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
-94	-10	-7.431795597076416	hallo	2.9680296111	-94	-7.431795597076416	-10	hallo	1.4171899996000001

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

2025-12-28 15:26:27 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: ad087dd73090c1a87458712610fa3da008ba8cc9 (9176-8-gad087dd73)

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
0,1766935562,2,2f30ec86-849b-4f23-b1e4-c65cd7e6d63a,1766935564,1766935570,6,./.tests/optimization_example --int_param='-94' --float_param='-7.43179559707641601562' --choice_param='hallo'  --int_param_two='-10' --nr_results=2,0,,runnervmdwttx,-94,-10,-7.431795597076416015625,hallo,0_0,COMPLETED,SOBOL,1.417189999600000138713085107156,2.968029611099999964807238939102,-94,-7.431795597076416015625,-10,hallo
1,1766935574,2,2f30ec86-849b-4f23-b1e4-c65cd7e6d63a,1766935576,1766935582,6,./.tests/optimization_example --int_param='3' --float_param='-97.44401511972505147696' --choice_param='8'  --int_param_two='-93' --nr_results=2,0,,runnervmdwttx,3,-93,-97.444015119725037266107392497361,8,1_0,COMPLETED,BO_MIXED,1.768100532776770039689040459052,2.562872138197660021319279621821,3,-97.444015119725051476962107699364,-93,8


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

Current git-hash: ad087dd73090c1a87458712610fa3da008ba8cc9 (last fully tested stable version 8 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 15:25:58] 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: 2d9478ee-d0de-467e-9244-4f6baa251ee0
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=416 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      │    -94    │ -7.431795597076416 │      -10      │    hallo     │ 1.4171899996000001 │   2.9680296111   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │     3     │ -97.44401511972505 │      -93      │      8       │  1.76810053277677  │ 2.56287213819766 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 15:26:02 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, Started OmniOpt2 run...
2025-12-28 15:26:02 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, getting new HP set (no sbatch)
2025-12-28 15:26:02 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 15:26:02 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, eval #1/1 start                    
2025-12-28 15:26:02 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, starting new job                   
2025-12-28 15:26:02 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, started new job                    
2025-12-28 15:26:11 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, new result: RESULT1: 1.417190, RESULT2: 2.968030
2025-12-28 15:26:13 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-12-28 15:26:14 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 1 done, getting new HP set (no sbatch)       
2025-12-28 15:26:14 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 1 done, requested 1 jobs, got 1, 1.02 s/job  
2025-12-28 15:26:14 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 1 done, eval #1/1 start                      
2025-12-28 15:26:14 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 1 done, starting new job                     
2025-12-28 15:26:14 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 1 done, started new job                      
2025-12-28 15:26:23 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 1 done, new result: RESULT1: 1.768101, RESULT2: 2.562872
2025-12-28 15:26:27 (2f30ec86-849b-4f23-b1e4-c65cd7e6d63a): BO_MIXED, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.109 │    1 │        0.109 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.102 │      │              │
│  Median │   0.102 │      │              │
│   Total │   0.204 │      │              │
│     Max │   0.109 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.029 │    1 │        0.029 │
│         2 │   1.018 │    1 │        1.018 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.524 │      │              │
│    Median │   0.524 │      │              │
│     Total │   1.047 │      │              │
│       Max │   1.018 │      │              │
│       Min │   0.029 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766935559,756.4921875,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-94	3	-45.5	48.5	2
OO_Info_int_param_two	-93	-10	-51.5	41.5	2
OO_Info_float_param	-97.444	-7.4318	-52.4379	45.0061	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.4172	1.7681	1.5926	0.1755	2
RESULT2	2.5629	2.968	2.7655	0.2026	2
int_param	-94	3	-45.5	48.5	2
float_param	-97.444	-7.4318	-52.4379	45.0061	2
int_param_two	-93	-10	-51.5	41.5	2
choice_param	No numerical statistics available

submitit INFO (2025-12-28 15:26:02,670) - Starting with JobEnvironment(job_id=147534, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 15:26:02,671) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/147534/147534_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -94, "float_param": -7.431795597076416, "int_param_two": -10, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-94' --float_param='-7.43179559707641601562' --choice_param='hallo'  --int_param_two='-10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766932369.3280697
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766932742.181927
Last modification: 1766932369.3280697
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-94' --float_param='-7.43179559707641601562' --choice_param='hallo'  --int_param_two='-10' --nr_results=2 
stdout:
 OO-Info: int_param: -94
OO-Info: int_param_two: -10
OO-Info: float_param: -7.43179559707641601562
OO-Info: choice_param: hallo
RESULT1: 1.4171899995572
RESULT2: 2.96802961113596

stderr was empty
Result: {'RESULT1': 1.4171899995572, 'RESULT2': 2.96802961113596}
Final-results: {'RESULT1': 1.4171899995572, 'RESULT2': 2.96802961113596}
EXIT_CODE: 0
submitit INFO (2025-12-28 15:26:10,187) - Job completed successfully
submitit INFO (2025-12-28 15:26:10,188) - Exiting after successful completion