OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BO_MIXED
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_param…	OO_Info_float_par…	OO_Info_choice_pa…	OO_Info_SLURM_JOB…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
10	10	-100.0	1	1169735	2.92806253568003	10	-100.0	10	1	1.22153560498646

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2025-10-24 23:59:55 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 2 done, waiting for 1 job, finished 1 job

Git-Version

Commit: 08be8a91c1e520d02a18fc80924c6c7c87883c9a (8883-1-g08be8a91c)

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
0,1761343093,49,852c1348-b845-4b8b-b256-99975ed16b5b,1761343143,1761343149,6,./.tests/optimization_example --int_param='-80' --float_param='-25.09784221649169921875' --choice_param='4'  --int_param_two='-78' --nr_results=2,0,,c67,-80,-78,-25.097842216491695666036321199499,4,1169734,0_0,COMPLETED,SOBOL,1.24757181070000000566722064832,2.05538855389999985945337357407,-80,-25.09784221649169921875,-78,4
1,1761343157,26,852c1348-b845-4b8b-b256-99975ed16b5b,1761343184,1761343190,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2,0,,c96,10,10,-100,1,1169735,1_0,COMPLETED,BO_MIXED,1.221535604986460077370225008053,2.928062535680029832008131052135,10,-100,10,1

To cancel, press CTRL c, then run 'scancel 1169733'
⠋ 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...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠹ Importing helpers...
⠋ Parsing arguments...
⠹ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 23:58:02] 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 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 MaxTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Models 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...
Run-UUID: a1b94b45-1017-458a-a49f-573b4b2c3250
  _________________________________________________
 /                                                 \
| OmniOpt2 - Not all who wander are lost... just do |
| ing a random search.                              |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_BO_MIXED/0...
⠋ 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: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_BO_MIXED/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠹ Writing git information
⠋ Checking max_eval...
⠋ 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_BO_MIXED&run_nr=0 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, 2 done, waiting for 1 job, finished 1 job                                 : 100%|██████████| 2/2 [01:46<00:00, 53.43s/it]


                                         Pareto-Front for RESULT1/RESULT2:                                          
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param    ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -80    │ -25.0978422164917 │      -78      │      4       │   1.2475718107   │   2.0553885539   │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    10     │       -100        │      10       │      1       │ 1.22153560498646 │ 2.92806253568003 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-24 23:58:08 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, Started OmniOpt2 run...
2025-10-24 23:58:10 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, getting new HP set     
2025-10-24 23:58:11 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, requested 1 jobs, got 1, 1.62 s/job
2025-10-24 23:58:12 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, eval #1/1 start                    
2025-10-24 23:58:13 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, starting new job                   
2025-10-24 23:58:13 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 23:58:14 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 23:58:18 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 23:58:57 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-24 23:59:09 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, running 1 = ∑1/1, new result: RESULT1: 1.247572, RESULT2: 2.055389
2025-10-24 23:59:11 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, waiting for 1 job, finished 1 job                         
2025-10-24 23:59:14 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, getting new HP set                                        
2025-10-24 23:59:14 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, requested 1 jobs, got 1, 3.24 s/job                       
2025-10-24 23:59:16 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, eval #1/1 start                                           
2025-10-24 23:59:17 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, starting new job                                          
2025-10-24 23:59:17 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, unknown 1 = ∑1/1, started new job                         
2025-10-24 23:59:18 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, unknown 1 = ∑1/1, waiting for 1 job                       
2025-10-24 23:59:19 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, pending 1 = ∑1/1, waiting for 1 job                       
2025-10-24 23:59:38 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, running 1 = ∑1/1, waiting for 1 job                       
2025-10-24 23:59:50 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 1 done, running 1 = ∑1/1, new result: RESULT1: 1.221536, RESULT2: 2.928063
2025-10-24 23:59:55 (852c1348-b845-4b8b-b256-99975ed16b5b): SOBOL, 2 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.973 │    1 │        0.973 │
│       2 │   0.409 │    1 │        0.409 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.691 │      │              │
│  Median │   0.691 │      │              │
│   Total │   1.382 │      │              │
│     Max │   0.973 │      │              │
│     Min │   0.409 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.621 │    1 │        1.621 │
│         2 │   3.242 │    1 │        3.242 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.431 │      │              │
│    Median │   2.431 │      │              │
│     Total │   4.863 │      │              │
│       Max │   3.242 │      │              │
│       Min │   1.621 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	multi_results_2_results_BO_MIXED
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BO_MIXED
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
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	['RESULT1=min', 'RESULT2=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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

1761343084.9618,1,0,0
1761343093.1889,1,0,0
1761343093.803,1,1,100
1761343151.5891,1,1,100
1761343154.7696,1,0,0
1761343156.9851,1,0,0
1761343157.1522,1,1,100
1761343195.5927,1,1,100
1761343200.1929,1,0,0
1761343202.1402,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761343084,801.7421875,14.5
1761343144,813.7421875,22.5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-80	10	-35	45	2
OO_Info_int_param_two	-78	10	-34	44	2
OO_Info_float_param	-100	-25.0978	-62.5489	37.4511	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.2215	1.2476	1.2346	0.013	2
RESULT2	2.0554	2.9281	2.4917	0.4363	2
int_param	-80	10	-35	45	2
float_param	-100	-25.0978	-62.5489	37.4511	2
int_param_two	-78	10	-34	44	2
choice_param	1	4	2.5	1.5	2

submitit INFO (2025-10-24 23:58:58,248) - Starting with JobEnvironment(job_id=1169734, hostname=c67, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 23:58:58,250) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_BO_MIXED/0/single_runs/1169734/1169734_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -80, "float_param": -25.0978422164917, "int_param_two": -78, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-80' --float_param='-25.09784221649169921875' --choice_param='4'  --int_param_two='-78' --nr_results=2 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1169734
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761343143.0
Last modification: 1755343211.0
Hostname: c67
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-80' --float_param='-25.09784221649169921875' --choice_param='4'  --int_param_two='-78' --nr_results=2 
stdout:
 OO-Info: int_param: -80
OO-Info: int_param_two: -78
OO-Info: float_param: -25.09784221649169921875
OO-Info: choice_param: 4
RESULT1: 1.24757181068799
RESULT2: 2.055388553857

stderr was empty
Result: {'RESULT1': 1.24757181068799, 'RESULT2': 2.055388553857}
Final-results: {'RESULT1': 1.24757181068799, 'RESULT2': 2.055388553857}
EXIT_CODE: 0
submitit INFO (2025-10-24 23:59:09,463) - Job completed successfully
submitit INFO (2025-10-24 23:59:09,466) - Exiting after successful completion