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_para…	OO_Info_float_pa…	OO_Info_choice_p…	OO_Info_SLURM_JO…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
5	-2	-22.422764757648…	2	1169717	2.00805405513117	5	-22.42276475764…	-2	2	1.1958359299033

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

2025-10-24 23:49:55 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): 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
0,1761342488,55,088e88c3-a60e-4b4a-aa28-8d52fd61c1ae,1761342544,1761342550,6,./.tests/optimization_example --int_param='-93' --float_param='-80.96377864480018615723' --choice_param='8'  --int_param_two='-71' --nr_results=2,0,,c137,-93,-71,-80.963778644800171946371847297996,8,1169709,0_0,COMPLETED,SOBOL,1.682541128300000021766891222796,2.031145156700000065086442191387,-93,-80.9637786448001861572265625,-71,8
1,1761342553,31,088e88c3-a60e-4b4a-aa28-8d52fd61c1ae,1761342585,1761342591,6,./.tests/optimization_example --int_param='5' --float_param='-22.42276475764811038971' --choice_param='2'  --int_param_two='-2' --nr_results=2,0,,c137,5,-2,-22.42276475764811038970947265625,2,1169717,1_0,COMPLETED,BOTORCH_MODULAR,1.195835929903299899024204933085,2.008054055131169857162376501947,5,-22.42276475764811038970947265625,-2,2

To cancel, press CTRL c, then run 'scancel 1169698'
⠋ Importing logging...
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⠸ Importing torch...
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[WARNING 10-24 23:47:54] 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 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...
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Run-UUID: 21178c96-f2bb-4b99-94af-bf83a2788549
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dancing on the edge of chaos – welcome |
|  to the tuning dimension.                         |
 \                                                 /
  =================================================
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BOTORCH_MODULAR --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=BOTORCH_MODULAR --generate_all_jobs_at_once
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_BOTORCH_MODULAR/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_BOTORCH_MODULAR/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_BOTORCH_MODULAR&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 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
SOBOL, 2 done, waiting for 1 job, finished 1 job                                 : 100%|██████████| 2/2 [01:49<00:00, 55.00s/it]


                                         Pareto-Front for RESULT1/RESULT2:                                          
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1     ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │     5     │ -22.42276475764811 │      -2       │      2       │ 1.1958359299033 │ 2.00805405513117 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴─────────────────┴──────────────────┘
                                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 23:48:05 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, Started OmniOpt2 run...
2025-10-24 23:48:06 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, getting new HP set     
2025-10-24 23:48:06 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, requested 1 jobs, got 1, 0.55 s/job
2025-10-24 23:48:07 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, eval #1/1 start                    
2025-10-24 23:48:08 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, starting new job                   
2025-10-24 23:48:09 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 23:48:10 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 23:48:12 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 23:48:41 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-24 23:49:10 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, running 1 = ∑1/1, new result: RESULT1: 1.682541, RESULT2: 2.031145
2025-10-24 23:49:12 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, waiting for 1 job, finished 1 job                         
2025-10-24 23:49:13 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, getting new HP set                                        
2025-10-24 23:49:13 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, requested 1 jobs, got 1, 0.86 s/job                       
2025-10-24 23:49:13 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, eval #1/1 start                                           
2025-10-24 23:49:13 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, starting new job                                          
2025-10-24 23:49:14 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, unknown 1 = ∑1/1, started new job                         
2025-10-24 23:49:15 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, unknown 1 = ∑1/1, waiting for 1 job                       
2025-10-24 23:49:16 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, pending 1 = ∑1/1, waiting for 1 job                       
2025-10-24 23:49:51 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 1 done, pending 1 = ∑1/1, new result: RESULT1: 1.195836, RESULT2: 2.008054
2025-10-24 23:49:55 (088e88c3-a60e-4b4a-aa28-8d52fd61c1ae): SOBOL, 2 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   2.030 │    1 │        2.030 │
│       2 │   0.216 │    1 │        0.216 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.123 │      │              │
│  Median │   1.123 │      │              │
│   Total │   2.246 │      │              │
│     Max │   2.030 │      │              │
│     Min │   0.216 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.549 │    1 │        0.549 │
│         2 │   0.856 │    1 │        0.856 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.703 │      │              │
│    Median │   0.703 │      │              │
│     Total │   1.405 │      │              │
│       Max │   0.856 │      │              │
│       Min │   0.549 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BOTORCH_MODULAR
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	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

1761342481.8785,1,0,0
1761342488.0311,1,0,0
1761342489.3178,1,1,100
1761342557.7385,1,1,100
1761342558.3241,1,2,200
1761342562.6655,1,2,200
1761342563.2813,1,1,100
1761342595.6387,1,1,100
1761342600.767,1,0,0
1761342602.7658,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761342481,804.83203125,23.9
1761342541,817.55859375,18
1761342602,851.80078125,12.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-93	5	-44	49	2
OO_Info_int_param_two	-71	-2	-36.5	34.5	2
OO_Info_float_param	-80.9638	-22.4228	-51.6933	29.2705	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.1958	1.6825	1.4392	0.2434	2
RESULT2	2.0081	2.0311	2.0196	0.0115	2
int_param	-93	5	-44	49	2
float_param	-80.9638	-22.4228	-51.6933	29.2705	2
int_param_two	-71	-2	-36.5	34.5	2
choice_param	2	8	5	3	2

submitit INFO (2025-10-24 23:48:43,382) - Starting with JobEnvironment(job_id=1169709, hostname=c137, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 23:48:43,384) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_BOTORCH_MODULAR/0/single_runs/1169709/1169709_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -93, "float_param": -80.96377864480019, "int_param_two": -71, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-93' --float_param='-80.96377864480018615723' --choice_param='8'  --int_param_two='-71' --nr_results=2 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1169709
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761342544.0
Last modification: 1755343211.0
Hostname: c137
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-93' --float_param='-80.96377864480018615723' --choice_param='8'  --int_param_two='-71' --nr_results=2 
stdout:
 OO-Info: int_param: -93
OO-Info: int_param_two: -71
OO-Info: float_param: -80.96377864480018615723
OO-Info: choice_param: 8
RESULT1: 1.68254112832165
RESULT2: 2.03114515668446

stderr was empty
Result: {'RESULT1': 1.68254112832165, 'RESULT2': 2.03114515668446}
Final-results: {'RESULT1': 1.68254112832165, 'RESULT2': 2.03114515668446}
EXIT_CODE: 0
submitit INFO (2025-10-24 23:49:10,592) - Job completed successfully
submitit INFO (2025-10-24 23:49:10,595) - Exiting after successful completion