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	2.383140948	-76	8.81421804937957	8	hallo	1.1566474168

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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

2026-05-13 23:16:06 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 4 done, ▁█▂▆, finishing jobs, finished 1 job

Git-Version

Commit: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (9335)

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,1.96076641890000002987903826579,2.513055853900000080614063335815,-19,-87.78727151453495025634765625,-93,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.156647416800000049974528337771,2.383140947999999870177134653204,-76,8.814218049379569208667817292735,8,hallo
2,1778714128,2,7a09ee0b-45c5-4c3c-9f16-e8d75d06a872,1778714130,1778714136,6,./.tests/optimization_example --int_param='-76' --float_param='8.89183765415089766293' --choice_param='2'  --int_param_two='8' --nr_results=2,0,,runnervmeorf1,-76,8,8.891837654150897662930219667032,2,2_0,COMPLETED,BO_MIXED,1.82028207749999992870471032802,2.758851143900000302267017104896,-76,8.891837654150897662930219667032,8,2
3,1778714153,2,7a09ee0b-45c5-4c3c-9f16-e8d75d06a872,1778714155,1778714161,6,./.tests/optimization_example --int_param='-66' --float_param='-11.13453602412233500729' --choice_param='hallo'  --int_param_two='0' --nr_results=2,0,,runnervmeorf1,-66,0,-11.134536024122336783648279379122,hallo,3_0,COMPLETED,BO_MIXED,1.316260222419260106363481099834,2.070771255853709913452576074633,-66,-11.134536024122335007291439978871,0,hallo


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (version: 9335)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-13 23:15:22] ax.storage.sqa_store.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: e8779aea-705c-4bbf-8d7a-b5376a9c1399
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
 .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_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=151 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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    │  8.81421804937957   │       8       │    hallo     │   1.1566474168   │   2.383140948    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -66    │ -11.134536024122335 │       0       │    hallo     │ 1.31626022241926 │ 2.07077125585371 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 54s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.1566474168                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.07077125585371                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🧠 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-13 23:15:26 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, Started OmniOpt2 run...
2026-05-13 23:15:28 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, getting new HP set (no sbatch)
2026-05-13 23:15:28 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, requested 1 jobs, got 1, 2.02 s/job
2026-05-13 23:15:28 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, eval #1/1 start                    
2026-05-13 23:15:28 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, starting new job                   
2026-05-13 23:15:29 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, started new job                    
2026-05-13 23:15:38 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, new result: RESULT1: 1.820282, RESULT2: 2.758851
2026-05-13 23:15:42 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, finishing jobs, finished 1 job     
2026-05-13 23:15:53 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, getting new HP set (no sbatch)     
2026-05-13 23:15:53 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, requested 1 jobs, got 1, 11.56 s/job
2026-05-13 23:15:53 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, eval #1/1 start                     
2026-05-13 23:15:53 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, starting new job                    
2026-05-13 23:15:53 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, started new job                     
2026-05-13 23:16:03 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 3 done, ▁█▂, new result: RESULT1: 1.316260, RESULT2: 2.070771
2026-05-13 23:16:06 (7a09ee0b-45c5-4c3c-9f16-e8d75d06a872): BO_MIXED, 4 done, ▁█▂▆, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.253 │    1 │        0.253 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.182 │      │              │
│  Median │   0.182 │      │              │
│   Total │   0.364 │      │              │
│     Max │   0.253 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.025 │    1 │        2.025 │
│         2 │  11.560 │    1 │       11.560 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.792 │      │              │
│    Median │   6.792 │      │              │
│     Total │  13.585 │      │              │
│       Max │  11.560 │      │              │
│       Min │   2.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BO_MIXED/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
nr_evals_per_arm	1
disable_notifications	False
dump_config	None
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
1778714124,786.34375,27.1

`RESULT1` (goal: minimize)

Best value: 1.1566474168
Achieved at:
- RESULT2 = 2.383140948
- int_param = -76
- float_param = 8.8142180493796
- int_param_two = 8
- choice_param = hallo

`RESULT2` (goal: minimize)

Best value: 2.0707712558537
Achieved at:
- RESULT1 = 1.3162602224193
- int_param = -66
- float_param = -11.134536024122
- int_param_two = 0
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-76	-66	-71	5	2
OO_Info_int_param_two	0	8	4	4	2
OO_Info_float_param	-11.1345	8.8918	-1.1213	10.0132	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1566	1.9608	1.5635	0.3356	4
RESULT2	2.0708	2.7589	2.4315	0.2481	4
int_param	-76	-19	-59.25	23.5942	4
float_param	-87.7873	8.8918	-20.3039	39.8068	4
int_param_two	-93	8	-19.25	42.7047	4
choice_param	No numerical statistics available

submitit INFO (2026-05-13 23:15:29,324) - Starting with JobEnvironment(job_id=161309, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-13 23:15:29,324) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/161309/161309_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -76, "float_param": 8.891837654150898, "choice_param": 2, "int_param_two": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-76' --float_param='8.89183765415089766293' --choice_param='2'  --int_param_two='8' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778710214.7251804
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778710862.2676497
Last modification: 1778710214.7251804
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-76' --float_param='8.89183765415089766293' --choice_param='2'  --int_param_two='8' --nr_results=2 
stdout:
 OO-Info: int_param: -76
OO-Info: int_param_two: 8
OO-Info: float_param: 8.89183765415089766293
OO-Info: choice_param: 2
RESULT1: 1.82028207749045
RESULT2: 2.7588511438548

stderr was empty
Result: {'RESULT1': 1.82028207749045, 'RESULT2': 2.7588511438548}
Final-results: {'RESULT1': 1.82028207749045, 'RESULT2': 2.7588511438548}
EXIT_CODE: 0
submitit INFO (2026-05-13 23:15:36,822) - Job completed successfully
submitit INFO (2026-05-13 23:15:36,823) - Exiting after successful completion