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	2.0203511306	-12	-48.15542100760023	-67	16	1.0998604613

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

2025-11-03 12:10:56 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 513996ff486683a7372896f1fcb10729101447ab (9037-1-g513996ff4)

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,1.168994341799999947539845379652,2.45204367779999987675410011434,-21,-53.417206108570098876953125,-1,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.099860461300000036288793126005,2.020351130599999933679100649897,-12,-48.155421007600232030654296977445,-67,16
2,1762171830,2,6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f,1762171832,1762171838,6,./.tests/optimization_example --int_param='-76' --float_param='-90.7582561577082316262' --choice_param='8'  --int_param_two='-35' --nr_results=2,0,,runnervmf2e7y,-76,-35,-90.758256157708245837056892924011,8,2_0,COMPLETED,UNIFORM,1.599182936700000112750785774551,2.825458935999999976473873175564,-76,-90.758256157708231626202177722007,-35,8
3,1762171844,1,6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f,1762171845,1762171852,7,./.tests/optimization_example --int_param='-11' --float_param='5.28031856367849172784' --choice_param='2'  --int_param_two='-39' --nr_results=2,0,,runnervmf2e7y,-11,-39,5.28031856367849172784190159291,2,3_0,COMPLETED,UNIFORM,1.870657610315000107803484752367,2.69746064194211010445201281982,-11,5.28031856367849172784190159291,-39,2


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

Current git-hash: 513996ff486683a7372896f1fcb10729101447ab (last fully tested stable version 1 commit ago [77cf89fedeb2e74949f6802653d1a5eb818b0de8, 9037])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 12:10:27] 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: fb83f6f2-2a49-448d-b58d-cc6fe98538a0
  _________________________________________________
 /                                                 \
| OmniOpt2 - Fine-tuning on a quantum level – Schrö |
| dinger’s hyperparameter.                          |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  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=29 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      │    -12    │ -48.15542100760023 │      -67      │      16      │ 1.0998604613 │ 2.0203511306 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 12:10:30 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, Started OmniOpt2 run...
2025-11-03 12:10:30 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, getting new HP set (no sbatch)
2025-11-03 12:10:30 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, requested 1 jobs, got 1, 0.02 s/job
2025-11-03 12:10:30 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, eval #1/1 start                    
2025-11-03 12:10:30 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, starting new job                   
2025-11-03 12:10:31 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, started new job                    
2025-11-03 12:10:40 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, new result: RESULT1: 1.599183, RESULT2: 2.825459
2025-11-03 12:10:43 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, finishing jobs, finished 1 job          
2025-11-03 12:10:43 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, getting new HP set (no sbatch)          
2025-11-03 12:10:43 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, requested 1 jobs, got 1, 0.08 s/job     
2025-11-03 12:10:43 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, eval #1/1 start                         
2025-11-03 12:10:44 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, starting new job                        
2025-11-03 12:10:44 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, started new job                         
2025-11-03 12:10:53 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 3 done, new result: RESULT1: 1.870658, RESULT2: 2.697461
2025-11-03 12:10:56 (6f0354b9-7a24-4efb-a1a3-ef6fbf6e046f): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.222 │    1 │        0.222 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.166 │      │              │
│  Median │   0.166 │      │              │
│   Total │   0.333 │      │              │
│     Max │   0.222 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.018 │    1 │        0.018 │
│         2 │   0.076 │    1 │        0.076 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.047 │      │              │
│    Median │   0.047 │      │              │
│     Total │   0.094 │      │              │
│       Max │   0.076 │      │              │
│       Min │   0.018 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762171828,778.11328125,27.1

`RESULT1` (goal: minimize)

Best value: 1.0998604613
Achieved at:
- RESULT2 = 2.0203511306
- int_param = -12
- float_param = -48.1554210076
- int_param_two = -67
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.0203511306
Achieved at:
- RESULT1 = 1.0998604613
- int_param = -12
- float_param = -48.1554210076
- int_param_two = -67
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-76	-11	-43.5	32.5	2
OO_Info_int_param_two	-39	-35	-37	2	2
OO_Info_float_param	-90.7583	5.2803	-42.739	48.0193	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.0999	1.8707	1.4347	0.3162	4
RESULT2	2.0204	2.8255	2.4988	0.3071	4
int_param	-76	-11	-30	26.8421	4
float_param	-90.7583	5.2803	-46.7626	34.2429	4
int_param_two	-67	-1	-35.5	23.4254	4
choice_param	2	16	7	5.7446	4

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-03 12:10:31,298) - Starting with JobEnvironment(job_id=176566, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 12:10:31,298) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/176566/176566_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -76, "float_param": -90.75825615770823, "int_param_two": -35, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-76' --float_param='-90.7582561577082316262' --choice_param='8'  --int_param_two='-35' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762168139.600011
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762168595.6201873
Last modification: 1762168139.600011
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-76' --float_param='-90.7582561577082316262' --choice_param='8'  --int_param_two='-35' --nr_results=2 
stdout:
 OO-Info: int_param: -76
OO-Info: int_param_two: -35
OO-Info: float_param: -90.7582561577082316262
OO-Info: choice_param: 8
RESULT1: 1.59918293666943
RESULT2: 2.82545893601807

stderr was empty
Result: {'RESULT1': 1.59918293666943, 'RESULT2': 2.82545893601807}
Final-results: {'RESULT1': 1.59918293666943, 'RESULT2': 2.82545893601807}
EXIT_CODE: 0
submitit INFO (2025-11-03 12:10:38,955) - Job completed successfully
submitit INFO (2025-11-03 12:10:38,955) - Exiting after successful completion