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
-100.0	-39.0	1.4041659394514912	8.0	2.22329065422261	-100	1.4041659394514912	-39	8	1.41412341695196

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

2025-11-20 14:21:52 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 2057bc1827f62f5a3792b746d4b649d8b90aeac5 (9091)

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,1.6855223524000000345779426425,2.199899604900000138485438583302,-97,-16.37445032596588134765625,-7,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.944850188500000021107894099259,2.512194219099999958899616103736,7,-56.30689982705857943301452905871,-82,4
2,1763648481,2,2b026729-c3f2-42e5-8403-97dc3718e43c,1763648483,1763648489,6,./.tests/optimization_example --int_param='-100' --float_param='-84.57553090294359776635' --choice_param='8'  --int_param_two='10' --nr_results=2,0,,runnervmg1sw1,-100,10,-84.575530902943583555497752968222,8,2_0,COMPLETED,BOTORCH_MODULAR,1.966837893100000123070003610337,2.352027424700000146629008668242,-100,-84.575530902943597766352468170226,10,8
3,1763648498,2,2b026729-c3f2-42e5-8403-97dc3718e43c,1763648500,1763648506,6,./.tests/optimization_example --int_param='-100' --float_param='1.40416593945149115186' --choice_param='8'  --int_param_two='-39' --nr_results=2,0,,runnervmg1sw1,-100,-39,1.404165939451491151856998840231,8,3_0,COMPLETED,BOTORCH_MODULAR,1.414123416951960088283613004023,2.223290654222609852297409815947,-100,1.404165939451491151856998840231,-39,8


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

Current git-hash: 2057bc1827f62f5a3792b746d4b649d8b90aeac5 (version: 9091)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 14:21:13] 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: 76c60d34-ac86-44c0-85ba-7c38c4764d8b
  ________________________________
| OmniOpt2 - better than OmniOpt1! |
  ================================
                                  \
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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=241 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      │    -97    │ -16.37445032596588 │      -7       │      8       │   1.6855223524   │   2.1998996049   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │ 1.4041659394514912 │      -39      │      8       │ 1.41412341695196 │ 2.22329065422261 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 14:21:19 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-20 14:21:21 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-20 14:21:21 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.92 s/job
2025-11-20 14:21:21 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-20 14:21:21 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, starting new job                   
2025-11-20 14:21:21 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, started new job                    
2025-11-20 14:21:30 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, new result: RESULT1: 1.966838, RESULT2: 2.352027
2025-11-20 14:21:35 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-20 14:21:37 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-20 14:21:38 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 2.51 s/job     
2025-11-20 14:21:38 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-20 14:21:38 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-20 14:21:38 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-20 14:21:47 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.414123, RESULT2: 2.223291
2025-11-20 14:21:52 (2b026729-c3f2-42e5-8403-97dc3718e43c): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.235 │    1 │        0.235 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.175 │      │              │
│  Median │   0.175 │      │              │
│   Total │   0.349 │      │              │
│     Max │   0.235 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.922 │    1 │        1.922 │
│         2 │   2.508 │    1 │        2.508 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.215 │      │              │
│    Median │   2.215 │      │              │
│     Total │   4.430 │      │              │
│       Max │   2.508 │      │              │
│       Min │   1.922 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763648474,780.34375,27.1

`RESULT1` (goal: minimize)

Best value: 1.414123416952
Achieved at:
- RESULT2 = 2.2232906542226
- int_param = -100
- float_param = 1.4041659394515
- int_param_two = -39
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.1998996049
Achieved at:
- RESULT1 = 1.6855223524
- int_param = -97
- float_param = -16.374450325966
- int_param_two = -7
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-39	10	-14.5	24.5	2
OO_Info_float_param	-84.5755	1.4042	-41.5857	42.9898	2
OO_Info_choice_param	8	8	8	0	2
RESULT1	1.4141	1.9668	1.7528	0.2247	4
RESULT2	2.1999	2.5122	2.3219	0.1242	4
int_param	-100	7	-72.5	45.9157	4
float_param	-84.5755	1.4042	-38.9632	33.6194	4
int_param_two	-82	10	-29.5	35.0464	4
choice_param	4	8	7	1.7321	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 (2025-11-20 14:21:21,536) - Starting with JobEnvironment(job_id=171256, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 14:21:21,536) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/171256/171256_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -84.5755309029436, "int_param_two": 10, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-84.57553090294359776635' --choice_param='8'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1763644555.1616766
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763644923.0053575
Last modification: 1763644555.1616766
Hostname: runnervmg1sw1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-84.57553090294359776635' --choice_param='8'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -84.57553090294359776635
OO-Info: choice_param: 8
RESULT1: 1.966837893081
RESULT2: 2.35202742470162

stderr was empty
Result: {'RESULT1': 1.966837893081, 'RESULT2': 2.35202742470162}
Final-results: {'RESULT1': 1.966837893081, 'RESULT2': 2.35202742470162}
EXIT_CODE: 0
submitit INFO (2025-11-20 14:21:29,217) - Job completed successfully
submitit INFO (2025-11-20 14:21:29,218) - Exiting after successful completion