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	2.6280600101	-49	-35.093236565589905	4	1	1.0687984429

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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 13:49:25 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: e8b966481b7c63b3afbb5668a6b9c3f81d828fc6 (9086-3-ge8b966481)

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,1.068798442899999923128007139894,2.628060010100000010169196684728,-49,-35.09323656558990478515625,4,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.686765083700000111832650873112,2.814379096799999757649857201613,10,-100,-100,2
2,1763646523,2,9645dfd1-ab6a-4567-80e2-453a3a5f6811,1763646525,1763646531,6,./.tests/optimization_example --int_param='-52' --float_param='-66.44419783943403956528' --choice_param='1'  --int_param_two='-1' --nr_results=2,0,,runnervmfxdz0,-52,-1,-66.444197839434039565276179928333,1,2_0,COMPLETED,BO_MIXED,1.637020941199999857218472243403,2.447211250300000084934026745032,-52,-66.444197839434039565276179928333,-1,1
3,1763646551,2,9645dfd1-ab6a-4567-80e2-453a3a5f6811,1763646553,1763646559,6,./.tests/optimization_example --int_param='-52' --float_param='-48.67394245483212245063' --choice_param='1'  --int_param_two='-2' --nr_results=2,0,,runnervmfxdz0,-52,-2,-48.673942454832122450625320198014,1,3_0,COMPLETED,BO_MIXED,1.185094294677589976672038574179,2.880231772407090051757450055447,-52,-48.673942454832122450625320198014,-2,1


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

Current git-hash: e8b966481b7c63b3afbb5668a6b9c3f81d828fc6 (last fully tested stable version 3 commits ago [184950ddc2ff417bb4c0315dffdeac7715a7f11f, 9086])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:48:33] 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: ab5c08e6-2ef4-4087-86b8-16af48d22b74
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a pirate - arr, where be t |
| he optimal values?                                |
 \                                                 /
  =================================================
                                                         \
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                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )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_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=225 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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      │    -49    │ -35.093236565589905 │       4       │      1       │    1.0687984429    │ 2.6280600101 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│      2      │    -52    │ -66.44419783943404  │      -1       │      1       │ 1.6370209411999999 │ 2.4472112503 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
                                     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 13:48:39 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, Started OmniOpt2 run...
2025-11-20 13:48:43 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, getting new HP set (no sbatch)
2025-11-20 13:48:43 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, requested 1 jobs, got 1, 4.26 s/job
2025-11-20 13:48:43 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, eval #1/1 start                    
2025-11-20 13:48:43 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, starting new job                   
2025-11-20 13:48:43 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, started new job                    
2025-11-20 13:48:52 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, new result: RESULT1: 1.637021, RESULT2: 2.447211
2025-11-20 13:48:58 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-11-20 13:49:11 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-11-20 13:49:11 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, requested 1 jobs, got 1, 13.33 s/job    
2025-11-20 13:49:11 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, eval #1/1 start                         
2025-11-20 13:49:11 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, starting new job                        
2025-11-20 13:49:11 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, started new job                         
2025-11-20 13:49:20 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 3 done, new result: RESULT1: 1.185094, RESULT2: 2.880232
2025-11-20 13:49:25 (9645dfd1-ab6a-4567-80e2-453a3a5f6811): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.093 │    1 │        0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.199 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.093 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.261 │    1 │        4.261 │
│         2 │  13.327 │    1 │       13.327 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   8.794 │      │              │
│    Median │   8.794 │      │              │
│     Total │  17.588 │      │              │
│       Max │  13.327 │      │              │
│       Min │   4.261 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BO_MIXED/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
1763646513,752.8359375,28.7

`RESULT1` (goal: minimize)

Best value: 1.0687984429
Achieved at:
- RESULT2 = 2.6280600101
- int_param = -49
- float_param = -35.09323656559
- int_param_two = 4
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.4472112503
Achieved at:
- RESULT1 = 1.6370209412
- int_param = -52
- float_param = -66.444197839434
- int_param_two = -1
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-52	-52	-52	0	2
OO_Info_int_param_two	-2	-1	-1.5	0.5	2
OO_Info_float_param	-66.4442	-48.6739	-57.5591	8.8851	2
OO_Info_choice_param	1	1	1	0	2
RESULT1	1.0688	1.6868	1.3944	0.2712	4
RESULT2	2.4472	2.8802	2.6925	0.1691	4
int_param	-52	10	-35.75	26.4422	4
float_param	-100	-35.0932	-62.5528	24.3109	4
int_param_two	-100	4	-24.75	43.505	4
choice_param	1	2	1.25	0.433	4

submitit INFO (2025-11-20 13:48:44,148) - Starting with JobEnvironment(job_id=184826, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:48:44,148) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/184826/184826_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -52, "float_param": -66.44419783943404, "choice_param": 1, "int_param_two": -1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-52' --float_param='-66.44419783943403956528' --choice_param='1'  --int_param_two='-1' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1763642764.5144856
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763643137.581512
Last modification: 1763642764.5144856
Hostname: runnervmfxdz0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-52' --float_param='-66.44419783943403956528' --choice_param='1'  --int_param_two='-1' --nr_results=2 
stdout:
 OO-Info: int_param: -52
OO-Info: int_param_two: -1
OO-Info: float_param: -66.44419783943403956528
OO-Info: choice_param: 1
RESULT1: 1.6370209411989
RESULT2: 2.44721125028761

stderr was empty
Result: {'RESULT1': 1.6370209411989, 'RESULT2': 2.44721125028761}
Final-results: {'RESULT1': 1.6370209411989, 'RESULT2': 2.44721125028761}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:48:51,652) - Job completed successfully
submitit INFO (2025-11-20 13:48:51,652) - Exiting after successful completion