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
-59.0	-44.0	10.0	8.0	2.37813211381169	-59	10.0	-44	8	1.05937689294024

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

2025-11-12 22:04:51 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 297c9bf79ff8699386ca64b00f917f7524e44aef (9078-1-g297c9bf79)

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,1.618244321900000004532671482593,2.87215336050000002998672243848,-49,-72.866472899913787841796875,-53,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.861946774500000012508849067672,2.269920602500000050838480092352,-76,9.123425716171391641751142742578,-98,4
2,1762985062,2,307dec2b-aecb-4412-90b0-b784fe5125b8,1762985064,1762985070,6,./.tests/optimization_example --int_param='-30' --float_param='2.65731161429568052412' --choice_param='8'  --int_param_two='-5' --nr_results=2,0,,runnervmw9dnm,-30,-5,2.657311614295680524122644783347,8,2_0,COMPLETED,BOTORCH_MODULAR,1.551161292099999977622815094946,2.63556533710000007175722203101,-30,2.657311614295680524122644783347,-5,8
3,1762985078,1,307dec2b-aecb-4412-90b0-b784fe5125b8,1762985079,1762985085,6,./.tests/optimization_example --int_param='-59' --float_param='10' --choice_param='8'  --int_param_two='-44' --nr_results=2,0,,runnervmw9dnm,-59,-44,10,8,3_0,COMPLETED,BOTORCH_MODULAR,1.059376892940240066920409844897,2.378132113811690206972571104416,-59,10,-44,8


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

Current git-hash: 297c9bf79ff8699386ca64b00f917f7524e44aef (last fully tested stable version 1 commit ago [13b42d39143a080c27e201c0b0e07304f6d150f7, 9078])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 22:04:13] 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: e0aaa09d-4872-4ea6-9689-1a04facc3844
 .88888.                      oo  .88888.             dP   d8888b. 
d8'   `8b                        d8'   `8b            88       `88 
88     88 88d8b.d8b. 88d888b. dP 88     88 88d888b. d8888P .aaadP' 
88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
Y8.   .8P 88  88  88 88    88 88 Y8.   .8P 88.  .88   88   88.     
 `8888P'  dP  dP  dP dP    dP dP  `8888P'  88Y888P'   dP   Y88888P 
                                           88                      
                                           dP                      

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=193 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    -76    │ 9.123425716171392 │      -98      │      4       │   1.8619467745   │   2.2699206025   │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -59    │        10         │      -44      │      8       │ 1.05937689294024 │ 2.37813211381169 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-12 22:04:21 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-12 22:04:22 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-12 22:04:22 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.02 s/job
2025-11-12 22:04:22 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-12 22:04:22 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, starting new job                   
2025-11-12 22:04:22 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, started new job                    
2025-11-12 22:04:31 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, new result: RESULT1: 1.551161, RESULT2: 2.635565
2025-11-12 22:04:35 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-12 22:04:38 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-12 22:04:38 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 2.33 s/job     
2025-11-12 22:04:38 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-12 22:04:38 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-12 22:04:38 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-12 22:04:47 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.059377, RESULT2: 2.378132
2025-11-12 22:04:51 (307dec2b-aecb-4412-90b0-b784fe5125b8): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.226 │    1 │        0.226 │
│       2 │   0.110 │    1 │        0.110 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.168 │      │              │
│  Median │   0.168 │      │              │
│   Total │   0.337 │      │              │
│     Max │   0.226 │      │              │
│     Min │   0.110 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.020 │    1 │        1.020 │
│         2 │   2.327 │    1 │        2.327 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.674 │      │              │
│    Median │   1.674 │      │              │
│     Total │   3.347 │      │              │
│       Max │   2.327 │      │              │
│       Min │   1.020 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762985053,778.70703125,27.2

`RESULT1` (goal: minimize)

Best value: 1.0593768929402
Achieved at:
- RESULT2 = 2.3781321138117
- int_param = -59
- float_param = 10
- int_param_two = -44
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.2699206025
Achieved at:
- RESULT1 = 1.8619467745
- int_param = -76
- float_param = 9.1234257161714
- int_param_two = -98
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-59	-30	-44.5	14.5	2
OO_Info_int_param_two	-44	-5	-24.5	19.5	2
OO_Info_float_param	2.6573	10	6.3287	3.6713	2
OO_Info_choice_param	8	8	8	0	2
RESULT1	1.0594	1.8619	1.5227	0.2914	4
RESULT2	2.2699	2.8722	2.5389	0.2338	4
int_param	-76	-30	-53.5	16.6508	4
float_param	-72.8665	10	-12.7714	34.8116	4
int_param_two	-98	-5	-50	33.0681	4
choice_param	4	16	9	4.3589	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 (2025-11-12 22:04:22,568) - Starting with JobEnvironment(job_id=171505, hostname=runnervmw9dnm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 22:04:22,568) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/171505/171505_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -30, "float_param": 2.6573116142956805, "int_param_two": -5, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-30' --float_param='2.65731161429568052412' --choice_param='8'  --int_param_two='-5' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762981517.1941032
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762981893.134606
Last modification: 1762981517.1941032
Hostname: runnervmw9dnm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-30' --float_param='2.65731161429568052412' --choice_param='8'  --int_param_two='-5' --nr_results=2 
stdout:
 OO-Info: int_param: -30
OO-Info: int_param_two: -5
OO-Info: float_param: 2.65731161429568052412
OO-Info: choice_param: 8
RESULT1: 1.55116129208273
RESULT2: 2.63556533711696

stderr was empty
Result: {'RESULT1': 1.55116129208273, 'RESULT2': 2.63556533711696}
Final-results: {'RESULT1': 1.55116129208273, 'RESULT2': 2.63556533711696}
EXIT_CODE: 0
submitit INFO (2025-11-12 22:04:30,091) - Job completed successfully
submitit INFO (2025-11-12 22:04:30,091) - Exiting after successful completion