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	2.8346662031000003	-61	-76.32744520902634	-49	8	1.1087504458

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

2026-01-04 11:44:20 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (9213-7-gfa78bbd92)

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,1.108750445799999928553347672278,2.83466620310000028126751203672,-61,-76.327445209026336669921875,-49,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.651627658200000015042974155222,2.21980576830000009280752237828,10,10,-100,4
2,1767526960,2,b36715c7-67dd-4378-9c1b-8d3cce1b88f4,1767526962,1767526968,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2,0,,runnervmh13bl,-100,10,-100,1,2_0,COMPLETED,SAASBO,1.412413973900000119243713925243,2.931463286100000065204085331061,-100,-100,10,1
3,1767527047,2,b36715c7-67dd-4378-9c1b-8d3cce1b88f4,1767527049,1767527055,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmh13bl,10,-100,-100,16,3_0,COMPLETED,SAASBO,1.428263482012879892479872978583,2.114730623175519852452453051228,10,-100,-100,16


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

Current git-hash: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (last fully tested stable version 7 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:41:19] 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: 31b90749-b1ab-40de-bb02-1eee77efb36e
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dialing in hyperparameters like a clas |
| sic noir detective.                               |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  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=543 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       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      0      │    -61    │ -76.32744520902634 │      -49      │      8       │   1.1087504458   │ 2.8346662031000003 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼────────────────────┤
│      3      │    10     │        -100        │     -100      │      16      │ 1.42826348201288 │  2.11473062317552  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴────────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 11:41:24 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, Started OmniOpt2 run...
2026-01-04 11:42:40 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, getting new HP set (no sbatch)
2026-01-04 11:42:40 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, requested 1 jobs, got 1, 75.85 s/job
2026-01-04 11:42:40 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, eval #1/1 start                     
2026-01-04 11:42:40 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, starting new job                    
2026-01-04 11:42:40 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, started new job                     
2026-01-04 11:42:49 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, new result: RESULT1: 1.412414, RESULT2: 2.931463
2026-01-04 11:42:52 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, finishing jobs, finished 1 job          
2026-01-04 11:44:07 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, getting new HP set (no sbatch)          
2026-01-04 11:44:07 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, requested 1 jobs, got 1, 74.95 s/job    
2026-01-04 11:44:07 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, eval #1/1 start                         
2026-01-04 11:44:07 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, starting new job                        
2026-01-04 11:44:07 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, started new job                         
2026-01-04 11:44:17 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 3 done, new result: RESULT1: 1.428263, RESULT2: 2.114731
2026-01-04 11:44:20 (b36715c7-67dd-4378-9c1b-8d3cce1b88f4): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.235 │    1 │        0.235 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.177 │      │              │
│  Median │   0.177 │      │              │
│   Total │   0.353 │      │              │
│     Max │   0.235 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  75.850 │    1 │       75.850 │
│         2 │  74.950 │    1 │       74.950 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  75.400 │      │              │
│    Median │  75.400 │      │              │
│     Total │ 150.800 │      │              │
│       Max │  75.850 │      │              │
│       Min │  74.950 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767526881,786.21875,27.1
1767526960,817.4765625,48.5
1767527047,817.78125,44.2

`RESULT1` (goal: minimize)

Best value: 1.1087504458
Achieved at:
- RESULT2 = 2.8346662031
- int_param = -61
- float_param = -76.327445209026
- int_param_two = -49
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.1147306231755
Achieved at:
- RESULT1 = 1.4282634820129
- int_param = 10
- float_param = -100
- 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	-100	10	-45	55	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT1	1.1088	1.6516	1.4003	0.1931	4
RESULT2	2.1147	2.9315	2.5252	0.3614	4
int_param	-100	10	-35.25	47.3042	4
float_param	-100	10	-66.5819	45.2584	4
int_param_two	-100	10	-59.75	45.3342	4
choice_param	1	16	7.25	5.6292	4

submitit INFO (2026-01-04 11:42:40,671) - Starting with JobEnvironment(job_id=143041, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:42:40,671) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/143041/143041_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": 10, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1767523421.84775
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767524077.5331118
Last modification: 1767523421.84775
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -100
OO-Info: choice_param: 1
RESULT1: 1.41241397390059
RESULT2: 2.93146328613827

stderr was empty
Result: {'RESULT1': 1.41241397390059, 'RESULT2': 2.93146328613827}
Final-results: {'RESULT1': 1.41241397390059, 'RESULT2': 2.93146328613827}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:42:48,273) - Job completed successfully
submitit INFO (2026-01-04 11:42:48,273) - Exiting after successful completion