OmniOpt2

Experiment overview

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

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	OO_Info_SLURM_JOB_ID	int_param	float_param	int_param_two	choice_param	RESULT
-65	-21	-53.9910520807831	2	2118570	-65	-53.9910520807831	-21	2	-90758.7622559766

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	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
RESULT	min

Last progressbar status

2025-12-29 13:11:46 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -90758.7622559766, 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,RESULT,int_param,float_param,int_param_two,choice_param
0,1767010256,21,b8b2b9f8-3964-463a-be25-7ae702151901,1767010278,1767010284,6,./.tests/optimization_example  --int_param='-6' --float_param='-13.68120610713958740234' --choice_param='hallo' --int_param_two='-53' --nr_results=1,0,,c151,-6,-53,-13.68120610713958740234375,hallo,2118569,0_0,COMPLETED,SOBOL,-38321.994616174299153499305248260498,-6,-13.68120610713958740234375,-53,hallo
1,1767010287,10,b8b2b9f8-3964-463a-be25-7ae702151901,1767010298,1767010304,6,./.tests/optimization_example  --int_param='-65' --float_param='-53.99105208078309914299' --choice_param='2' --int_param_two='-21' --nr_results=1,0,,c153,-65,-21,-53.991052080783099142990977270529,2,2118570,1_0,COMPLETED,EXTERNAL_GENERATOR,-90758.762255976602318696677684783936,-65,-53.991052080783099142990977270529,-21,2


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

To cancel, press CTRL c, then run 'scancel 2118568'
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[WARNING 12-29 13:10:47] 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]`.
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Run-UUID: b6e789d6-c6c2-45d5-ab21-eca3a672c4ff
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like a neural synapse becoming self-aw |
| are.                                              |
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --generate_all_jobs_at_once --follow --model=TPE --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TPE/1...
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Run-folder: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TPE/1
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⠼ 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=TPE&run_nr=4 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 TPE 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=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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -38321.9946161743, waiting for 1 job, finished 1 job:  50%|█████░░░░░| 1/2 [00:30<00:29, 29.02s/it]Error loading experiment state: Function __main__.decode_if_base64() parameter 
input_str="None" violates type hint , as  "None" not instance of str.
EXTERNAL_GENERATOR, best RESULT: -90758.7622559766, waiting for 1 job, finished 1 job                  : 100%|██████████| 2/2 [00:50<00:00, 25.43s/it]
                                                                                    Best RESULT, min (total: 2)                                                                                     
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ OO_Info_SLURM_JOB_ID ┃ int_param ┃ float_param       ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -65               │ -21                   │ -53.9910520807831   │ 2                    │ 2118570              │ -65       │ -53.9910520807831 │ -21           │ 2            │ -90758.7622559766 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴───────────────────┴───────────────┴──────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.088 │    1 │        0.088 │
│         2 │   0.994 │    1 │        0.994 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.541 │      │              │
│    Median │   0.541 │      │              │
│     Total │   1.083 │      │              │
│       Max │   0.994 │      │              │
│       Min │   0.088 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.396 │    1 │        0.396 │
│       2 │   0.165 │    1 │        0.165 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.281 │      │              │
│  Median │   0.281 │      │              │
│   Total │   0.561 │      │              │
│     Max │   0.396 │      │              │
│     Min │   0.165 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-29 13:10:55 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, Started OmniOpt2 run...
2025-12-29 13:10:55 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, getting new HP set     
2025-12-29 13:10:56 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, requested 1 jobs, got 1, 0.09 s/job
2025-12-29 13:10:56 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, eval #1/1 start                    
2025-12-29 13:10:56 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, starting new job                   
2025-12-29 13:10:56 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, unknown 1 = ∑1/1, started new job  
2025-12-29 13:10:57 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-12-29 13:11:01 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-12-29 13:11:16 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-12-29 13:11:24 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, running 1 = ∑1/1, new result: RESULT: -38321.994616
2025-12-29 13:11:26 (b8b2b9f8-3964-463a-be25-7ae702151901): SOBOL, best RESULT: -38321.9946161743, waiting for 1 job, finished 1 job
2025-12-29 13:11:27 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, getting new HP set  
2025-12-29 13:11:27 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, requested 1 jobs, got 1, 0.99 s/job
2025-12-29 13:11:27 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, eval #1/1 start                    
2025-12-29 13:11:27 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, starting new job                   
2025-12-29 13:11:27 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, unknown 1 = ∑1/1, started new job  
2025-12-29 13:11:28 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, unknown 1 = ∑1/1, waiting for 1 job
2025-12-29 13:11:32 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, pending 1 = ∑1/1, waiting for 1 job
2025-12-29 13:11:37 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, running 1 = ∑1/1, waiting for 1 job
2025-12-29 13:11:44 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -38321.9946161743, running 1 = ∑1/1, new result: RESULT: -90758.762256
2025-12-29 13:11:46 (b8b2b9f8-3964-463a-be25-7ae702151901): EXTERNAL_GENERATOR, best RESULT: -90758.7622559766, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.396 │    1 │        0.396 │
│       2 │   0.165 │    1 │        0.165 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.281 │      │              │
│  Median │   0.281 │      │              │
│   Total │   0.561 │      │              │
│     Max │   0.396 │      │              │
│     Min │   0.165 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.088 │    1 │        0.088 │
│         2 │   0.994 │    1 │        0.994 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.541 │      │              │
│    Median │   0.541 │      │              │
│     Total │   1.083 │      │              │
│       Max │   0.994 │      │              │
│       Min │   0.088 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	TPE
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	TPE
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	['RESULT=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

1767010251.4822,1,0,0
1767010256.3646,1,0,0
1767010256.5515,1,1,100
1767010308.69,1,1,100

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

timestamp,ram_usage_mb,cpu_usage_percent
1767010251,819.84765625,14.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-65	-6	-35.5	29.5	2
OO_Info_int_param_two	-53	-21	-37	16	2
OO_Info_float_param	-53.9911	-13.6812	-33.8361	20.1549	2
OO_Info_choice_param	No numerical statistics available
RESULT	-90758.7623	-38321.9946	-64540.3784	26218.3838	2
int_param	-65	-6	-35.5	29.5	2
float_param	-53.9911	-13.6812	-33.8361	20.1549	2
int_param_two	-53	-21	-37	16	2
choice_param	No numerical statistics available

submitit INFO (2025-12-29 13:11:14,201) - Starting with JobEnvironment(job_id=2118569, hostname=c151, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 13:11:14,201) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/TPE/1/single_runs/2118569/2118569_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -6, "float_param": -13.681206107139587, "int_param_two": -53, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-6' --float_param='-13.68120610713958740234' --choice_param='hallo' --int_param_two='-53' --nr_results=1
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2118569
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1767008130.8996058
Last modification: 1751868744.0086284
Hostname: c151
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-6' --float_param='-13.68120610713958740234' --choice_param='hallo' --int_param_two='-53' --nr_results=1
stdout:
 OO-Info: int_param: -6
OO-Info: int_param_two: -53
OO-Info: float_param: -13.68120610713958740234
OO-Info: choice_param: hallo
RESULT: -38321.9946161743

stderr was empty
Result: {'RESULT': -38321.9946161743}
Final-results: {'RESULT': -38321.9946161743}
EXIT_CODE: 0
submitit INFO (2025-12-29 13:11:24,181) - Job completed successfully
submitit INFO (2025-12-29 13:11:24,182) - Exiting after successful completion