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	2.7444728262	-51	-66.62153393030167	-90	hallo	1.2579238052

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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 13:37:19 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (9040-1-g3f5cdd50b)

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,1.257923805199999911508257355308,2.744472826199999992979883245425,-51,-66.621533930301666259765625,-90,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.332783650699999933308959043643,2.058390335499999945767513054307,-30,-7.492761530531607760963197506499,9,2
2,1762177010,3,3721bf07-591b-4a5b-9dd2-f1d6cd923654,1762177013,1762177019,6,./.tests/optimization_example --int_param='-98' --float_param='-0.41172963240264387474' --choice_param='16'  --int_param_two='9' --nr_results=2,0,,runnervmf2e7y,-98,9,-0.411729632402643819233389876899,16,2_0,COMPLETED,BOTORCH_MODULAR,1.814336036599999868457189222681,2.989231602799999887309922996792,-98,-0.411729632402643874744541108157,9,16
3,1762177026,2,3721bf07-591b-4a5b-9dd2-f1d6cd923654,1762177028,1762177034,6,./.tests/optimization_example --int_param='-26' --float_param='-33.04829850773919019957' --choice_param='2'  --int_param_two='-31' --nr_results=2,0,,runnervmf2e7y,-26,-31,-33.048298507739190199572476558387,2,3_0,COMPLETED,BOTORCH_MODULAR,1.659257509586500090037475274585,2.78428937410668986274231428979,-26,-33.048298507739190199572476558387,-31,2


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

Current git-hash: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (last fully tested stable version 1 commit ago [ad3c4a024259e2dddd453b72bdb2d22633c3eada, 9040])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 13:36:43] 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: d3447186-d2d7-4649-9d44-84cc19c76d97
  _____________________________________
| OmniOpt2 - Maximizing the model mojo! |
  =====================================
                                       \
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                                             ( //) |        \\///      |     \\     \\
                                           ( / /) _|_ /   )  //       |      \\     _\\
                                         ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                       (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                      (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                      (( /// ))      `.   {            }                   /      \\  \\
                                       (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                  ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                    ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                       /.-~
omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/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_BOTORCH_MODULAR&run_nr=39 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR 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      │    -51    │ -66.62153393030167 │      -90      │    hallo     │ 1.2579238052 │ 2.7444728262 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      1      │    -30    │ -7.492761530531608 │       9       │      2       │ 1.3327836507 │ 2.0583903355 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 13:36:49 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-03 13:36:50 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-03 13:36:50 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.31 s/job
2025-11-03 13:36:50 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-03 13:36:50 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, starting new job                   
2025-11-03 13:36:51 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, started new job                    
2025-11-03 13:37:00 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, new result: RESULT1: 1.814336, RESULT2: 2.989232
2025-11-03 13:37:03 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-03 13:37:06 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-03 13:37:06 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 2.87 s/job     
2025-11-03 13:37:06 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-03 13:37:06 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-03 13:37:06 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-03 13:37:15 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.659258, RESULT2: 2.784289
2025-11-03 13:37:19 (3721bf07-591b-4a5b-9dd2-f1d6cd923654): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.232 │    1 │        0.232 │
│       2 │   0.116 │    1 │        0.116 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.348 │      │              │
│     Max │   0.232 │      │              │
│     Min │   0.116 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.313 │    1 │        1.313 │
│         2 │   2.872 │    1 │        2.872 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.093 │      │              │
│    Median │   2.093 │      │              │
│     Total │   4.185 │      │              │
│       Max │   2.872 │      │              │
│       Min │   1.313 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BOTORCH_MODULAR/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
1762177004,778.5703125,27.1

`RESULT1` (goal: minimize)

Best value: 1.2579238052
Achieved at:
- RESULT2 = 2.7444728262
- int_param = -51
- float_param = -66.621533930302
- int_param_two = -90

`RESULT2` (goal: minimize)

Best value: 2.0583903355
Achieved at:
- RESULT1 = 1.3327836507
- int_param = -30
- float_param = -7.4927615305316
- int_param_two = 9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-98	-26	-62	36	2
OO_Info_int_param_two	-31	9	-11	20	2
OO_Info_float_param	-33.0483	-0.4117	-16.73	16.3183	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.2579	1.8143	1.5161	0.229	4
RESULT2	2.0584	2.9892	2.6441	0.3507	4
int_param	-98	-26	-51.25	28.6127	4
float_param	-66.6215	-0.4117	-26.8936	25.9513	4
int_param_two	-90	9	-25.75	40.5301	4
choice_param	No numerical statistics available

/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 13:36:51,501) - Starting with JobEnvironment(job_id=171284, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 13:36:51,502) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/171284/171284_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -98, "float_param": -0.4117296324026439, "int_param_two": 9, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-98' --float_param='-0.41172963240264387474' --choice_param='16'  --int_param_two='9' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762173580.6807668
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762173963.4483624
Last modification: 1762173580.6807668
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-98' --float_param='-0.41172963240264387474' --choice_param='16'  --int_param_two='9' --nr_results=2 
stdout:
 OO-Info: int_param: -98
OO-Info: int_param_two: 9
OO-Info: float_param: -0.41172963240264387474
OO-Info: choice_param: 16
RESULT1: 1.81433603663845
RESULT2: 2.98923160284491

stderr was empty
Result: {'RESULT1': 1.81433603663845, 'RESULT2': 2.98923160284491}
Final-results: {'RESULT1': 1.81433603663845, 'RESULT2': 2.98923160284491}
EXIT_CODE: 0
submitit INFO (2025-11-03 13:36:59,196) - Job completed successfully
submitit INFO (2025-11-03 13:36:59,196) - Exiting after successful completion