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	2.9694595072	-100	-100.0	10	1	1.0759350651

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

2025-11-04 12:16:37 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 119f7a46eea281f12add5b61f6771a7a4a0896f9 (9046-2-g119f7a46e)

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,1.977460024300000007713151717326,2.262090155500000143717898026807,4,-24.9134862422943115234375,-89,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.075935065099999921045537121245,2.969459507199999848126026336104,-100,-100,10,1
2,1762258555,3,6aa9c227-cd20-4023-a01d-011718b7f8b0,1762258558,1762258564,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='7' --nr_results=2,0,,runnervmf2e7y,10,7,10,2,2_0,COMPLETED,BO_MIXED,1.899903440000000109932898340048,2.934272790700000133057301354711,10,10,7,2
3,1762258584,2,6aa9c227-cd20-4023-a01d-011718b7f8b0,1762258586,1762258592,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='3' --nr_results=2,0,,runnervmf2e7y,-100,3,-100,4,3_0,COMPLETED,BO_MIXED,1.110673546864749949847350762866,2.348249783131420187487492512446,-100,-100,3,4


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

Current git-hash: 119f7a46eea281f12add5b61f6771a7a4a0896f9 (last fully tested stable version 2 commits ago [9ee07c539bf4aa1ec23f20d4e84a679cc03dbc6a, 9046])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 12:15:42] 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: 2c64d239-aff0-46d0-82df-e6eaa9842a05
  _____________________________________
| OmniOpt2 - Maximizing the model mojo! |
  =====================================
                                           \
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                                                                / `.   .' \
                                                        .---.  <    > <    >  .---.
                                                        |    \  \ - ~ ~ - /  /    |
                                            _____        ~-..-~             ~-..-~
                                           |     |   \~~~\.'                    `./~~~/
                                          ---------   \__/                        \__/
                                         .'  O    \     /               /       \  "
                                        (_____,    `._.'               |         }  \/~~~/
                                         `----.          /       }     |        /    \__/
                                               `-.      |       /      |       /      `. ,~~|
                                                   ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                        |     /        |     /     ~-.     `-. _|| _||_
                                                        |_____|        |_____|         ~ - . _ _ _ _ __>
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=71 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      │     4     │ -24.91348624229431 │      -89      │      4       │   1.9774600243   │   2.2620901555   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │   -100    │        -100        │      10       │      1       │   1.0759350651   │   2.9694595072   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │        -100        │       3       │      4       │ 1.11067354686475 │ 2.34824978313142 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 12:15:46 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, Started OmniOpt2 run...
2025-11-04 12:15:55 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, getting new HP set (no sbatch)
2025-11-04 12:15:55 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, requested 1 jobs, got 1, 9.36 s/job
2025-11-04 12:15:55 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, eval #1/1 start                    
2025-11-04 12:15:55 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, starting new job                   
2025-11-04 12:15:56 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, started new job                    
2025-11-04 12:16:05 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, new result: RESULT1: 1.899903, RESULT2: 2.934273
2025-11-04 12:16:08 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-11-04 12:16:24 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-11-04 12:16:24 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, requested 1 jobs, got 1, 15.43 s/job    
2025-11-04 12:16:24 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, eval #1/1 start                         
2025-11-04 12:16:24 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, starting new job                        
2025-11-04 12:16:24 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, started new job                         
2025-11-04 12:16:33 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 3 done, new result: RESULT1: 1.110674, RESULT2: 2.348250
2025-11-04 12:16:37 (6aa9c227-cd20-4023-a01d-011718b7f8b0): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.221 │    1 │        0.221 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.165 │      │              │
│  Median │   0.165 │      │              │
│   Total │   0.330 │      │              │
│     Max │   0.221 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   9.357 │    1 │        9.357 │
│         2 │  15.428 │    1 │       15.428 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  12.393 │      │              │
│    Median │  12.393 │      │              │
│     Total │  24.785 │      │              │
│       Max │  15.428 │      │              │
│       Min │   9.357 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762258543,778.1171875,27.1

`RESULT1` (goal: minimize)

Best value: 1.0759350651
Achieved at:
- RESULT2 = 2.9694595072
- int_param = -100
- float_param = -100
- int_param_two = 10
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.2620901555
Achieved at:
- RESULT1 = 1.9774600243
- int_param = 4
- float_param = -24.913486242294
- int_param_two = -89
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	3	7	5	2	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	2	4	3	1	2
RESULT1	1.0759	1.9775	1.516	0.4238	4
RESULT2	2.2621	2.9695	2.6285	0.325	4
int_param	-100	10	-46.5	53.542	4
float_param	-100	10	-53.7284	47.8898	4
int_param_two	-89	10	-17.25	41.4992	4
choice_param	1	4	2.75	1.299	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 (2025-11-04 12:15:56,487) - Starting with JobEnvironment(job_id=181130, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 12:15:56,487) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/181130/181130_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": 10, "choice_param": 2, "int_param_two": 7}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='7' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762255050.33999
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762255417.8058207
Last modification: 1762255050.33999
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='7' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: 7
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.89990343999034
RESULT2: 2.93427279065097

stderr was empty
Result: {'RESULT1': 1.89990343999034, 'RESULT2': 2.93427279065097}
Final-results: {'RESULT1': 1.89990343999034, 'RESULT2': 2.93427279065097}
EXIT_CODE: 0
submitit INFO (2025-11-04 12:16:04,036) - Job completed successfully
submitit INFO (2025-11-04 12:16:04,036) - Exiting after successful completion