OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BO_MIXED
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 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
-37	-64	-88.65724593400955	1	2.0288552694	-37	-88.65724593400955	-64	1	1.13544009

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2025-11-16 04:18:43 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 91fbcf2592bafca205c776a3bb503b30557d1f5d (9083)

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
0,1763266693,2,72404dd4-148c-45b5-8e83-15d596029874,1763266695,1763266701,6,./.tests/optimization_example --int_param='-37' --float_param='-88.65724593400955200195' --choice_param='1'  --int_param_two='-64' --nr_results=2,0,,runnervmfxdz0,-37,-64,-88.657245934009552001953125,1,0_0,COMPLETED,SOBOL,1.135440089999999901948513070238,2.028855269400000160828767548082,-37,-88.657245934009552001953125,-64,1
1,1763266709,2,72404dd4-148c-45b5-8e83-15d596029874,1763266711,1763266717,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmfxdz0,-100,10,10,2,1_0,COMPLETED,BO_MIXED,1.942790968882950108920226739428,2.198907019428109954617411858635,-100,10,10,2


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

Current git-hash: 91fbcf2592bafca205c776a3bb503b30557d1f5d (version: 9083)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-16 04:18:08] 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]`.
Run-UUID: 08f92126-bc3d-4364-a796-0039304e4be7
  _________________________________________________
 /                                                 \
| OmniOpt2 - Open the third eye of optimization – t |
| he truth is in the numbers.                       |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BO_MIXED&run_nr=208 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -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      │    -37    │ -88.65724593400955 │      -64      │      1       │ 1.13544009 │ 2.0288552694 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────┴──────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-16 04:18:13 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, Started OmniOpt2 run...
2025-11-16 04:18:13 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, getting new HP set (no sbatch)
2025-11-16 04:18:13 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-16 04:18:13 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, eval #1/1 start                    
2025-11-16 04:18:13 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, starting new job                   
2025-11-16 04:18:13 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, started new job                    
2025-11-16 04:18:22 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, new result: RESULT1: 1.135440, RESULT2: 2.028855
2025-11-16 04:18:24 (72404dd4-148c-45b5-8e83-15d596029874): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-11-16 04:18:29 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 1 done, getting new HP set (no sbatch)       
2025-11-16 04:18:29 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 1 done, requested 1 jobs, got 1, 5.13 s/job  
2025-11-16 04:18:29 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 1 done, eval #1/1 start                      
2025-11-16 04:18:29 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 1 done, starting new job                     
2025-11-16 04:18:29 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 1 done, started new job                      
2025-11-16 04:18:38 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 1 done, new result: RESULT1: 1.942791, RESULT2: 2.198907
2025-11-16 04:18:43 (72404dd4-148c-45b5-8e83-15d596029874): BO_MIXED, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.110 │    1 │        0.110 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.207 │      │              │
│     Max │   0.110 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   5.134 │    1 │        5.134 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.572 │      │              │
│    Median │   2.572 │      │              │
│     Total │   5.145 │      │              │
│       Max │   5.134 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	multi_results_2_results_BO_MIXED
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BO_MIXED
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
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	['RESULT1=min', 'RESULT2=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1763266688,749.4453125,28.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-37	-68.5	31.5	2
OO_Info_int_param_two	-64	10	-27	37	2
OO_Info_float_param	-88.6572	10	-39.3286	49.3286	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT1	1.1354	1.9428	1.5391	0.4037	2
RESULT2	2.0289	2.1989	2.1139	0.085	2
int_param	-100	-37	-68.5	31.5	2
float_param	-88.6572	10	-39.3286	49.3286	2
int_param_two	-64	10	-27	37	2
choice_param	1	2	1.5	0.5	2

submitit INFO (2025-11-16 04:18:13,453) - Starting with JobEnvironment(job_id=182317, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-16 04:18:13,453) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/182317/182317_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -37, "float_param": -88.65724593400955, "int_param_two": -64, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-37' --float_param='-88.65724593400955200195' --choice_param='1'  --int_param_two='-64' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1763263248.4061065
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763263647.3141584
Last modification: 1763263248.4061065
Hostname: runnervmfxdz0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-37' --float_param='-88.65724593400955200195' --choice_param='1'  --int_param_two='-64' --nr_results=2 
stdout:
 OO-Info: int_param: -37
OO-Info: int_param_two: -64
OO-Info: float_param: -88.65724593400955200195
OO-Info: choice_param: 1
RESULT1: 1.13544009004636
RESULT2: 2.0288552693996

stderr was empty
Result: {'RESULT1': 1.13544009004636, 'RESULT2': 2.0288552693996}
Final-results: {'RESULT1': 1.13544009004636, 'RESULT2': 2.0288552693996}
EXIT_CODE: 0
submitit INFO (2025-11-16 04:18:21,047) - Job completed successfully
submitit INFO (2025-11-16 04:18:21,047) - Exiting after successful completion