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
10.0	-100.0	10.0	hallo	2.45201991717065	10	10.0	-100	hallo	1.00315614145166

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

2026-05-09 23:45:16 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (9304-1-g5268678be)

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,1.092164212199999928643023849872,2.536691506900000003810191628872,-46,-99.42857497371733188629150390625,-31,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.553239662500000006772893357265,2.180344898800000041916291593225,10,10,-100,2
2,1778370228,2,1dd8e15c-52f2-49f1-88cb-870ef1995623,1778370230,1778370236,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2,0,,runnervmeorf1,-100,10,-100,1,2_0,COMPLETED,SAASBO,1.980892892099999968991141940933,2.395182568900000141809414344607,-100,-100,10,1
3,1778370304,1,1dd8e15c-52f2-49f1-88cb-870ef1995623,1778370305,1778370311,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='hallo'  --int_param_two='-100' --nr_results=2,0,,runnervmeorf1,10,-100,10,hallo,3_0,COMPLETED,SAASBO,1.003156141451660099406240078679,2.45201991717065004294795471651,10,10,-100,hallo


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

Current git-hash: 5268678be516a64d8bfe1ff0d3bbd05a6f0bcdd2 (last fully tested stable version 1 commit ago [7d04f3b04cc038a14898910e7a1fde53755e73b2, 9304])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 23:42:39] 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: bb7c2726-ab76-4a11-b439-086596220996
  _________________________________________________
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| OmniOpt2 - Hyperparameter tuning: part science, p |
| art sorcery.                                      |
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                                                     |   O   O  | \ \ |
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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=133 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     │     10      │     -100      │      2       │   1.5532396625   │   2.1803448988   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    10     │     10      │     -100      │    hallo     │ 1.00315614145166 │ 2.45201991717065 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 167s (2m47s)                                                                                                                                                                        │
│    🏆 Best RESULT1: 1.00315614145166                                                                                                                                                                 │
│    🏆 Best RESULT2: 2.1803448988                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv                                                                                                   │
│    🧠 Model: SAASBO                                                                                                                                                                                  │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-09 23:42:43 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, Started OmniOpt2 run...
2026-05-09 23:43:48 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, getting new HP set (no sbatch)
2026-05-09 23:43:48 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, requested 1 jobs, got 1, 64.07 s/job
2026-05-09 23:43:48 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, eval #1/1 start                     
2026-05-09 23:43:48 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, starting new job                    
2026-05-09 23:43:48 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, started new job                     
2026-05-09 23:43:57 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, new result: RESULT1: 1.980893, RESULT2: 2.395183
2026-05-09 23:44:00 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, finishing jobs, finished 1 job          
2026-05-09 23:45:03 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, getting new HP set (no sbatch)          
2026-05-09 23:45:03 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, requested 1 jobs, got 1, 63.77 s/job    
2026-05-09 23:45:04 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, eval #1/1 start                         
2026-05-09 23:45:04 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, starting new job                        
2026-05-09 23:45:04 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, started new job                         
2026-05-09 23:45:13 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 3 done, new result: RESULT1: 1.003156, RESULT2: 2.452020
2026-05-09 23:45:16 (1dd8e15c-52f2-49f1-88cb-870ef1995623): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.106 │    1 │        0.106 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.182 │      │              │
│  Median │   0.182 │      │              │
│   Total │   0.365 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.106 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  64.073 │    1 │       64.073 │
│         2 │  63.771 │    1 │       63.771 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  63.922 │      │              │
│    Median │  63.922 │      │              │
│     Total │ 127.844 │      │              │
│       Max │  64.073 │      │              │
│       Min │  63.771 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778370161,773.98828125,26.8
1778370228,804.42578125,48.6
1778370303,808.7421875,43.6

`RESULT1` (goal: minimize)

Best value: 1.0031561414517
Achieved at:
- RESULT2 = 2.4520199171707
- int_param = 10
- float_param = 10
- int_param_two = -100

`RESULT2` (goal: minimize)

Best value: 2.1803448988
Achieved at:
- RESULT1 = 1.5532396625
- int_param = 10
- float_param = 10
- int_param_two = -100

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	10	-45	55	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0032	1.9809	1.4074	0.3915	4
RESULT2	2.1803	2.5367	2.3911	0.1317	4
int_param	-100	10	-31.5	45.681	4
float_param	-100	10	-44.8571	54.8575	4
int_param_two	-100	10	-55.25	47.0392	4
choice_param	No numerical statistics available

submitit INFO (2026-05-09 23:43:48,584) - Starting with JobEnvironment(job_id=144632, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 23:43:48,584) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/144632/144632_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: 1778366809.9571884
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778367421.6060042
Last modification: 1778366809.9571884
Hostname: runnervmeorf1
========
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: 1.98089289206928
RESULT2: 2.39518256890321

stderr was empty
Result: {'RESULT1': 1.98089289206928, 'RESULT2': 2.39518256890321}
Final-results: {'RESULT1': 1.98089289206928, 'RESULT2': 2.39518256890321}
EXIT_CODE: 0
submitit INFO (2026-05-09 23:43:56,082) - Job completed successfully
submitit INFO (2026-05-09 23:43:56,082) - Exiting after successful completion