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
5	-68	-70.30821740627289	16	1211542	5	-70.30821740627289	-68	16	-110826.196089105

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 14:56:49 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, best RESULT: -110826.196089105, waiting for 2 jobs, finished 2 jobs

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
0,1762178196,4,cfc71bb3-249a-4677-8103-e78ad2fc974c,1762178200,1762178206,6,./.tests/optimization_example --int_param='5' --float_param='-70.30821740627288818359' --choice_param='16' --int_param_two='-68',0,,c116,5,-68,-70.30821740627288818359375,16,1211542,0_0,COMPLETED,SOBOL,-110826.196089104996644891798496246338,5,-70.30821740627288818359375,-68,16
1,1762178195,5,cfc71bb3-249a-4677-8103-e78ad2fc974c,1762178200,1762178206,6,./.tests/optimization_example --int_param='-55' --float_param='-4.40640171058475971222' --choice_param='1' --int_param_two='-4',0,,c118,-55,-4,-4.40640171058475971221923828125,1,1211541,1_0,COMPLETED,SOBOL,-38116.923931408899079542607069015503,-55,-4.40640171058475971221923828125,-4,1


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

To cancel, press CTRL c, then run 'scancel 1211540'
⠋ Importing logging...
⠋ Importing warnings...
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⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
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⠋ Importing pathlib.Path...
⠋ Importing uuid...
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⠋ Importing itertools.combinations...
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⠋ Importing sixel...
⠋ Importing subprocess...
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⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠹ Importing torch...
⠋ Importing numpy...
[WARNING 11-03 14:56:28] 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...
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⠋ Importing ax logger...
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Run-UUID: fe53f3ce-5db4-4929-8e74-b69d8d2a6158
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

⠋ Writing worker creation log...
omniopt --config_yaml=.tests/example_config_gpu.yaml --follow --mem_gb=4
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/__main__tests__/1...
⠋ 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__/1
⠋ 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=13 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: -110826.196089105, waiting for 2 jobs, finished 2 jobs: 100%|██████████| 2/2 [00:14<00:00,  7.31s/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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 5                 │ -68                   │ -70.30821740627289  │ 16                   │ 1211542              │ 5         │ -70.30821740627289 │ -68           │ 16           │ -110826.196089105 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                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 14:56:34 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, Started OmniOpt2 run...
2025-11-03 14:56:35 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, getting new HP set #1/2
2025-11-03 14:56:35 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, getting new HP set #2/2
2025-11-03 14:56:35 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, requested 2 jobs, got 2, 0.14 s/job
2025-11-03 14:56:35 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, eval #1/2 start                    
2025-11-03 14:56:35 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, eval #2/2 start                    
2025-11-03 14:56:35 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, starting new job                   
2025-11-03 14:56:37 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, unknown 1 = ∑1/20, started new job 
2025-11-03 14:56:37 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, unknown/pending 1/1 = ∑2/20, started new job
2025-11-03 14:56:38 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, unknown/pending 1/1 = ∑2/20, waiting for 2 jobs
2025-11-03 14:56:39 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, pending 2 = ∑2/20, waiting for 2 jobs          
2025-11-03 14:56:42 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, running 2 = ∑2/20, waiting for 2 jobs          
2025-11-03 14:56:46 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, running 2 = ∑2/20, new result: RESULT: -110826.196089
2025-11-03 14:56:46 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, running 2 = ∑2/20, new result: RESULT: -38116.923931 
2025-11-03 14:56:49 (cfc71bb3-249a-4677-8103-e78ad2fc974c): SOBOL, best RESULT: -110826.196089105, waiting for 2 jobs, finished 2 jobs

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.533 │    2 │        0.766 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.533 │      │              │
│  Median │   1.533 │      │              │
│   Total │   1.533 │      │              │
│     Max │   1.533 │      │              │
│     Min │   1.533 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.277 │    2 │        0.138 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.277 │      │              │
│    Median │   0.277 │      │              │
│     Total │   0.277 │      │              │
│       Max │   0.277 │      │              │
│       Min │   0.277 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	.tests/example_config_gpu.yaml
config_toml	None
config_json	None
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']}, {'param': ['int_param_two', 'range', '-100', '10', 'int'], 'num_random_steps': 1, 'model': 'BOTORCH_MODULAR',
	'auto_exclude_defective_hosts': True}]
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

1762178191.1239,20,0,0
1762178195.8681,20,0,0
1762178196.8821,20,1,5
1762178197.1448,20,1,5
1762178197.1982,20,2,10
1762178209.1067,20,2,10
1762178211.2729,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1762178191,809.078125,25.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-55	5	-25	30	2
OO_Info_int_param_two	-68	-4	-36	32	2
OO_Info_float_param	-70.3082	-4.4064	-37.3573	32.9509	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT	-110826.1961	-38116.9239	-74471.56	36354.6361	2
int_param	-55	5	-25	30	2
float_param	-70.3082	-4.4064	-37.3573	32.9509	2
int_param_two	-68	-4	-36	32	2
choice_param	1	16	8.5	7.5	2

submitit INFO (2025-11-03 14:56:37,752) - Starting with JobEnvironment(job_id=1211541, hostname=c118, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 14:56:37,752) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/__main__tests__/1/single_runs/1211541/1211541_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": -55, "float_param": -4.40640171058476, "int_param_two": -4, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-55' --float_param='-4.40640171058475971222' --choice_param='1' --int_param_two='-4'
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1211541
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1762176821.555691
Last modification: 1751868744.0086284
Hostname: c118
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-55' --float_param='-4.40640171058475971222' --choice_param='1' --int_param_two='-4'
stdout:
 OO-Info: int_param: -55
OO-Info: int_param_two: -4
OO-Info: float_param: -4.40640171058475971222
OO-Info: choice_param: 1
RESULT: -38116.9239314089

stderr was empty
Result: {'RESULT': -38116.9239314089}
Final-results: {'RESULT': -38116.9239314089}
EXIT_CODE: 0
submitit INFO (2025-11-03 14:56:46,152) - Job completed successfully
submitit INFO (2025-11-03 14:56:46,166) - Exiting after successful completion