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
-4.0	-6.0	-99.66690144680057	1.0	2.41445982884349	-4	-99.66690144680057	-6	1	1.26296884224667

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

2025-12-28 12:25:58 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: a9c21ad87ea89b1e05ea7b0e72bb8d5bea0cacb9 (9172-1-ga9c21ad87)

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,1.756111897100000041049838728213,2.789438671300000116559658636106,-54,-18.18017899990081787109375,-49,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.538730519200000035340281101526,2.756056720900000200913382286672,10,-100,10,1
2,1766924726,2,e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7,1766924728,1766924734,6,./.tests/optimization_example --int_param='-20' --float_param='-99.70916500181500907729' --choice_param='1'  --int_param_two='-4' --nr_results=2,0,,runnervmdwttx,-20,-4,-99.709165001815023288145312108099,1,2_0,COMPLETED,BO_MIXED,1.993224288600000004834100764128,2.174911155899999837259883861407,-20,-99.709165001815009077290596906096,-4,1
3,1766924746,2,e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7,1766924748,1766924754,6,./.tests/optimization_example --int_param='-4' --float_param='-99.66690144680056562265' --choice_param='1'  --int_param_two='-6' --nr_results=2,0,,runnervmdwttx,-4,-6,-99.666901446800565622652356978506,1,3_0,COMPLETED,BO_MIXED,1.262968842246670053697243929491,2.414459828843490196703669425915,-4,-99.666901446800565622652356978506,-6,1


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

Current git-hash: a9c21ad87ea89b1e05ea7b0e72bb8d5bea0cacb9 (last fully tested stable version 1 commit ago [484a394c42320d418cbef555884a92b8c8b30895, 9172])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 12:25:15] 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: 6256bfa5-0673-4925-988e-7d7e1f3d1b0b
  _________________________________
| OmniOpt2 - Tuning up for success! |
  =================================
                                   \
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                                                             _-~~             ~~-_
                                                          _-~                    /~-_
                                        /^\__/^\         /~  \                   /    \
                                      /|  O|| O|        /      \_______________/        \
                                     | |___||__|      /       /                \          \
                                     |          \    /      /                    \          \
                                     |   (_______) /______/                        \_________ \
                                     |         / /         \                      /            \
                                      \         \^\\         \                  /               \     /
                                        \         ||           \______________/      _-_       //\__//
                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                            ~-----||====/~     |==================|       |/~~~~~
                                             (_(__/  ./     /                    \_\      \.
                                                    (_(___/                         \_____)_)
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=397 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      2      │    -20    │ -99.70916500181501 │      -4       │      1       │   1.9932242886   │   2.1749111559   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -4     │ -99.66690144680057 │      -6       │      1       │ 1.26296884224667 │ 2.41445982884349 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 12:25:18 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, Started OmniOpt2 run...
2025-12-28 12:25:26 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, getting new HP set (no sbatch)
2025-12-28 12:25:26 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, requested 1 jobs, got 1, 7.91 s/job
2025-12-28 12:25:26 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, eval #1/1 start                    
2025-12-28 12:25:26 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, starting new job                   
2025-12-28 12:25:26 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, started new job                    
2025-12-28 12:25:35 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, new result: RESULT1: 1.993224, RESULT2: 2.174911
2025-12-28 12:25:39 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-12-28 12:25:46 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-12-28 12:25:46 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, requested 1 jobs, got 1, 6.90 s/job     
2025-12-28 12:25:46 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, eval #1/1 start                         
2025-12-28 12:25:46 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, starting new job                        
2025-12-28 12:25:46 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, started new job                         
2025-12-28 12:25:55 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 3 done, new result: RESULT1: 1.262969, RESULT2: 2.414460
2025-12-28 12:25:58 (e560d5c7-dfb3-4c1c-a530-aa6fa140e8e7): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.096 │    1 │        0.096 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.201 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.096 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   7.910 │    1 │        7.910 │
│         2 │   6.896 │    1 │        6.896 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   7.403 │      │              │
│    Median │   7.403 │      │              │
│     Total │  14.806 │      │              │
│       Max │   7.910 │      │              │
│       Min │   6.896 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1766924716,759.16015625,28.7

`RESULT1` (goal: minimize)

Best value: 1.2629688422467
Achieved at:
- RESULT2 = 2.4144598288435
- int_param = -4
- float_param = -99.666901446801
- int_param_two = -6
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.1749111559
Achieved at:
- RESULT1 = 1.9932242886
- int_param = -20
- float_param = -99.709165001815
- int_param_two = -4
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-20	-4	-12	8	2
OO_Info_int_param_two	-6	-4	-5	1	2
OO_Info_float_param	-99.7092	-99.6669	-99.688	0.0211	2
OO_Info_choice_param	1	1	1	0	2
RESULT1	1.263	1.9932	1.6378	0.2696	4
RESULT2	2.1749	2.7894	2.5337	0.2539	4
int_param	-54	10	-17	23.8537	4
float_param	-100	-18.1802	-79.3891	35.3392	4
int_param_two	-49	10	-12.25	22.095	4
choice_param	1	2	1.25	0.433	4

submitit INFO (2025-12-28 12:25:27,034) - Starting with JobEnvironment(job_id=149358, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 12:25:27,034) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/149358/149358_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -20, "float_param": -99.70916500181501, "choice_param": 1, "int_param_two": -4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-20' --float_param='-99.70916500181500907729' --choice_param='1'  --int_param_two='-4' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766921648.4376838
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766922013.528963
Last modification: 1766921648.4376838
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-20' --float_param='-99.70916500181500907729' --choice_param='1'  --int_param_two='-4' --nr_results=2 
stdout:
 OO-Info: int_param: -20
OO-Info: int_param_two: -4
OO-Info: float_param: -99.70916500181500907729
OO-Info: choice_param: 1
RESULT1: 1.99322428864344
RESULT2: 2.17491115592154

stderr was empty
Result: {'RESULT1': 1.99322428864344, 'RESULT2': 2.17491115592154}
Final-results: {'RESULT1': 1.99322428864344, 'RESULT2': 2.17491115592154}
EXIT_CODE: 0
submitit INFO (2025-12-28 12:25:34,592) - Job completed successfully
submitit INFO (2025-12-28 12:25:34,592) - Exiting after successful completion