OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
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
-20	-93	-75.56716531515121	hallo	1211544	-20	-75.56716531515121	-93	hallo	-166778.801269189

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-03 14:58:28 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, best RESULT: -166778.801269189, waiting for 1 job, finished 1 job

Git-Version

Commit: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (9041)

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
0,1762178274,25,409a4998-3917-49eb-a8b1-48e9e0f71ad1,1762178299,1762178305,6,./.tests/optimization_example --int_param='-98' --float_param='8.40242087841033935547' --choice_param='16' --int_param_two='5',0,,c118,-98,5,8.40242087841033935546875,16,1211545,0_0,COMPLETED,SOBOL,-108023.084678337996592745184898376465,-98,8.40242087841033935546875,5,16
1,1762178274,11,409a4998-3917-49eb-a8b1-48e9e0f71ad1,1762178285,1762178291,6,./.tests/optimization_example --int_param='-20' --float_param='-75.56716531515121459961' --choice_param='hallo' --int_param_two='-93',0,,c118,-20,-93,-75.567165315151214599609375,hallo,1211544,1_0,COMPLETED,SOBOL,-166778.801269188988953828811645507812,-20,-75.567165315151214599609375,-93,hallo


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

To cancel, press CTRL c, then run 'scancel 1211543'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
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⠋ Importing rich.pretty...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
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⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
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⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
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⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠹ Importing torch...
⠋ Importing numpy...
[WARNING 11-03 14:57:44] 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...
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⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
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⠋ Importing parameter types...
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⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: f742fc71-c74e-4e0e-82e6-1ec26a3f2e96
  _________________________________________________
 /                                                 \
| OmniOpt2 - The fractal of hyperparameters: The de |
| eper you go, the more you see.                    |
 \                                                 /
  =================================================
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                                                       /           /\
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                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   O   O  | \ \ |
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                                                  / /|          |  / /|
                                                 /||\|          | /||\/
                                                     -------------|
                                                         | |    | |
                                                        <__/    \__>
⠋ Writing worker creation log...
omniopt --config_json=.tests/example_config_gpu.json --follow --mem_gb=4
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/__main__tests__/2...
⠋ 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/__main__tests__/2
⠋ 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=__main__tests__&run_nr=14 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 2 steps.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
                                       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: -166778.801269189, waiting for 1 job, finished 1 job                    : 100%|██████████| 2/2 [00:37<00:00, 18.69s/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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -20               │ -93                   │ -75.56716531515121  │ hallo                │ 1211544              │ -20       │ -75.56716531515121 │ -93           │ hallo        │ -166778.801269189 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 14:57:50 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, Started OmniOpt2 run...
2025-11-03 14:57:53 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, getting new HP set #1/2
2025-11-03 14:57:53 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, getting new HP set #2/2
2025-11-03 14:57:53 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, requested 2 jobs, got 2, 0.13 s/job
2025-11-03 14:57:53 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, eval #1/2 start                    
2025-11-03 14:57:54 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, eval #2/2 start                    
2025-11-03 14:57:54 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, starting new job                   
2025-11-03 14:57:59 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, unknown 1 = ∑1/20, started new job 
2025-11-03 14:58:04 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, running/unknown 1/1 = ∑2/20, started new job
2025-11-03 14:58:05 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, running/unknown 1/1 = ∑2/20, waiting for 2 jobs
2025-11-03 14:58:06 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, running/pending 1/1 = ∑2/20, waiting for 2 jobs
2025-11-03 14:58:11 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, running/pending 1/1 = ∑2/20, new result: RESULT: -166778.801269
2025-11-03 14:58:13 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, best RESULT: -166778.801269189, pending 1 = ∑1/20, waiting for 2 jobs, finished 1 job
2025-11-03 14:58:13 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, best RESULT: -166778.801269189, pending 1 = ∑1/20, waiting for 1 job                 
2025-11-03 14:58:25 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, best RESULT: -166778.801269189, running 1 = ∑1/20, waiting for 1 job                 
2025-11-03 14:58:26 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, best RESULT: -166778.801269189, running 1 = ∑1/20, new result: RESULT: -108023.084678
2025-11-03 14:58:28 (409a4998-3917-49eb-a8b1-48e9e0f71ad1): SOBOL, best RESULT: -166778.801269189, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │  10.527 │    2 │        5.264 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │  10.527 │      │              │
│  Median │  10.527 │      │              │
│   Total │  10.527 │      │              │
│     Max │  10.527 │      │              │
│     Min │  10.527 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.260 │    2 │        0.130 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.260 │      │              │
│    Median │   0.260 │      │              │
│     Total │   0.260 │      │              │
│       Max │   0.260 │      │              │
│       Min │   0.260 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	.tests/example_config_gpu.json
num_random_steps	20
max_eval	2
run_program	./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)'
	--int_param_two='%(int_param_two)'
experiment_name	__main__tests__
mem_gb	4
parameter	[{'param': ['int_param', 'range', '-100', '10', 'int']}, {'param': ['float_param', 'range', '-100', '10', 'float']}, {'param': ['choice_param',
	'choice', '1,2,4,8,16,hallo']}, {'auto_exclude_defective_hosts': True, 'model': 'BOTORCH_MODULAR', 'num_random_steps': 1, 'param': ['int_param_two',
	'range', -100, 10, 'int']}]
continue_previous_job	None
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	True
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	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	20
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	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

1762178267.4304,20,0,0
1762178274.2133,20,0,0
1762178279.4567,20,1,5
1762178279.5911,20,1,5
1762178284.4553,20,2,10
1762178293.8828,20,2,10
1762178294.4362,20,1,5
1762178308.1368,20,1,5
1762178310.2975,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1762178267,809.5234375,25.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-98	-20	-59	39	2
OO_Info_int_param_two	-93	5	-44	49	2
OO_Info_float_param	-75.5672	8.4024	-33.5824	41.9848	2
OO_Info_choice_param	No numerical statistics available
RESULT	-166778.8013	-108023.0847	-137400.943	29377.8583	2
int_param	-98	-20	-59	39	2
float_param	-75.5672	8.4024	-33.5824	41.9848	2
int_param_two	-93	5	-44	49	2
choice_param	No numerical statistics available

submitit INFO (2025-11-03 14:58:03,017) - Starting with JobEnvironment(job_id=1211544, hostname=c118, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 14:58:03,018) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/__main__tests__/2/single_runs/1211544/1211544_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": -20, "float_param": -75.56716531515121, "int_param_two": -93, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-20' --float_param='-75.56716531515121459961' --choice_param='hallo' --int_param_two='-93'
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1211544
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1762178200.041639
Last modification: 1751868744.0086284
Hostname: c118
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-20' --float_param='-75.56716531515121459961' --choice_param='hallo' --int_param_two='-93'
stdout:
 OO-Info: int_param: -20
OO-Info: int_param_two: -93
OO-Info: float_param: -75.56716531515121459961
OO-Info: choice_param: hallo
RESULT: -166778.801269189

stderr was empty
Result: {'RESULT': -166778.801269189}
Final-results: {'RESULT': -166778.801269189}
EXIT_CODE: 0
submitit INFO (2025-11-03 14:58:11,438) - Job completed successfully
submitit INFO (2025-11-03 14:58:11,446) - Exiting after successful completion