization_example --int_param='-48' --float_param='-89.11413662596118001602' --choice_param='2'  --int_param_two='-40' --nr_results=2,0,,runnervmwhb2z,-48,-40,-89.114136625961180016020080074668,2,2_0,COMPLETED,BOTORCH_MODULAR,1.121248227399999963793675306079,2.618608775600000271310818789061,-48,-89.114136625961180016020080074668,-40,2
3,1761036844,2,210b05a2-67fb-4a32-95e0-e5d28731d01f,1761036846,1761036852,6,./.tests/optimization_example --int_param='-80' --float_param='-27.38166373499061023722' --choice_param='2'  --int_param_two='-71' --nr_results=2,0,,runnervmwhb2z,-80,-71,-27.381663734990606684505110024475,2,3_0,COMPLETED,BOTORCH_MODULAR,1.000773739841859910626453711302,2.769375595354599983721755052102,-80,-27.381663734990610237218788824975,-71,2


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

Current git-hash: 66ac2725ecc1eb717e503e919d1181624d20068b (last fully tested stable version 7 commits ago [9043d91dbe370183252bdf120ecb2c226402839d, 8689])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 10-21 08:53:46] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 273b67a2-6a87-4f46-adcf-031e97ec29cd
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: the extreme spo |
| rt of machine learning!                           |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/0
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BOTORCH_MODULAR&run_nr=25 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 4 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=2

                                           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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
                                           Pareto-Front for RESULT1/RESULT2:                                           
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃      RESULT2       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      0      │     7     │ -47.94310301542282 │      -53      │      8       │   1.6670757603   │ 2.5820736054999998 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      1      │    -93    │ 9.199101288886952  │      -87      │    hallo     │   1.7350547026   │    2.0842105768    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      2      │    -48    │ -89.11413662596118 │      -40      │      2       │   1.1212482274   │ 2.6186087756000003 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    -80    │ -27.38166373499061 │      -71      │      2       │ 1.00077373984186 │  2.7693755953546   │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-21 08:53:48 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-10-21 08:53:49 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-10-21 08:53:49 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.86 s/job
2025-10-21 08:53:49 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, eval #1/1 start                    
2025-10-21 08:53:49 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, starting new job                   
2025-10-21 08:53:49 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, started new job                    
2025-10-21 08:53:58 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, new result: 1.12124822738497       
2025-10-21 08:54:03 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job
2025-10-21 08:54:04 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)
2025-10-21 08:54:04 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.52 s/job
2025-10-21 08:54:04 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, eval #1/1 start                    
2025-10-21 08:54:04 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, starting new job                   
2025-10-21 08:54:04 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, started new job                    
2025-10-21 08:54:13 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 3 done, new result: 1.00077373984186       
2025-10-21 08:54:17 (210b05a2-67fb-4a32-95e0-e5d28731d01f): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.220 │    1 │        0.220 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.165 │      │              │
│  Median │   0.165 │      │              │
│   Total │   0.329 │      │              │
│     Max │   0.220 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.857 │    1 │        0.857 │
│         2 │   1.524 │    1 │        1.524 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.191 │      │              │
│    Median │   1.191 │      │              │
│     Total │   2.382 │      │              │
│       Max │   1.524 │      │              │
│       Min │   0.857 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/multi_results_2_results_BOTORCH_MODULAR/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	False
send_anonymized_usage_stats	False
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	False
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	20
worker_timeout	30
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

timestamp,ram_usage_mb,cpu_usage_percent
1761036828,781.60546875,24.9

`RESULT1` (goal: minimize)

Best value: 1.0007737398419
Achieved at:
- RESULT2 = 2.7693755953546
- int_param = -80
- float_param = -27.381663734991
- int_param_two = -71
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.0842105768
Achieved at:
- RESULT1 = 1.7350547026
- int_param = -93
- float_param = 9.199101288887
- int_param_two = -87
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-80	-48	-64	16	2
OO_Info_int_param_two	-71	-40	-55.5	15.5	2
OO_Info_float_param	-89.1141	-27.3817	-58.2479	30.8662	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.0008	1.7351	1.381	0.3237	4
RESULT2	2.0842	2.7694	2.5136	0.2576	4
int_param	-93	7	-53.5	38.5778	4
float_param	-89.1141	9.1991	-38.81	35.5296	4
int_param_two	-87	-40	-62.75	17.8098	4
choice_param	No numerical statistics available

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-10-21 08:53:50,137) - Starting with JobEnvironment(job_id=151094, hostname=runnervmwhb2z, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-21 08:53:50,137) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/151094/151094_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -48, "float_param": -89.11413662596118, "int_param_two": -40, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-48' --float_param='-89.11413662596118001602' --choice_param='2'  --int_param_two='-40' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1761033927.686677
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1761034343.8490086
Last modification: 1761033927.686677
Hostname: runnervmwhb2z
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-48' --float_param='-89.11413662596118001602' --choice_param='2'  --int_param_two='-40' --nr_results=2 
stdout:
 OO-Info: int_param: -48
OO-Info: int_param_two: -40
OO-Info: float_param: -89.11413662596118001602
OO-Info: choice_param: 2
RESULT1: 1.12124822738497
RESULT2: 2.6186087756391

stderr was empty
Result: {'RESULT1': 1.12124822738497, 'RESULT2': 2.6186087756391}
Final-results: {'RESULT1': 1.12124822738497, 'RESULT2': 2.6186087756391}
EXIT_CODE: 0
submitit INFO (2025-10-21 08:53:57,668) - Job completed successfully
submitit INFO (2025-10-21 08:53:57,669) - Exiting after successful completion