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
10.0	10.0	10.0	16.0	2.37338277124533	10	10.0	10	16	1.24273077266207

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

2025-11-20 13:40:28 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 28912008445bcb36c874f684198cee5af77206e3 (9083-3-g289120084)

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,1.449310517500000061730247580272,2.102824711999999873768274483155,-92,9.3734729290008544921875,-37,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.900474705100000161195339387632,2.000733875299999908747849985957,10,-100,-100,8
2,1763645922,2,ad98260f-046b-43d0-89a1-368863d4b1c8,1763645924,1763645930,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2,0,,runnervmfxdz0,-100,10,-100,4,2_0,COMPLETED,SAASBO,1.46600282640000001421753950126,2.224604363600000134226775116986,-100,-100,10,4
3,1763646011,2,ad98260f-046b-43d0-89a1-368863d4b1c8,1763646013,1763646019,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='16'  --int_param_two='10' --nr_results=2,0,,runnervmfxdz0,10,10,10,16,3_0,COMPLETED,SAASBO,1.242730772662069993472755413677,2.373382771245330147280583332758,10,10,10,16


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

Current git-hash: 28912008445bcb36c874f684198cee5af77206e3 (last fully tested stable version 3 commits ago [91fbcf2592bafca205c776a3bb503b30557d1f5d, 9083])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:37:30] 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: cc2baf4f-b9db-4ab7-a85c-4e872bc03878
  _________________________________________________
 /                                                 \
| OmniOpt2 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
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=222 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      │    -92    │ 9.373472929000854 │      -37      │    hallo     │    1.4493105175    │   2.102824712    │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │    10     │       -100        │     -100      │      8       │ 1.9004747051000002 │   2.0007338753   │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    10     │        10         │      10       │      16      │  1.24273077266207  │ 2.37338277124533 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-20 13:37:36 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, Started OmniOpt2 run...
2025-11-20 13:38:42 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, getting new HP set (no sbatch)
2025-11-20 13:38:42 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, requested 1 jobs, got 1, 66.60 s/job
2025-11-20 13:38:42 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, eval #1/1 start                     
2025-11-20 13:38:42 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, starting new job                    
2025-11-20 13:38:42 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, started new job                     
2025-11-20 13:38:51 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, new result: RESULT1: 1.466003, RESULT2: 2.224604
2025-11-20 13:38:59 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, finishing jobs, finished 1 job          
2025-11-20 13:40:11 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, getting new HP set (no sbatch)          
2025-11-20 13:40:11 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, requested 1 jobs, got 1, 72.20 s/job    
2025-11-20 13:40:11 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, eval #1/1 start                         
2025-11-20 13:40:11 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, starting new job                        
2025-11-20 13:40:11 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, started new job                         
2025-11-20 13:40:20 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 3 done, new result: RESULT1: 1.242731, RESULT2: 2.373383
2025-11-20 13:40:28 (ad98260f-046b-43d0-89a1-368863d4b1c8): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.114 │    1 │        0.114 │
│       2 │   0.100 │    1 │        0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.107 │      │              │
│  Median │   0.107 │      │              │
│   Total │   0.215 │      │              │
│     Max │   0.114 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  66.605 │    1 │       66.605 │
│         2 │  72.200 │    1 │       72.200 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  69.402 │      │              │
│    Median │  69.402 │      │              │
│     Total │ 138.805 │      │              │
│       Max │  72.200 │      │              │
│       Min │  66.605 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763645850,753.1171875,28.6
1763645922,816.453125,46.8
1763646011,837.67578125,42.1

`RESULT1` (goal: minimize)

Best value: 1.2427307726621
Achieved at:
- RESULT2 = 2.3733827712453
- int_param = 10
- float_param = 10
- int_param_two = 10

`RESULT2` (goal: minimize)

Best value: 2.0007338753
Achieved at:
- RESULT1 = 1.9004747051
- int_param = 10
- float_param = -100
- 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	10	-45	55	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.2427	1.9005	1.5146	0.2395	4
RESULT2	2.0007	2.3734	2.1754	0.1391	4
int_param	-100	10	-43	53.0754	4
float_param	-100	10	-45.1566	54.8438	4
int_param_two	-100	10	-29.25	45.1297	4
choice_param	No numerical statistics available

submitit INFO (2025-11-20 13:38:43,250) - Starting with JobEnvironment(job_id=169444, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:38:43,250) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/169444/169444_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": 10, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1763642555.9932134
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763642933.441899
Last modification: 1763642555.9932134
Hostname: runnervmfxdz0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -100
OO-Info: choice_param: 4
RESULT1: 1.46600282641976
RESULT2: 2.22460436364369

stderr was empty
Result: {'RESULT1': 1.46600282641976, 'RESULT2': 2.22460436364369}
Final-results: {'RESULT1': 1.46600282641976, 'RESULT2': 2.22460436364369}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:38:50,938) - Job completed successfully
submitit INFO (2025-11-20 13:38:50,938) - Exiting after successful completion