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
8.0	7.0	-35.54861935541356	2.0	2.3906081874	8	-35.54861935541356	7	2	1.3843077936000001

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

2026-04-19 06:19:47 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 3669a7dd9138090647baf283e6316589853bd460 (9282)

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,1.397492992799999944608657642675,2.259538155400000025707640816108,-22,-79.2515654861927032470703125,-91,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.793508319699999908891641098307,2.168622003699999911674467512057,-98,9.334652060253004535184118140023,-4,16
2,1776579557,2,08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089,1776579559,1776579565,6,./.tests/optimization_example --int_param='8' --float_param='-35.54861935541355677515' --choice_param='2'  --int_param_two='7' --nr_results=2,0,,runnervmeorf1,8,7,-35.548619355413556775147299049422,2,2_0,COMPLETED,BO_MIXED,1.384307793600000113798387246788,2.3906081873999998066437910893,8,-35.548619355413556775147299049422,7,2
3,1776579575,2,08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089,1776579577,1776579583,6,./.tests/optimization_example --int_param='-8' --float_param='-60.72958424362007434638' --choice_param='1'  --int_param_two='-44' --nr_results=2,0,,runnervmeorf1,-8,-44,-60.729584243620081451808800920844,1,3_0,COMPLETED,BO_MIXED,1.51111520810901001077297678421,2.986085096464619947909113761852,-8,-60.729584243620074346381443319842,-44,1


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

Current git-hash: 3669a7dd9138090647baf283e6316589853bd460 (version: 9282)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 04-19 06:19:11] 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: 0ea4a4f9-72f5-4a27-9264-8b5a6861c1a9
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning hyperparameters like a caffeina |
| ted monk with a Rubik's Cube.                     |
 \                                                 /
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                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
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                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
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                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=59 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      0      │    -22    │ -79.2515654861927  │      -91      │      1       │    1.3974929928    │ 2.2595381554 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│      1      │    -98    │ 9.334652060253005  │      -4       │      16      │    1.7935083197    │ 2.1686220037 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│      2      │     8     │ -35.54861935541356 │       7       │      2       │ 1.3843077936000001 │ 2.3906081874 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-04-19 06:19:15 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, Started OmniOpt2 run...
2026-04-19 06:19:17 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, getting new HP set (no sbatch)
2026-04-19 06:19:17 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, requested 1 jobs, got 1, 1.69 s/job
2026-04-19 06:19:17 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, eval #1/1 start                    
2026-04-19 06:19:17 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, starting new job                   
2026-04-19 06:19:17 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, started new job                    
2026-04-19 06:19:26 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, new result: RESULT1: 1.384308, RESULT2: 2.390608
2026-04-19 06:19:28 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-04-19 06:19:35 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-04-19 06:19:35 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, requested 1 jobs, got 1, 6.35 s/job     
2026-04-19 06:19:35 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, eval #1/1 start                         
2026-04-19 06:19:35 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, starting new job                        
2026-04-19 06:19:35 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, started new job                         
2026-04-19 06:19:44 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 3 done, new result: RESULT1: 1.511115, RESULT2: 2.986085
2026-04-19 06:19:47 (08b792ef-4e6b-4e45-aa0c-1bcfcdb5e089): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.250 │    1 │        0.250 │
│       2 │   0.105 │    1 │        0.105 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.178 │      │              │
│  Median │   0.178 │      │              │
│   Total │   0.355 │      │              │
│     Max │   0.250 │      │              │
│     Min │   0.105 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.690 │    1 │        1.690 │
│         2 │   6.352 │    1 │        6.352 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   4.021 │      │              │
│    Median │   4.021 │      │              │
│     Total │   8.042 │      │              │
│       Max │   6.352 │      │              │
│       Min │   1.690 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1776579553,773.87890625,26.9

`RESULT1` (goal: minimize)

Best value: 1.3843077936
Achieved at:
- RESULT2 = 2.3906081874
- int_param = 8
- float_param = -35.548619355414
- int_param_two = 7
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.1686220037
Achieved at:
- RESULT1 = 1.7935083197
- int_param = -98
- float_param = 9.334652060253
- int_param_two = -4
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-8	8	0	8	2
OO_Info_int_param_two	-44	7	-18.5	25.5	2
OO_Info_float_param	-60.7296	-35.5486	-48.1391	12.5905	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT1	1.3843	1.7935	1.5216	0.1645	4
RESULT2	2.1686	2.9861	2.4512	0.3187	4
int_param	-98	8	-30	40.6694	4
float_param	-79.2516	9.3347	-41.5488	33.221	4
int_param_two	-91	7	-33	38.4903	4
choice_param	1	16	5	6.364	4

submitit INFO (2026-04-19 06:19:17,867) - Starting with JobEnvironment(job_id=160333, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-04-19 06:19:17,868) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/160333/160333_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 8, "float_param": -35.54861935541356, "choice_param": 2, "int_param_two": 7}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='8' --float_param='-35.54861935541355677515' --choice_param='2'  --int_param_two='7' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1776575826.2805161
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1776576430.0325997
Last modification: 1776575826.2805161
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='8' --float_param='-35.54861935541355677515' --choice_param='2'  --int_param_two='7' --nr_results=2 
stdout:
 OO-Info: int_param: 8
OO-Info: int_param_two: 7
OO-Info: float_param: -35.54861935541355677515
OO-Info: choice_param: 2
RESULT1: 1.38430779364808
RESULT2: 2.39060818738969

stderr was empty
Result: {'RESULT1': 1.38430779364808, 'RESULT2': 2.39060818738969}
Final-results: {'RESULT1': 1.38430779364808, 'RESULT2': 2.39060818738969}
EXIT_CODE: 0
submitit INFO (2026-04-19 06:19:25,340) - Job completed successfully
submitit INFO (2026-04-19 06:19:25,340) - Exiting after successful completion