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
-3.0	-99.0	-58.36783048590045	16.0	2.5457059386000003	-3	-58.36783048590045	-99	16	1.1592877867

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 11:37:33 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 08e0a223bfd039e9f94664c10d2f495d3ed3093c (9034-2-g08e0a223b)

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,1.818959422000000047958678806026,2.094271398000000061756509239785,9,1.760485172271728515625,1,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.557135777600000103859656519489,2.452432244400000183048859980772,-90,-53.793368447470946591693063965067,-60,1
2,1762169824,2,6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19,1762169826,1762169832,6,./.tests/optimization_example --int_param='-3' --float_param='-58.36783048590044842285' --choice_param='16'  --int_param_two='-99' --nr_results=2,0,,runnervmxu1zt,-3,-99,-58.367830485900448422853514784947,16,2_0,COMPLETED,BOTORCH_MODULAR,1.159287786699999989181719683984,2.545705938600000273197565547889,-3,-58.367830485900448422853514784947,-99,16
3,1762169840,2,6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19,1762169842,1762169848,6,./.tests/optimization_example --int_param='10' --float_param='-16.78920900624601486584' --choice_param='16'  --int_param_two='-36' --nr_results=2,0,,runnervmxu1zt,10,-36,-16.789209006246014865837423712946,16,3_0,COMPLETED,BOTORCH_MODULAR,1.724819567593840030639285032521,2.040264032638760216542550551821,10,-16.789209006246014865837423712946,-36,16


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

Current git-hash: 08e0a223bfd039e9f94664c10d2f495d3ed3093c (last fully tested stable version 2 commits ago [88d7195d45aaf79ed7f44a981cd9b32c7da2adbc, 9034])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 11:37:00] 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: a4600633-8eb9-4e23-a06d-1e7566faa504
  _________________________________________________
 /                                                 \
| OmniOpt2 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
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=15 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      │    -90    │ -53.79336844747095  │      -60      │      1       │   1.5571357776   │    2.4524322444    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      2      │    -3     │ -58.36783048590045  │      -99      │      16      │   1.1592877867   │ 2.5457059386000003 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    10     │ -16.789209006246015 │      -36      │      16      │ 1.72481956759384 │  2.04026403263876  │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
                                     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 11:37:03 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-03 11:37:04 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-03 11:37:04 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.07 s/job
2025-11-03 11:37:04 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-03 11:37:04 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, starting new job                   
2025-11-03 11:37:04 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, started new job                    
2025-11-03 11:37:13 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, new result: RESULT1: 1.159288, RESULT2: 2.545706
2025-11-03 11:37:17 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-03 11:37:20 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-03 11:37:20 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 2.71 s/job     
2025-11-03 11:37:20 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-03 11:37:20 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-03 11:37:20 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-03 11:37:29 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.724820, RESULT2: 2.040264
2025-11-03 11:37:33 (6dcb2fa6-2aca-4722-b639-ddb7bb1a7f19): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.206 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.072 │    1 │        1.072 │
│         2 │   2.708 │    1 │        2.708 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.890 │      │              │
│    Median │   1.890 │      │              │
│     Total │   3.780 │      │              │
│       Max │   2.708 │      │              │
│       Min │   1.072 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762169820,752.68359375,28.6

`RESULT1` (goal: minimize)

Best value: 1.1592877867
Achieved at:
- RESULT2 = 2.5457059386
- int_param = -3
- float_param = -58.3678304859
- int_param_two = -99
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.0402640326388
Achieved at:
- RESULT1 = 1.7248195675938
- int_param = 10
- float_param = -16.789209006246
- int_param_two = -36
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-3	10	3.5	6.5	2
OO_Info_int_param_two	-99	-36	-67.5	31.5	2
OO_Info_float_param	-58.3678	-16.7892	-37.5785	20.7893	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.1593	1.819	1.5651	0.2523	4
RESULT2	2.0403	2.5457	2.2832	0.2192	4
int_param	-90	10	-18.5	41.5963	4
float_param	-58.3678	1.7605	-31.7975	25.2051	4
int_param_two	-99	1	-48.5	36.3628	4
choice_param	1	16	8.75	7.2586	4

submitit INFO (2025-11-03 11:37:05,194) - Starting with JobEnvironment(job_id=174295, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 11:37:05,194) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/174295/174295_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -3, "float_param": -58.36783048590045, "int_param_two": -99, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-3' --float_param='-58.36783048590044842285' --choice_param='16'  --int_param_two='-99' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762166691.0566268
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762167188.1371975
Last modification: 1762166691.0566268
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-3' --float_param='-58.36783048590044842285' --choice_param='16'  --int_param_two='-99' --nr_results=2 
stdout:
 OO-Info: int_param: -3
OO-Info: int_param_two: -99
OO-Info: float_param: -58.36783048590044842285
OO-Info: choice_param: 16
RESULT1: 1.15928778665057
RESULT2: 2.5457059385694

stderr was empty
Result: {'RESULT1': 1.15928778665057, 'RESULT2': 2.5457059385694}
Final-results: {'RESULT1': 1.15928778665057, 'RESULT2': 2.5457059385694}
EXIT_CODE: 0
submitit INFO (2025-11-03 11:37:12,825) - Job completed successfully
submitit INFO (2025-11-03 11:37:12,825) - Exiting after successful completion