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	2.677738652	-100	-100.0	10	1	1.5625190801

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

2025-12-28 17:34:02 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 96cdc4082803af86d19e8051c89e0098f1746042 (9200-1-g96cdc4082)

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,1.580025206600000009515838428342,2.52504330839999990843125488027,-42,-10.6720101833343505859375,-63,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.562519080099999957411682771635,2.677738651999999941466512609622,-100,-100,10,1
2,1766943149,2,980e87cc-6520-4b2d-9e84-bd8eda3e591c,1766943151,1766943157,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2,0,,runnervmdwttx,10,-100,-100,8,2_0,COMPLETED,SAASBO,1.69143185029999987278870321461,2.67637177310000007324219950533,10,-100,-100,8
3,1766943229,2,980e87cc-6520-4b2d-9e84-bd8eda3e591c,1766943231,1766943237,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmdwttx,-100,10,10,hallo,3_0,COMPLETED,SAASBO,1.787325225378479931492847754271,2.34886460643925998326153603557,-100,10,10,hallo


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

Current git-hash: 96cdc4082803af86d19e8051c89e0098f1746042 (last fully tested stable version 1 commit ago [f91603a9029e4ea79c13559542e6e6fde31b15d8, 9200])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 17:31:20] 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: ee49d552-b61a-4af9-847c-0c924761a784
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
                              | |              
                              |_|              

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=481 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      │    -42    │ -10.67201018333435 │      -63      │    hallo     │   1.5800252066   │   2.5250433084   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │   -100    │        -100        │      10       │      1       │   1.5625190801   │   2.677738652    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │         10         │      10       │    hallo     │ 1.78732522537848 │ 2.34886460643926 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 17:31:24 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, Started OmniOpt2 run...
2025-12-28 17:32:29 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, getting new HP set (no sbatch)
2025-12-28 17:32:29 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, requested 1 jobs, got 1, 65.39 s/job
2025-12-28 17:32:29 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, eval #1/1 start                     
2025-12-28 17:32:29 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, starting new job                    
2025-12-28 17:32:29 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, started new job                     
2025-12-28 17:32:38 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, new result: RESULT1: 1.691432, RESULT2: 2.676372
2025-12-28 17:32:42 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, finishing jobs, finished 1 job          
2025-12-28 17:33:49 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, getting new HP set (no sbatch)          
2025-12-28 17:33:49 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, requested 1 jobs, got 1, 66.96 s/job    
2025-12-28 17:33:49 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, eval #1/1 start                         
2025-12-28 17:33:49 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, starting new job                        
2025-12-28 17:33:49 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, started new job                         
2025-12-28 17:33:58 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 3 done, new result: RESULT1: 1.787325, RESULT2: 2.348865
2025-12-28 17:34:02 (980e87cc-6520-4b2d-9e84-bd8eda3e591c): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.200 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  65.394 │    1 │       65.394 │
│         2 │  66.956 │    1 │       66.956 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  66.175 │      │              │
│    Median │  66.175 │      │              │
│     Total │ 132.350 │      │              │
│       Max │  66.956 │      │              │
│       Min │  65.394 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766943081,759.27734375,28.5
1766943149,848.87890625,48.2
1766943229,879.42578125,43.4

`RESULT1` (goal: minimize)

Best value: 1.5625190801
Achieved at:
- RESULT2 = 2.677738652
- int_param = -100
- float_param = -100
- int_param_two = 10

`RESULT2` (goal: minimize)

Best value: 2.3488646064393
Achieved at:
- RESULT1 = 1.7873252253785
- int_param = -100
- float_param = 10
- int_param_two = 10

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	-100	10	-45	55	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.5625	1.7873	1.6553	0.0908	4
RESULT2	2.3489	2.6777	2.557	0.1352	4
int_param	-100	10	-58	45.8476	4
float_param	-100	10	-50.168	50.3651	4
int_param_two	-100	10	-35.75	47.5835	4
choice_param	No numerical statistics available

submitit INFO (2025-12-28 17:32:30,129) - Starting with JobEnvironment(job_id=145947, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 17:32:30,129) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/145947/145947_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": -100.0, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766939954.4059832
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766940633.035793
Last modification: 1766939954.4059832
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 8
RESULT1: 1.6914318502686
RESULT2: 2.67637177309686

stderr was empty
Result: {'RESULT1': 1.6914318502686, 'RESULT2': 2.67637177309686}
Final-results: {'RESULT1': 1.6914318502686, 'RESULT2': 2.67637177309686}
EXIT_CODE: 0
submitit INFO (2025-12-28 17:32:37,687) - Job completed successfully
submitit INFO (2025-12-28 17:32:37,688) - Exiting after successful completion