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
-100.0	-100.0	-100.0	1.0	2.3917375990163	-100	-100.0	-100	1	1.3032073693621

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 12:27:09 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 9812430dc710edc134b5a49e8c7bfda8c78d31fc (9049-1-g9812430dc)

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,1.651718318099999915915532255895,2.093556283799999917505374469329,-8,4.768769741058349609375,-94,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.858113414700000021184678189456,2.085692510299999913314650257234,-100,-100,10,8
2,1762259135,2,c7167c51-cf28-430b-b3c7-f0820033b44e,1762259137,1762259143,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmf2e7y,-100,-100,-100,16,2_0,COMPLETED,SAASBO,1.376080926099999990341871125565,2.024325082899999905805543676252,-100,-100,-100,16
3,1762259215,2,c7167c51-cf28-430b-b3c7-f0820033b44e,1762259217,1762259223,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='-100' --nr_results=2,0,,runnervmf2e7y,-100,-100,-100,1,3_0,COMPLETED,SAASBO,1.303207369362100020993011639803,2.391737599016300119814104618854,-100,-100,-100,1


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

Current git-hash: 9812430dc710edc134b5a49e8c7bfda8c78d31fc (last fully tested stable version 1 commit ago [b67ae9b91c483cf433b5d0aa5226c1b3a6a2e3a8, 9049])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 12:24:22] 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: 4a4a8012-a7ee-4c0a-a0df-1c6d9c0b4a19
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                                       .       .
                                                                      / `.   .' \
                                                              .---.  <    > <    >  .---.
                                                              |    \  \ - ~ ~ - /  /    |
                                                  _____        ~-..-~             ~-..-~
                                                 |     |   \~~~\.'                    `./~~~/
                                                ---------   \__/                        \__/
                                               .'  O    \     /               /       \  "
                                              (_____,    `._.'               |         }  \/~~~/
                                               `----.          /       }     |        /    \__/
                                                     `-.      |       /      |       /      `. ,~~|
                                                         ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                              |     /        |     /     ~-.     `-. _|| _||_
                                                              |_____|        |_____|         ~ - . _ _ _ _ __>
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=75 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     ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│      2      │   -100    │    -100     │     -100      │      16      │  1.3760809261   │  2.0243250829   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼─────────────────┼─────────────────┤
│      3      │   -100    │    -100     │     -100      │      1       │ 1.3032073693621 │ 2.3917375990163 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴─────────────────┴─────────────────┘
                                     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 12:24:25 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, Started OmniOpt2 run...
2025-11-04 12:25:35 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, getting new HP set (no sbatch)
2025-11-04 12:25:35 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, requested 1 jobs, got 1, 69.36 s/job
2025-11-04 12:25:35 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, eval #1/1 start                     
2025-11-04 12:25:35 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, starting new job                    
2025-11-04 12:25:35 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, started new job                     
2025-11-04 12:25:44 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, new result: RESULT1: 1.376081, RESULT2: 2.024325
2025-11-04 12:25:47 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, finishing jobs, finished 1 job          
2025-11-04 12:26:55 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, getting new HP set (no sbatch)          
2025-11-04 12:26:55 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, requested 1 jobs, got 1, 68.18 s/job    
2025-11-04 12:26:55 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, eval #1/1 start                         
2025-11-04 12:26:55 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, starting new job                        
2025-11-04 12:26:55 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, started new job                         
2025-11-04 12:27:05 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 3 done, new result: RESULT1: 1.303207, RESULT2: 2.391738
2025-11-04 12:27:09 (c7167c51-cf28-430b-b3c7-f0820033b44e): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.223 │    1 │        0.223 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.166 │      │              │
│  Median │   0.166 │      │              │
│   Total │   0.332 │      │              │
│     Max │   0.223 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  69.362 │    1 │       69.362 │
│         2 │  68.177 │    1 │       68.177 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  68.769 │      │              │
│    Median │  68.769 │      │              │
│     Total │ 137.539 │      │              │
│       Max │  69.362 │      │              │
│       Min │  68.177 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762259063,778.54296875,27.1
1762259135,826.078125,48.7
1762259215,829.46875,43.7

`RESULT1` (goal: minimize)

Best value: 1.3032073693621
Achieved at:
- RESULT2 = 2.3917375990163
- int_param = -100
- float_param = -100
- int_param_two = -100
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.0243250829
Achieved at:
- RESULT1 = 1.3760809261
- int_param = -100
- float_param = -100
- int_param_two = -100
- choice_param = 16

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	-100	-100	-100	0	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT1	1.3032	1.8581	1.5473	0.2216	4
RESULT2	2.0243	2.3917	2.1488	0.1428	4
int_param	-100	-8	-77	39.8372	4
float_param	-100	4.7688	-73.8078	45.3662	4
int_param_two	-100	10	-71	46.8295	4
choice_param	1	16	6.75	5.9739	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 12:25:35,868) - Starting with JobEnvironment(job_id=166456, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 12:25:35,868) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/166456/166456_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762255751.7733405
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762256190.5704546
Last modification: 1762255751.7733405
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT1: 1.37608092611572
RESULT2: 2.02432508286753

stderr was empty
Result: {'RESULT1': 1.37608092611572, 'RESULT2': 2.02432508286753}
Final-results: {'RESULT1': 1.37608092611572, 'RESULT2': 2.02432508286753}
EXIT_CODE: 0
submitit INFO (2025-11-04 12:25:43,419) - Job completed successfully
submitit INFO (2025-11-04 12:25:43,419) - Exiting after successful completion