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
-96.0	-42.0	-43.46709138047594	hallo	2.02244884599665	-96	-43.46709138047595	-42	hallo	1.12172208873472

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

2026-05-09 11:34:17 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: af4d9dc63de58ad2f202b26f252819cc15e559b1 (9302)

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,1.683397580200000076544597504835,2.979816843400000081487632996868,-13,-37.88929998874664306640625,-44,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.84384630879999988906092767138,2.105761484299999874991726755979,-100,-100,-100,16
2,1778326422,2,5c65b9e8-f82c-48bb-9dda-536966a4a17f,1778326424,1778326430,6,./.tests/optimization_example --int_param='9' --float_param='-87.13073682971298694611' --choice_param='16'  --int_param_two='10' --nr_results=2,0,,runnervmeorf1,9,10,-87.130736829712972735251241829246,16,2_0,COMPLETED,BO_MIXED,1.758461117099999970747603583732,2.951865825400000087341823018505,9,-87.13073682971298694610595703125,10,16
3,1778326445,2,5c65b9e8-f82c-48bb-9dda-536966a4a17f,1778326447,1778326453,6,./.tests/optimization_example --int_param='-96' --float_param='-43.46709138047594933596' --choice_param='hallo'  --int_param_two='-42' --nr_results=2,0,,runnervmeorf1,-96,-42,-43.46709138047594223053238238208,hallo,3_0,COMPLETED,BO_MIXED,1.121722088734719902092251686554,2.022448845996649868794747817446,-96,-43.467091380475949335959739983082,-42,hallo


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

Current git-hash: af4d9dc63de58ad2f202b26f252819cc15e559b1 (version: 9302)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 11:33:36] ax.storage.sqa_store.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: 52bfb15c-614e-49c6-98bf-398e6fddae3f
  ______________________________________
| OmniOpt2 - Hyperparameters? Nailed it! |
  ======================================
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                                           /|  O|| O|        /      \_______________/        \
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                                          |   (_______) /______/                        \_________ \
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                                             \         ||           \______________/      _-_       //\__//
                                               \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                 ~-----||====/~     |==================|       |/~~~~~
                                                  (_(__/  ./     /                    \_\      \.
                                                         (_(___/                         \_____)_)
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=119 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      3      │    -96    │ -43.46709138047595 │      -42      │    hallo     │ 1.12172208873472 │ 2.02244884599665 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-09 11:33:39 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, Started OmniOpt2 run...
2026-05-09 11:33:42 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, getting new HP set (no sbatch)
2026-05-09 11:33:42 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, requested 1 jobs, got 1, 2.19 s/job
2026-05-09 11:33:42 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, eval #1/1 start                    
2026-05-09 11:33:42 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, starting new job                   
2026-05-09 11:33:42 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, started new job                    
2026-05-09 11:33:51 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, new result: RESULT1: 1.758461, RESULT2: 2.951866
2026-05-09 11:33:54 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-05-09 11:34:05 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-05-09 11:34:05 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, requested 1 jobs, got 1, 11.47 s/job    
2026-05-09 11:34:05 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, eval #1/1 start                         
2026-05-09 11:34:05 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, starting new job                        
2026-05-09 11:34:05 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, started new job                         
2026-05-09 11:34:14 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 3 done, new result: RESULT1: 1.121722, RESULT2: 2.022449
2026-05-09 11:34:17 (5c65b9e8-f82c-48bb-9dda-536966a4a17f): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.250 │    1 │        0.250 │
│       2 │   0.103 │    1 │        0.103 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.177 │      │              │
│  Median │   0.177 │      │              │
│   Total │   0.354 │      │              │
│     Max │   0.250 │      │              │
│     Min │   0.103 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.194 │    1 │        2.194 │
│         2 │  11.465 │    1 │       11.465 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.829 │      │              │
│    Median │   6.829 │      │              │
│     Total │  13.659 │      │              │
│       Max │  11.465 │      │              │
│       Min │   2.194 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
nr_evals_per_arm	1
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
1778326418,774.16796875,26.8

`RESULT1` (goal: minimize)

Best value: 1.1217220887347
Achieved at:
- RESULT2 = 2.0224488459966
- int_param = -96
- float_param = -43.467091380476
- int_param_two = -42

`RESULT2` (goal: minimize)

Best value: 2.0224488459966
Achieved at:
- RESULT1 = 1.1217220887347
- int_param = -96
- float_param = -43.467091380476
- int_param_two = -42

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-96	9	-43.5	52.5	2
OO_Info_int_param_two	-42	10	-16	26	2
OO_Info_float_param	-87.1307	-43.4671	-65.2989	21.8318	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1217	1.8438	1.6019	0.283	4
RESULT2	2.0224	2.9798	2.515	0.4519	4
int_param	-100	9	-50	48.6467	4
float_param	-100	-37.8893	-67.1218	26.9045	4
int_param_two	-100	10	-44	38.9102	4
choice_param	No numerical statistics available

submitit INFO (2026-05-09 11:33:42,649) - Starting with JobEnvironment(job_id=159647, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 11:33:42,649) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/159647/159647_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 9, "float_param": -87.13073682971299, "choice_param": 16, "int_param_two": 10}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='9' --float_param='-87.13073682971298694611' --choice_param='16'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778322623.2497556
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778323228.7589247
Last modification: 1778322623.2497556
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='9' --float_param='-87.13073682971298694611' --choice_param='16'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: 9
OO-Info: int_param_two: 10
OO-Info: float_param: -87.13073682971298694611
OO-Info: choice_param: 16
RESULT1: 1.75846111711963
RESULT2: 2.95186582542689

stderr was empty
Result: {'RESULT1': 1.75846111711963, 'RESULT2': 2.95186582542689}
Final-results: {'RESULT1': 1.75846111711963, 'RESULT2': 2.95186582542689}
EXIT_CODE: 0
submitit INFO (2026-05-09 11:33:50,165) - Job completed successfully
submitit INFO (2026-05-09 11:33:50,166) - Exiting after successful completion