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	2.4855402669	-85	-19.76487980224192	7	2	1.2368990337

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

2025-11-04 18:31:38 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: fec5d58fa5ec24fe05b8c00277465cf7337d39f5 (9065-2-gfec5d58fa)

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,1.48176899819999996488206761569,2.749937952599999846370337763801,3,-61.0539972782135009765625,-61,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.236899033700000094526672000939,2.485540266900000183625252248021,-85,-19.76487980224192142486572265625,7,2
2,1762281069,2,81869bee-e4a8-4c7e-a736-7a7f534c995d,1762281071,1762281077,6,./.tests/optimization_example --int_param='-100' --float_param='-89.58028663498718913161' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmxu1zt,-100,10,-89.580286634987203342461725696921,2,2_0,COMPLETED,BOTORCH_MODULAR,1.733048729400000098621603683569,2.292496727900000141886494020582,-100,-89.580286634987189131607010494918,10,2
3,1762281085,2,81869bee-e4a8-4c7e-a736-7a7f534c995d,1762281087,1762281093,6,./.tests/optimization_example --int_param='-100' --float_param='-48.70815421273658074597' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmxu1zt,-100,10,-48.708154212736573640540882479399,2,3_0,COMPLETED,BOTORCH_MODULAR,1.822903693727319973660883078992,2.278662355939990113995463616448,-100,-48.708154212736580745968240080401,10,2


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

Current git-hash: fec5d58fa5ec24fe05b8c00277465cf7337d39f5 (last fully tested stable version 2 commits ago [0633a84150d580e678b854b3fcd3a173201f3cd9, 9065])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:31:03] 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: 7082d34e-5166-4e26-9bd2-a4b0877feca4
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: part science, p |
| art sorcery.                                      |
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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=141 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      │    -85    │ -19.76487980224192 │       7       │      2       │   1.2368990337   │   2.4855402669   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │   -100    │ -89.58028663498719 │      10       │      2       │   1.7330487294   │   2.2924967279   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │ -48.70815421273658 │      10       │      2       │ 1.82290369372732 │ 2.27866235593999 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 18:31:07 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-04 18:31:09 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-04 18:31:09 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.79 s/job
2025-11-04 18:31:09 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-04 18:31:09 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, starting new job                   
2025-11-04 18:31:09 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, started new job                    
2025-11-04 18:31:18 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, new result: RESULT1: 1.733049, RESULT2: 2.292497
2025-11-04 18:31:23 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-04 18:31:25 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-04 18:31:25 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 2.23 s/job     
2025-11-04 18:31:25 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-04 18:31:25 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-04 18:31:25 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-04 18:31:34 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.822904, RESULT2: 2.278662
2025-11-04 18:31:38 (81869bee-e4a8-4c7e-a736-7a7f534c995d): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.092 │      │              │
│  Median │   0.092 │      │              │
│   Total │   0.184 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.786 │    1 │        1.786 │
│         2 │   2.232 │    1 │        2.232 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.009 │      │              │
│    Median │   2.009 │      │              │
│     Total │   4.018 │      │              │
│       Max │   2.232 │      │              │
│       Min │   1.786 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762281063,752.73046875,28.8

`RESULT1` (goal: minimize)

Best value: 1.2368990337
Achieved at:
- RESULT2 = 2.4855402669
- int_param = -85
- float_param = -19.764879802242
- int_param_two = 7
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.27866235594
Achieved at:
- RESULT1 = 1.8229036937273
- int_param = -100
- float_param = -48.708154212737
- int_param_two = 10
- choice_param = 2

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	10	10	10	0	2
OO_Info_float_param	-89.5803	-48.7082	-69.1442	20.4361	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.2369	1.8229	1.5687	0.2287	4
RESULT2	2.2787	2.7499	2.4517	0.1906	4
int_param	-100	3	-70.5	42.8748	4
float_param	-89.5803	-19.7649	-54.7768	25.0667	4
int_param_two	-61	10	-8.5	30.3356	4
choice_param	2	16	5.5	6.0622	4

submitit INFO (2025-11-04 18:31:09,563) - Starting with JobEnvironment(job_id=174103, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:31:09,563) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/174103/174103_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -89.58028663498719, "int_param_two": 10, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-89.58028663498718913161' --choice_param='2'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762277829.8775313
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762278209.91974
Last modification: 1762277829.8775313
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-89.58028663498718913161' --choice_param='2'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -89.58028663498718913161
OO-Info: choice_param: 2
RESULT1: 1.73304872943936
RESULT2: 2.29249672786997

stderr was empty
Result: {'RESULT1': 1.73304872943936, 'RESULT2': 2.29249672786997}
Final-results: {'RESULT1': 1.73304872943936, 'RESULT2': 2.29249672786997}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:31:17,123) - Job completed successfully
submitit INFO (2025-11-04 18:31:17,123) - Exiting after successful completion