OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
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_par…	OO_Info_SLURM_JOB…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-61	-99	-74.97156858444214	hallo	2118734	2.2117905739	-61	-74.97156858444214	-99	hallo	1.2404340793

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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

2025-12-29 13:17:54 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 2 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
0,1767010624,17,8aa8f967-bf5c-44cb-b3fc-e13c802e4496,1767010642,1767010648,6,./.tests/optimization_example  --int_param='-61' --float_param='-74.97156858444213867188' --choice_param='hallo' --int_param_two='-99' --nr_results=2,0,,c147,-61,-99,-74.971568584442138671875,hallo,2118734,0_0,COMPLETED,SOBOL,1.240434079299999936552012513857,2.211790573900000111962071969174,-61,-74.971568584442138671875,-99,hallo
1,1767010651,10,8aa8f967-bf5c-44cb-b3fc-e13c802e4496,1767010661,1767010668,7,./.tests/optimization_example  --int_param='-25' --float_param='-0.04463691083451996194' --choice_param='1' --int_param_two='2' --nr_results=2,0,,c147,-25,2,-0.044636910834519899493599837115,1,2118775,1_0,COMPLETED,BOTORCH_MODULAR,1.822513222069580107742581276398,2.94648471809657008790850341029,-25,-0.04463691083451996194364497228,2,1


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

To cancel, press CTRL c, then run 'scancel 2118575'
⠋ Importing logging...
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⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Importing submitit.LocalExecutor...
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⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 12-29 13:16:54] 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...
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⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
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⠋ Importing ax...
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⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
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⠋ Importing ax.core.objective...
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⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
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Run-UUID: 303985d4-7b9f-4d65-a93c-e8bd15900fc7
 .88888.                      oo  .88888.             dP   d8888b. 
d8'   `8b                        d8'   `8b            88       `88 
88     88 88d8b.d8b. 88d888b. dP 88     88 88d888b. d8888P .aaadP' 
88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_no_transforms --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TRANSFORMS_no_transforms/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: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TRANSFORMS_no_transforms/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=TRANSFORMS_no_transforms&run_nr=3 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 BOTORCH_MODULAR 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
BOTORCH_MODULAR, 2 done, waiting for 1 job, finished 1 job                                 : 100%|██████████| 2/2 [00:51<00:00, 25.94s/it]


                                      Pareto-Front for RESULT1/RESULT2:                                      
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃   RESULT1    ┃   RESULT2    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      0      │    -61    │ -74.97156858444214 │      -99      │    hallo     │ 1.2404340793 │ 2.2117905739 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.092 │    1 │        0.092 │
│         2 │   0.395 │    1 │        0.395 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.244 │      │              │
│    Median │   0.244 │      │              │
│     Total │   0.487 │      │              │
│       Max │   0.395 │      │              │
│       Min │   0.092 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.397 │    1 │        0.397 │
│       2 │   0.187 │    1 │        0.187 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.292 │      │              │
│  Median │   0.292 │      │              │
│   Total │   0.583 │      │              │
│     Max │   0.397 │      │              │
│     Min │   0.187 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-29 13:17:02 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, Started OmniOpt2 run...
2025-12-29 13:17:04 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, getting new HP set     
2025-12-29 13:17:04 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, requested 1 jobs, got 1, 0.09 s/job
2025-12-29 13:17:04 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, eval #1/1 start                    
2025-12-29 13:17:04 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, starting new job                   
2025-12-29 13:17:04 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, unknown 1 = ∑1/1, started new job  
2025-12-29 13:17:05 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-12-29 13:17:06 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-12-29 13:17:25 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-12-29 13:17:28 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, running 1 = ∑1/1, new result: RESULT1: 1.240434, RESULT2: 2.211791
2025-12-29 13:17:30 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): SOBOL, 1 done, waiting for 1 job, finished 1 job                         
2025-12-29 13:17:31 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, getting new HP set                              
2025-12-29 13:17:31 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.39 s/job             
2025-12-29 13:17:31 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, eval #1/1 start                                 
2025-12-29 13:17:31 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, starting new job                                
2025-12-29 13:17:31 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, unknown 1 = ∑1/1, started new job               
2025-12-29 13:17:32 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, unknown 1 = ∑1/1, waiting for 1 job             
2025-12-29 13:17:36 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, pending 1 = ∑1/1, waiting for 1 job             
2025-12-29 13:17:41 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, running 1 = ∑1/1, waiting for 1 job             
2025-12-29 13:17:48 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 1 done, running 1 = ∑1/1, new result: RESULT1: 1.822513, RESULT2: 2.946485
2025-12-29 13:17:54 (8aa8f967-bf5c-44cb-b3fc-e13c802e4496): BOTORCH_MODULAR, 2 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.397 │    1 │        0.397 │
│       2 │   0.187 │    1 │        0.187 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.292 │      │              │
│  Median │   0.292 │      │              │
│   Total │   0.583 │      │              │
│     Max │   0.397 │      │              │
│     Min │   0.187 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.092 │    1 │        0.092 │
│         2 │   0.395 │    1 │        0.395 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.244 │      │              │
│    Median │   0.244 │      │              │
│     Total │   0.487 │      │              │
│       Max │   0.395 │      │              │
│       Min │   0.092 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	TRANSFORMS_no_transforms
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	BOTORCH_MODULAR
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	True
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

1767010619.1301,1,0,0
1767010624.5438,1,0,0
1767010624.7129,1,1,100
1767010668.6035,1,1,100
1767010670.368,1,0,0
1767010681.1331,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1767010619,819.38671875,12.2
1767010681,858.24609375,11.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-61	-25	-43	18	2
OO_Info_int_param_two	-99	2	-48.5	50.5	2
OO_Info_float_param	-74.9716	-0.0446	-37.5081	37.4635	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.2404	1.8225	1.5315	0.291	2
RESULT2	2.2118	2.9465	2.5791	0.3673	2
int_param	-61	-25	-43	18	2
float_param	-74.9716	-0.0446	-37.5081	37.4635	2
int_param_two	-99	2	-48.5	50.5	2
choice_param	No numerical statistics available

submitit INFO (2025-12-29 13:17:18,562) - Starting with JobEnvironment(job_id=2118734, hostname=c147, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 13:17:18,562) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TRANSFORMS_no_transforms/0/single_runs/2118734/2118734_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -61, "float_param": -74.97156858444214, "int_param_two": -99, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-61' --float_param='-74.97156858444213867188' --choice_param='hallo' --int_param_two='-99' --nr_results=2
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2118734
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1767008130.8996058
Last modification: 1751868744.0086284
Hostname: c147
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-61' --float_param='-74.97156858444213867188' --choice_param='hallo' --int_param_two='-99' --nr_results=2
stdout:
 OO-Info: int_param: -61
OO-Info: int_param_two: -99
OO-Info: float_param: -74.97156858444213867188
OO-Info: choice_param: hallo
RESULT1: 1.24043407927184
RESULT2: 2.21179057387369

stderr was empty
Result: {'RESULT1': 1.24043407927184, 'RESULT2': 2.21179057387369}
Final-results: {'RESULT1': 1.24043407927184, 'RESULT2': 2.21179057387369}
EXIT_CODE: 0
submitit INFO (2025-12-29 13:17:28,483) - Job completed successfully
submitit INFO (2025-12-29 13:17:28,485) - Exiting after successful completion