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
-46.0	-51.0	-87.13886741044473	4.0	2.66592448330218	-46	-87.13886741044473	-51	4	1.27058919154024

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

2025-11-20 13:47:26 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: e8b966481b7c63b3afbb5668a6b9c3f81d828fc6 (9083-5-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,1.813108851500000007206381269498,2.844901712199999987973342285841,-63,-34.97234761714935302734375,-3,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.528052083099999958193393467809,2.465294008199999886699060880346,-76,-58.936840333637682931566814659163,-61,16
2,1763646418,2,55521481-d63a-4092-a38e-247c5418c28d,1763646420,1763646426,6,./.tests/optimization_example --int_param='-11' --float_param='-46.96563769045811653768' --choice_param='2'  --int_param_two='-61' --nr_results=2,0,,runnervmfxdz0,-11,-61,-46.965637690458116537683963542804,2,2_0,COMPLETED,UNIFORM,1.617747295500000070944679464446,2.734217224700000059556259657256,-11,-46.965637690458116537683963542804,-61,2
3,1763646432,2,55521481-d63a-4092-a38e-247c5418c28d,1763646434,1763646440,6,./.tests/optimization_example --int_param='-46' --float_param='-87.13886741044473183138' --choice_param='4'  --int_param_two='-51' --nr_results=2,0,,runnervmfxdz0,-46,-51,-87.138867410444731831375975161791,4,3_0,COMPLETED,UNIFORM,1.270589191540240081579327124928,2.665924483302180014732130075572,-46,-87.138867410444731831375975161791,-51,4


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

Current git-hash: e8b966481b7c63b3afbb5668a6b9c3f81d828fc6 (last fully tested stable version 5 commits ago [91fbcf2592bafca205c776a3bb503b30557d1f5d, 9083])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:46:53] 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: 79a39d93-f93c-4eca-b60e-705ee9bdb5cb
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
                                             \
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                                                                       _-~~             ~~-_
                                                                    _-~                    /~-_
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                                                /|  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=226 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      │    -76    │ -58.93684033363768 │      -61      │      16      │   1.5280520831   │   2.4652940082   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -46    │ -87.13886741044473 │      -51      │      4       │ 1.27058919154024 │ 2.66592448330218 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 13:46:58 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, Started OmniOpt2 run...
2025-11-20 13:46:58 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, getting new HP set (no sbatch)
2025-11-20 13:46:58 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, requested 1 jobs, got 1, 0.01 s/job
2025-11-20 13:46:58 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, eval #1/1 start                    
2025-11-20 13:46:58 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, starting new job                   
2025-11-20 13:46:58 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, started new job                    
2025-11-20 13:47:07 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, new result: RESULT1: 1.617747, RESULT2: 2.734217
2025-11-20 13:47:12 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, finishing jobs, finished 1 job          
2025-11-20 13:47:12 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, getting new HP set (no sbatch)          
2025-11-20 13:47:12 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, requested 1 jobs, got 1, 0.06 s/job     
2025-11-20 13:47:12 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, eval #1/1 start                         
2025-11-20 13:47:12 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, starting new job                        
2025-11-20 13:47:12 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, started new job                         
2025-11-20 13:47:21 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 3 done, new result: RESULT1: 1.270589, RESULT2: 2.665924
2025-11-20 13:47:26 (55521481-d63a-4092-a38e-247c5418c28d): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.109 │    1 │        0.109 │
│       2 │   0.093 │    1 │        0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.101 │      │              │
│  Median │   0.101 │      │              │
│   Total │   0.202 │      │              │
│     Max │   0.109 │      │              │
│     Min │   0.093 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.061 │    1 │        0.061 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.037 │      │              │
│    Median │   0.037 │      │              │
│     Total │   0.074 │      │              │
│       Max │   0.061 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763646413,753.03515625,28.7

`RESULT1` (goal: minimize)

Best value: 1.2705891915402
Achieved at:
- RESULT2 = 2.6659244833022
- int_param = -46
- float_param = -87.138867410445
- int_param_two = -51
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.4652940082
Achieved at:
- RESULT1 = 1.5280520831
- int_param = -76
- float_param = -58.936840333638
- int_param_two = -61
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-46	-11	-28.5	17.5	2
OO_Info_int_param_two	-61	-51	-56	5	2
OO_Info_float_param	-87.1389	-46.9656	-67.0523	20.0866	2
OO_Info_choice_param	2	4	3	1	2
RESULT1	1.2706	1.8131	1.5574	0.195	4
RESULT2	2.4653	2.8449	2.6776	0.1382	4
int_param	-76	-11	-49	24.3824	4
float_param	-87.1389	-34.9723	-57.0034	19.3521	4
int_param_two	-61	-3	-44	24.0208	4
choice_param	2	16	6.5	5.5453	4

submitit INFO (2025-11-20 13:46:58,981) - Starting with JobEnvironment(job_id=179910, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:46:58,981) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/179910/179910_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -11, "float_param": -46.96563769045812, "int_param_two": -61, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-11' --float_param='-46.96563769045811653768' --choice_param='2'  --int_param_two='-61' --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='-11' --float_param='-46.96563769045811653768' --choice_param='2'  --int_param_two='-61' --nr_results=2 
stdout:
 OO-Info: int_param: -11
OO-Info: int_param_two: -61
OO-Info: float_param: -46.96563769045811653768
OO-Info: choice_param: 2
RESULT1: 1.6177472954887
RESULT2: 2.7342172247331

stderr was empty
Result: {'RESULT1': 1.6177472954887, 'RESULT2': 2.7342172247331}
Final-results: {'RESULT1': 1.6177472954887, 'RESULT2': 2.7342172247331}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:47:06,489) - Job completed successfully
submitit INFO (2025-11-20 13:47:06,489) - Exiting after successful completion