OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param…	OO_Info_float_par…	OO_Info_choice_par…	OO_Info_SLURM_JOB…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
nan	nan	nan	nan	nan	2.2292765385	-69	-3.267230987548828	-92	hallo	1.2002464983

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

2025-12-29 13:52:30 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 4 done, waiting for 1 job, finished 1 job

Git-Version

Commit: 815910076e3b15c9f886789a2fc0797945e4f03f (9210)

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,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.200246498300000075332150117902,2.229276538500000182096982825897,-69,-3.267230987548828125,-92,hallo
1,,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.510820868499999969358782436757,2.994318541500000208088749786839,10,-100,10,1
2,1767012705,6,b2411d0e-cc1e-46c8-b351-6f51029a686e,1767012711,1767012718,7,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-100' --nr_results=2,0,,c87,-100,-100,10,2,2119654,2_0,COMPLETED,SAASBO,1.421168031477469950729641823273,2.616374770735519827979942419915,-100,10,-100,2
3,1767012711,29,b2411d0e-cc1e-46c8-b351-6f51029a686e,1767012740,1767012746,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,c105,-100,-100,10,16,2119655,3_0,COMPLETED,SAASBO,1.695926552712079926621413505927,2.924237492817579830983731881133,-100,10,-100,16


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

To cancel, press CTRL c, then run 'scancel 2119649'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing json...
⠋ Importing yaml...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 12-29 13:50:58] 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]`.
⠸ Importing rendering stuff...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
⠋ Importing numpy...
⠋ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
⠋ Importing MinTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Generators from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Using old run's --time: 60
Using old run's --gpus: 1
Using old run's --max_eval: 2
Run-UUID: d91af849-ce4e-47ce-aeff-e3690d14fe95
  _________________________________________________
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| OmniOpt2 - Hyperparameters: Where science and mag |
| ic shake hands.                                   |
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  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
⠋ Writing worker creation log...
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share --mem_gb=4 --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multi_results_2_results_SAASBO/1...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠼ Writing git information
⠋ Checking max_eval...
You have less --max_eval 2 than --num_random_steps 20. Switched both.
Warning: --num_random_steps 2 is smaller than --num_parallel_jobs 20. It's recommended that --num_parallel_jobs is the same as or a multiple of --num_random_steps
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=multi_results_2_results_SAASBO&run_nr=11 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
SAASBO, 4 done, waiting for 1 job, finished 1 job                                       : 100%|██████████| 4/4 [01:24<00:00, 21.12s/it]


                                      Pareto-Front for RESULT1/RESULT2:                                      
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃   RESULT1    ┃   RESULT2    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      0      │    -69    │ -3.267230987548828 │      -92      │    hallo     │ 1.2002464983 │ 2.2292765385 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-29 13:51:05 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, Started OmniOpt2 run...
2025-12-29 13:51:45 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, getting new HP set     
2025-12-29 13:51:45 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, requested 1 jobs, got 1, 38.03 s/job
2025-12-29 13:51:45 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, eval #1/1 start                     
2025-12-29 13:51:45 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, starting new job                    
2025-12-29 13:51:45 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, unknown 1∑1 (5%/20), started new job
2025-12-29 13:51:51 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running 1∑1 (5%/20), getting new HP set
2025-12-29 13:51:51 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running 1∑1 (5%/20), requested 1 jobs, got 1, 5.27 s/job
2025-12-29 13:51:51 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running 1∑1 (5%/20), eval #1/1 start                    
2025-12-29 13:51:51 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running 1∑1 (5%/20), starting new job                   
2025-12-29 13:51:51 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running/unknown 1/1∑2 (5%/20), started new job          
2025-12-29 13:51:52 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running/unknown 1/1∑2 (5%/20), waiting for 2 jobs       
2025-12-29 13:51:55 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running/unknown 1/1∑2 (10%/20), waiting for 2 jobs      
2025-12-29 13:51:56 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running/pending 1/1∑2 (10%/20), waiting for 2 jobs      
2025-12-29 13:51:58 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, running/pending 1/1∑2 (10%/20), new result: RESULT1: 1.421168, RESULT2: 2.616375
2025-12-29 13:52:01 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 3 done, pending 1∑1 (10%/20), waiting for 2 jobs, finished 1 job                
2025-12-29 13:52:01 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 3 done, pending 1∑1 (10%/20), waiting for 1 job                                 
2025-12-29 13:52:05 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 3 done, pending 1∑1 (5%/20), waiting for 1 job                                  
2025-12-29 13:52:12 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 3 done, running 1∑1 (5%/20), waiting for 1 job                                  
2025-12-29 13:52:27 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 3 done, running 1∑1 (5%/20), new result: RESULT1: 1.695927, RESULT2: 2.924237   
2025-12-29 13:52:30 (b2411d0e-cc1e-46c8-b351-6f51029a686e): SAASBO, 4 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.357 │    1 │        0.357 │
│       2 │   0.182 │    1 │        0.182 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.270 │      │              │
│  Median │   0.270 │      │              │
│   Total │   0.539 │      │              │
│     Max │   0.357 │      │              │
│     Min │   0.182 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  38.025 │    1 │       38.025 │
│         2 │   5.267 │    1 │        5.267 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  21.646 │      │              │
│    Median │  21.646 │      │              │
│     Total │  43.292 │      │              │
│       Max │  38.025 │      │              │
│       Min │   5.267 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	4
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/s3811141
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	1
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

1767012662.5498,20,0,0
1767012705.4955,20,0,0
1767012705.6579,20,1,5
1767012714.8847,20,1,5
1767012715.4305,20,2,10
1767012724.9824,20,2,10
1767012725.5329,20,1,5
1767012757.3271,20,1,5

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1767012662,822.48828125,14.3
1767012734,905.76171875,12.3

`RESULT1` (goal: minimize)

Best value: 1.2002464983
Achieved at:
- RESULT2 = 2.2292765385
- int_param = -69
- float_param = -3.2672309875488
- int_param_two = -92

`RESULT2` (goal: minimize)

Best value: 2.2292765385
Achieved at:
- RESULT1 = 1.2002464983
- int_param = -69
- float_param = -3.2672309875488
- int_param_two = -92

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.2002	1.6959	1.457	0.1783	4
RESULT2	2.2293	2.9943	2.6911	0.3021	4
int_param	-100	10	-64.75	44.9743	4
float_param	-100	10	-20.8168	46.0362	4
int_param_two	-100	10	-70.5	46.5913	4
choice_param	No numerical statistics available

submitit INFO (2025-12-29 13:51:49,103) - Starting with JobEnvironment(job_id=2119654, hostname=c87, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 13:51:49,103) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/2119654/2119654_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-100' --nr_results=2 
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2119654
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1767012711.9922526
Last modification: 1751868744.0086284
Hostname: c87
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.42116803147747
RESULT2: 2.61637477073552

stderr was empty
Result: {'RESULT1': 1.42116803147747, 'RESULT2': 2.61637477073552}
Final-results: {'RESULT1': 1.42116803147747, 'RESULT2': 2.61637477073552}
EXIT_CODE: 0
submitit INFO (2025-12-29 13:51:58,100) - Job completed successfully
submitit INFO (2025-12-29 13:51:58,101) - Exiting after successful completion