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
-67.0	7.0	-95.19505455610648	1.0	2.6010855274	-67	-95.19505455610648	7	1	1.0401042908

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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 15:22:07 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: aff3754879666970bb5ac65f0492348de2ba3f04 (9176-7-gaff375487)

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,1.670963432199999987304295245849,2.950041810800000163794720720034,-61,-73.928791582584381103515625,-83,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.534858919299999957530644678627,2.000653392499999849718506084173,-42,-86.089952265951467325066914781928,-38,1
2,1766935302,2,6824593c-9b8b-47e2-9dcb-09da3201a545,1766935304,1766935310,6,./.tests/optimization_example --int_param='-67' --float_param='-95.19505455610648425591' --choice_param='1'  --int_param_two='7' --nr_results=2,0,,runnervmh13bl,-67,7,-95.195054556106484255906252656132,1,2_0,COMPLETED,UNIFORM,1.040104290799999997574332155637,2.60108552739999998593134478142,-67,-95.195054556106484255906252656132,7,1
3,1766935314,2,6824593c-9b8b-47e2-9dcb-09da3201a545,1766935316,1766935322,6,./.tests/optimization_example --int_param='-45' --float_param='-54.12964425814482183341' --choice_param='8'  --int_param_two='0' --nr_results=2,0,,runnervmh13bl,-45,0,-54.129644258144814727984339697286,8,3_0,COMPLETED,UNIFORM,1.271053887511699898027472954709,2.936883932768500127252764286823,-45,-54.129644258144821833411697298288,0,8


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

Current git-hash: aff3754879666970bb5ac65f0492348de2ba3f04 (last fully tested stable version 7 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 15:21:38] 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: 271adc2b-a689-4546-aa02-eba58f0ff0c3
  _________________________________________________
 /                                                 \
| OmniOpt2 - This is not madness... this is hyperpa |
| rameter tuning!                                   |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/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_UNIFORM&run_nr=415 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      1      │    -42    │ -86.08995226595147 │      -38      │      1       │ 1.5348589193 │ 2.0006533925 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -67    │ -95.19505455610648 │       7       │      1       │ 1.0401042908 │ 2.6010855274 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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 15:21:42 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, Started OmniOpt2 run...
2025-12-28 15:21:42 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, getting new HP set (no sbatch)
2025-12-28 15:21:42 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, requested 1 jobs, got 1, 0.04 s/job
2025-12-28 15:21:42 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, eval #1/1 start                    
2025-12-28 15:21:42 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, starting new job                   
2025-12-28 15:21:42 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, started new job                    
2025-12-28 15:21:51 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, new result: RESULT1: 1.040104, RESULT2: 2.601086
2025-12-28 15:21:54 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, finishing jobs, finished 1 job          
2025-12-28 15:21:54 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, getting new HP set (no sbatch)          
2025-12-28 15:21:54 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, requested 1 jobs, got 1, 0.10 s/job     
2025-12-28 15:21:54 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, eval #1/1 start                         
2025-12-28 15:21:54 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, starting new job                        
2025-12-28 15:21:54 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, started new job                         
2025-12-28 15:22:03 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 3 done, new result: RESULT1: 1.271054, RESULT2: 2.936884
2025-12-28 15:22:07 (6824593c-9b8b-47e2-9dcb-09da3201a545): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.229 │    1 │        0.229 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.347 │      │              │
│     Max │   0.229 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.042 │    1 │        0.042 │
│         2 │   0.097 │    1 │        0.097 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.069 │      │              │
│    Median │   0.069 │      │              │
│     Total │   0.139 │      │              │
│       Max │   0.097 │      │              │
│       Min │   0.042 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_UNIFORM/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
1766935300,784.45703125,27

`RESULT1` (goal: minimize)

Best value: 1.0401042908
Achieved at:
- RESULT2 = 2.6010855274
- int_param = -67
- float_param = -95.195054556106
- int_param_two = 7
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.0006533925
Achieved at:
- RESULT1 = 1.5348589193
- int_param = -42
- float_param = -86.089952265951
- int_param_two = -38
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-67	-45	-56	11	2
OO_Info_int_param_two	0	7	3.5	3.5	2
OO_Info_float_param	-95.1951	-54.1296	-74.6623	20.5327	2
OO_Info_choice_param	1	8	4.5	3.5	2
RESULT1	1.0401	1.671	1.3792	0.2429	4
RESULT2	2.0007	2.95	2.6222	0.3851	4
int_param	-67	-42	-53.75	10.5208	4
float_param	-95.1951	-54.1296	-77.3359	15.3763	4
int_param_two	-83	7	-28.5	35.8225	4
choice_param	1	8	3.5	2.8723	4

submitit INFO (2025-12-28 15:21:42,947) - Starting with JobEnvironment(job_id=141742, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 15:21:42,947) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/141742/141742_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -67, "float_param": -95.19505455610648, "int_param_two": 7, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-67' --float_param='-95.19505455610648425591' --choice_param='1'  --int_param_two='7' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766931941.946543
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766932288.2059536
Last modification: 1766931941.946543
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-67' --float_param='-95.19505455610648425591' --choice_param='1'  --int_param_two='7' --nr_results=2 
stdout:
 OO-Info: int_param: -67
OO-Info: int_param_two: 7
OO-Info: float_param: -95.19505455610648425591
OO-Info: choice_param: 1
RESULT1: 1.04010429077698
RESULT2: 2.60108552742483

stderr was empty
Result: {'RESULT1': 1.04010429077698, 'RESULT2': 2.60108552742483}
Final-results: {'RESULT1': 1.04010429077698, 'RESULT2': 2.60108552742483}
EXIT_CODE: 0
submitit INFO (2025-12-28 15:21:50,474) - Job completed successfully
submitit INFO (2025-12-28 15:21:50,474) - Exiting after successful completion