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	2.4752318716	10	-3.0484761924593866	10	4	1.1467957202

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 15:51:53 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 89c4b2eb1c18af36704e76ba2bcd2199fa1d9ec8 (9176-14-g89c4b2eb1)

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,1.948200123499999936171889203251,2.087753801899999928082252154127,-87,-71.661274731159210205078125,-71,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.146795720200000090471803559922,2.475231871600000133071262098383,10,-3.048476192459386613364813456428,10,4
2,1766937085,2,e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5,1766937087,1766937093,6,./.tests/optimization_example --int_param='-5' --float_param='8.74392199528585578605' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmdwttx,-5,-100,8.743921995285854009694048727397,16,2_0,COMPLETED,BO_MIXED,1.823153748299999987736441653396,2.058913790000000076929609349463,-5,8.743921995285855786050888127647,-100,16
3,1766937101,2,e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5,1766937103,1766937109,6,./.tests/optimization_example --int_param='10' --float_param='-4.30476034681170993679' --choice_param='4'  --int_param_two='-55' --nr_results=2,0,,runnervmdwttx,10,-55,-4.304760346811709936787337937858,4,3_0,COMPLETED,BO_MIXED,1.394177738650800080222325050272,2.300261237981859885337598825572,10,-4.304760346811709936787337937858,-55,4


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

Current git-hash: 89c4b2eb1c18af36704e76ba2bcd2199fa1d9ec8 (last fully tested stable version 14 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 15:51:20] 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: 8f4695fe-d41f-4c7f-a585-d310cd9201a4
  ________________________________________
| OmniOpt2 - Dialing in the magic numbers. |
  ========================================
                                              \
                                               \
                                                \
                                                 \
                                                                    .       .
                                                                   / `.   .' \
                                                           .---.  <    > <    >  .---.
                                                           |    \  \ - ~ ~ - /  /    |
                                               _____        ~-..-~             ~-..-~
                                              |     |   \~~~\.'                    `./~~~/
                                             ---------   \__/                        \__/
                                            .'  O    \     /               /       \  "
                                           (_____,    `._.'               |         }  \/~~~/
                                            `----.          /       }     |        /    \__/
                                                  `-.      |       /      |       /      `. ,~~|
                                                      ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                           |     /        |     /     ~-.     `-. _|| _||_
                                                           |_____|        |_____|         ~ - . _ _ _ _ __>
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=437 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      │    10     │ -3.0484761924593866 │      10       │      4       │  1.1467957202   │   2.4752318716   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼─────────────────┼──────────────────┤
│      2      │    -5     │  8.743921995285856  │     -100      │      16      │  1.8231537483   │    2.05891379    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼─────────────────┼──────────────────┤
│      3      │    10     │  -4.30476034681171  │      -55      │      4       │ 1.3941777386508 │ 2.30026123798186 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴─────────────────┴──────────────────┘
                                     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 15:51:23 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, Started OmniOpt2 run...
2025-12-28 15:51:25 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, getting new HP set (no sbatch)
2025-12-28 15:51:25 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, requested 1 jobs, got 1, 1.49 s/job
2025-12-28 15:51:25 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, eval #1/1 start                    
2025-12-28 15:51:25 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, starting new job                   
2025-12-28 15:51:25 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, started new job                    
2025-12-28 15:51:34 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, new result: RESULT1: 1.823154, RESULT2: 2.058914
2025-12-28 15:51:37 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2025-12-28 15:51:41 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2025-12-28 15:51:41 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, requested 1 jobs, got 1, 4.16 s/job     
2025-12-28 15:51:41 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, eval #1/1 start                         
2025-12-28 15:51:41 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, starting new job                        
2025-12-28 15:51:41 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, started new job                         
2025-12-28 15:51:50 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 3 done, new result: RESULT1: 1.394178, RESULT2: 2.300261
2025-12-28 15:51:53 (e9b5bfc0-f4d2-4a76-95bc-ca812d1bd2d5): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.092 │    1 │        0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.200 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.486 │    1 │        1.486 │
│         2 │   4.164 │    1 │        4.164 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.825 │      │              │
│    Median │   2.825 │      │              │
│     Total │   5.650 │      │              │
│       Max │   4.164 │      │              │
│       Min │   1.486 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766937081,758.97265625,28.7

`RESULT1` (goal: minimize)

Best value: 1.1467957202
Achieved at:
- RESULT2 = 2.4752318716
- int_param = 10
- float_param = -3.0484761924594
- int_param_two = 10
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.05891379
Achieved at:
- RESULT1 = 1.8231537483
- int_param = -5
- float_param = 8.7439219952859
- int_param_two = -100
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-5	10	2.5	7.5	2
OO_Info_int_param_two	-100	-55	-77.5	22.5	2
OO_Info_float_param	-4.3048	8.7439	2.2196	6.5243	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.1468	1.9482	1.5781	0.3228	4
RESULT2	2.0589	2.4752	2.2305	0.1692	4
int_param	-87	10	-18	40.3051	4
float_param	-71.6613	8.7439	-17.5676	31.643	4
int_param_two	-100	10	-54	40.3175	4
choice_param	1	16	6.25	5.7609	4

submitit INFO (2025-12-28 15:51:25,584) - Starting with JobEnvironment(job_id=160104, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 15:51:25,584) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/160104/160104_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -5, "float_param": 8.743921995285856, "choice_param": 16, "int_param_two": -100}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-5' --float_param='8.74392199528585578605' --choice_param='16'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766933670.1906757
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766934324.451214
Last modification: 1766933670.1906757
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-5' --float_param='8.74392199528585578605' --choice_param='16'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -5
OO-Info: int_param_two: -100
OO-Info: float_param: 8.74392199528585578605
OO-Info: choice_param: 16
RESULT1: 1.82315374825066
RESULT2: 2.05891379001284

stderr was empty
Result: {'RESULT1': 1.82315374825066, 'RESULT2': 2.05891379001284}
Final-results: {'RESULT1': 1.82315374825066, 'RESULT2': 2.05891379001284}
EXIT_CODE: 0
submitit INFO (2025-12-28 15:51:33,106) - Job completed successfully
submitit INFO (2025-12-28 15:51:33,106) - Exiting after successful completion