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
nan	nan	nan	nan	2.8243152204	-55	-63.686892092227936	-11	16	1.0895956672

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
SAASBO	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

2025-11-04 18:17:59 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 3c9b2c3e4fec43f6e77ee15f016f780ebb1ff71a (9062-2-g3c9b2c3e4)

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,1.089595667200000006502591531898,2.824315220399999937228585622506,-55,-63.686892092227935791015625,-11,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.197243813300000070398709794972,2.728523148299999867560927668819,10,10,-100,4
2,1762280177,2,7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3,1762280179,1762280185,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmf2e7y,-100,10,10,2,2_0,COMPLETED,SAASBO,1.135552202900000029472948881448,2.627326232200000166727704709047,-100,10,10,2
3,1762280266,2,7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3,1762280268,1762280274,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='10' --nr_results=2,0,,runnervmf2e7y,-100,10,-100,8,3_0,COMPLETED,SAASBO,1.267698268479769962979730735242,2.464562896962410043499858147698,-100,-100,10,8


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

Current git-hash: 3c9b2c3e4fec43f6e77ee15f016f780ebb1ff71a (last fully tested stable version 2 commits ago [ecd3b7b2c5392f9a0f7e3f8f3f3fe0583b404213, 9062])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:14:59] 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: 2e716d7d-37b1-4637-a9f8-6f3e90fbf944
  _________________________________________________
 /                                                 \
| OmniOpt2 - Cracking the code of perfect parameter |
| s!                                                |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/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_SAASBO&run_nr=134 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SAASBO 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      │    -55    │ -63.686892092227936 │      -11      │      16      │   1.0895956672   │   2.8243152204   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │   -100    │         10          │      10       │      2       │   1.1355522029   │   2.6273262322   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │        -100         │      10       │      8       │ 1.26769826847977 │ 2.46456289696241 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 18:15:09 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, Started OmniOpt2 run...
2025-11-04 18:16:17 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, getting new HP set (no sbatch)
2025-11-04 18:16:17 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, requested 1 jobs, got 1, 67.74 s/job
2025-11-04 18:16:17 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, eval #1/1 start                     
2025-11-04 18:16:17 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, starting new job                    
2025-11-04 18:16:17 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, started new job                     
2025-11-04 18:16:26 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, new result: RESULT1: 1.135552, RESULT2: 2.627326
2025-11-04 18:16:29 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, finishing jobs, finished 1 job          
2025-11-04 18:17:46 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, getting new HP set (no sbatch)          
2025-11-04 18:17:46 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, requested 1 jobs, got 1, 76.59 s/job    
2025-11-04 18:17:46 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, eval #1/1 start                         
2025-11-04 18:17:46 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, starting new job                        
2025-11-04 18:17:46 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, started new job                         
2025-11-04 18:17:55 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 3 done, new result: RESULT1: 1.267698, RESULT2: 2.464563
2025-11-04 18:17:59 (7bf2a8e8-2fef-4c02-8555-47dcb9b5a8c3): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.219 │    1 │        0.219 │
│       2 │   0.108 │    1 │        0.108 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.164 │      │              │
│  Median │   0.164 │      │              │
│   Total │   0.327 │      │              │
│     Max │   0.219 │      │              │
│     Min │   0.108 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  67.737 │    1 │       67.737 │
│         2 │  76.587 │    1 │       76.587 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  72.162 │      │              │
│    Median │  72.162 │      │              │
│     Total │ 144.325 │      │              │
│       Max │  76.587 │      │              │
│       Min │  67.737 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_SAASBO/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

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1762280100,777.9765625,27.2
1762280177,821.51171875,44.8
1762280266,826.97265625,44.1

`RESULT1` (goal: minimize)

Best value: 1.0895956672
Achieved at:
- RESULT2 = 2.8243152204
- int_param = -55
- float_param = -63.686892092228
- int_param_two = -11
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.4645628969624
Achieved at:
- RESULT1 = 1.2676982684798
- int_param = -100
- float_param = -100
- int_param_two = 10
- choice_param = 8

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	10	10	10	0	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.0896	1.2677	1.1725	0.0669	4
RESULT2	2.4646	2.8243	2.6612	0.1332	4
int_param	-100	10	-61.25	45.0521	4
float_param	-100	10	-35.9217	47.6826	4
int_param_two	-100	10	-22.75	45.4168	4
choice_param	2	16	7.5	5.3619	4

/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 (2025-11-04 18:16:17,703) - Starting with JobEnvironment(job_id=166611, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:16:17,703) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/166611/166611_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": 10, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762276638.0861034
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762277117.875816
Last modification: 1762276638.0861034
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.13555220289073
RESULT2: 2.6273262322388

stderr was empty
Result: {'RESULT1': 1.13555220289073, 'RESULT2': 2.6273262322388}
Final-results: {'RESULT1': 1.13555220289073, 'RESULT2': 2.6273262322388}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:16:25,223) - Job completed successfully
submitit INFO (2025-11-04 18:16:25,223) - Exiting after successful completion