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	2.6000272024999997	10	-100.0	-100	4	1.1392044421

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
SAASBO	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

2026-01-11 05:15:32 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 02398bad90d1e0fc215adf64da1f60f9481909da (9228)

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,1.882777144999999929808609522297,2.624442063400000080264362622984,-92,0.590016841888427734375,-4,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.139204442100000047588537199772,2.600027202499999745555214758497,10,-100,-100,4
2,1768108441,2,82540db2-8223-4ce9-8f98-5c499db5c246,1768108443,1768108449,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='2'  --int_param_two='-100' --nr_results=2,0,,runnervm4c2pk,10,-100,-100,2,2_0,COMPLETED,SAASBO,1.408078558099999932906598587579,2.537827264100000146385127663962,10,-100,-100,2
3,1768108520,2,82540db2-8223-4ce9-8f98-5c499db5c246,1768108522,1768108528,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='1'  --int_param_two='-100' --nr_results=2,0,,runnervm4c2pk,10,-100,-100,1,3_0,COMPLETED,SAASBO,1.901422899057259918720319546992,2.312286755160560147714932099916,10,-100,-100,1


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

Current git-hash: 02398bad90d1e0fc215adf64da1f60f9481909da (version: 9228)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-11 05:12:45] 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: ae73d8fb-ef65-44a0-9c50-e72f97bc7eaa
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
 \                                                 /
  =================================================
                                                       \
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                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/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_SAASBO&run_nr=569 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SAASBO 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     │    -100     │     -100      │      4       │   1.1392044421   │ 2.6000272024999997 │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      2      │    10     │    -100     │     -100      │      2       │   1.4080785581   │    2.5378272641    │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    10     │    -100     │     -100      │      1       │ 1.90142289905726 │  2.31228675516056  │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-11 05:12:58 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, Started OmniOpt2 run...
2026-01-11 05:14:01 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, getting new HP set (no sbatch)
2026-01-11 05:14:01 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, requested 1 jobs, got 1, 63.89 s/job
2026-01-11 05:14:01 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, eval #1/1 start                     
2026-01-11 05:14:01 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, starting new job                    
2026-01-11 05:14:02 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, started new job                     
2026-01-11 05:14:11 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, new result: RESULT1: 1.408079, RESULT2: 2.537827
2026-01-11 05:14:14 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, finishing jobs, finished 1 job          
2026-01-11 05:15:20 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, getting new HP set (no sbatch)          
2026-01-11 05:15:20 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, requested 1 jobs, got 1, 66.10 s/job    
2026-01-11 05:15:20 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, eval #1/1 start                         
2026-01-11 05:15:20 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, starting new job                        
2026-01-11 05:15:20 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, started new job                         
2026-01-11 05:15:29 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 3 done, new result: RESULT1: 1.901423, RESULT2: 2.312287
2026-01-11 05:15:32 (82540db2-8223-4ce9-8f98-5c499db5c246): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.092 │    1 │        0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.099 │      │              │
│  Median │   0.099 │      │              │
│   Total │   0.198 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  63.888 │    1 │       63.888 │
│         2 │  66.099 │    1 │       66.099 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  64.993 │      │              │
│    Median │  64.993 │      │              │
│     Total │ 129.987 │      │              │
│       Max │  66.099 │      │              │
│       Min │  63.888 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_SAASBO/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
1768108366,759.0234375,28.6
1768108441,811.66796875,42.7
1768108520,818.859375,43.5

`RESULT1` (goal: minimize)

Best value: 1.1392044421
Achieved at:
- RESULT2 = 2.6000272025
- int_param = 10
- float_param = -100
- int_param_two = -100
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.3122867551606
Achieved at:
- RESULT1 = 1.9014228990573
- int_param = 10
- float_param = -100
- int_param_two = -100
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	10	10	10	0	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT1	1.1392	1.9014	1.5829	0.3236	4
RESULT2	2.3123	2.6244	2.5186	0.1233	4
int_param	-92	10	-15.5	44.1673	4
float_param	-100	0.59	-74.8525	43.5568	4
int_param_two	-100	-4	-76	41.5692	4
choice_param	1	16	5.75	6.0156	4

submitit INFO (2026-01-11 05:14:02,240) - Starting with JobEnvironment(job_id=145369, hostname=runnervm4c2pk, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-11 05:14:02,240) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/145369/145369_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": -100.0, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='2'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1768105289.2191045
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1768105983.0054162
Last modification: 1768105289.2191045
Hostname: runnervm4c2pk
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='2'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 2
RESULT1: 1.40807855811818
RESULT2: 2.53782726414235

stderr was empty
Result: {'RESULT1': 1.40807855811818, 'RESULT2': 2.53782726414235}
Final-results: {'RESULT1': 1.40807855811818, 'RESULT2': 2.53782726414235}
EXIT_CODE: 0
submitit INFO (2026-01-11 05:14:09,761) - Job completed successfully
submitit INFO (2026-01-11 05:14:09,762) - Exiting after successful completion