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
-31	-43	-80.45886358246206	1	1170750	-31	-80.45886358246207	-43	1	-108985.093648059

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

2025-10-25 01:52:43 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, best RESULT: -108985.093648059, waiting for 1 job, finished 1 job

Git-Version

Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)

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
0,1761349903,21,a2970cab-9512-45f9-9479-f45ef6153125,1761349924,1761349931,7,./.tests/optimization_example --int_param='-52' --float_param='-4.12328839302062988281' --choice_param='2' --int_param_two='-81',0,,c148,-52,-81,-4.1232883930206298828125,2,1170749,0_0,COMPLETED,SOBOL,-106807.663911021998501382768154144287,-52,-4.1232883930206298828125,-81,2
1,1761349904,49,a2970cab-9512-45f9-9479-f45ef6153125,1761349953,1761349960,7,./.tests/optimization_example --int_param='-31' --float_param='-80.45886358246207237244' --choice_param='1' --int_param_two='-43',0,,c148,-31,-43,-80.458863582462058161581808235496,1,1170750,1_0,COMPLETED,SOBOL,-108985.093648059002589434385299682617,-31,-80.4588635824620723724365234375,-43,1


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

To cancel, press CTRL c, then run 'scancel 1170728'
⠋ Importing logging...
⠋ Importing warnings...
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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 itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 01:51:22] 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...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
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⠋ Importing botorch...
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⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: cc83d8fe-a5c7-416b-9cec-8dd77b82122d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
⠋ Writing worker creation log...
omniopt --config_toml=.tests/example_config_gpu.toml --follow --mem_gb=4
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__/9...
⠋ 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/__main__tests__/9
⠋ 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=9 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: -108985.093648059, waiting for 1 job, finished 1 job                       : 100%|██████████| 2/2 [01:06<00:00, 33.00s/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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -31               │ -43                   │ -80.45886358246206  │ 1                    │ 1170750              │ -31       │ -80.45886358246207 │ -43           │ 1            │ -108985.093648059 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 7.00 sec  │ 7.00 sec  │   7.00 sec   │  7.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-25 01:51:39 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, Started OmniOpt2 run...
2025-10-25 01:51:41 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, getting new HP set     
2025-10-25 01:51:41 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, requested 1 jobs, got 1, 1.38 s/job
2025-10-25 01:51:43 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, eval #1/1 start                    
2025-10-25 01:51:43 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, starting new job                   
2025-10-25 01:51:44 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 1∑1 (5%/20), started new job
2025-10-25 01:51:44 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 1∑1 (5%/20), getting new HP set
2025-10-25 01:51:44 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 1∑1 (5%/20), requested 1 jobs, got 1, 0.02 s/job
2025-10-25 01:51:44 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 1∑1 (5%/20), eval #1/1 start                    
2025-10-25 01:51:44 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 1∑1 (5%/20), starting new job                   
2025-10-25 01:51:44 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 2∑2 (5%/20), started new job                    
2025-10-25 01:51:45 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, unknown 2∑2 (5%/20), waiting for 2 jobs                 
2025-10-25 01:51:48 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, pending 2∑2 (10%/20), waiting for 2 jobs                
2025-10-25 01:52:11 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, pending 2∑2 (10%/20), new result: RESULT: -106807.663911
2025-10-25 01:52:13 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, best RESULT: -106807.663911022, pending 1∑1 (10%/20), waiting for 2 jobs, finished 1 job
2025-10-25 01:52:13 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, best RESULT: -106807.663911022, pending 1∑1 (10%/20), waiting for 1 job                 
2025-10-25 01:52:18 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, best RESULT: -106807.663911022, pending 1∑1 (5%/20), waiting for 1 job                  
2025-10-25 01:52:41 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, best RESULT: -106807.663911022, pending 1∑1 (5%/20), new result: RESULT: -108985.093648 
2025-10-25 01:52:43 (a2970cab-9512-45f9-9479-f45ef6153125): SOBOL, best RESULT: -108985.093648059, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.075 │    1 │        1.075 │
│       2 │   0.489 │    1 │        0.489 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.782 │      │              │
│  Median │   0.782 │      │              │
│   Total │   1.564 │      │              │
│     Max │   1.075 │      │              │
│     Min │   0.489 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.383 │    1 │        1.383 │
│         2 │   0.025 │    1 │        0.025 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.704 │      │              │
│    Median │   0.704 │      │              │
│     Total │   1.407 │      │              │
│       Max │   1.383 │      │              │
│       Min │   0.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	.tests/example_config_gpu.toml
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, 'generate_all_jobs_at_once': 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	False
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

1761349887.7319,20,0,0
1761349903.3038,20,0,0
1761349904.0527,20,1,5
1761349906.3468,20,1,5
1761349908.064,20,2,10
1761349937.4855,20,2,10
1761349938.0447,20,1,5
1761349966.0309,20,1,5

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

timestamp,ram_usage_mb,cpu_usage_percent
1761349887,807.00390625,10.2
1761349947,823.4609375,10.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	7	7	7	0	2
OO_Info_int_param	-52	-31	-41.5	10.5	2
OO_Info_int_param_two	-81	-43	-62	19	2
OO_Info_float_param	-80.4589	-4.1233	-42.2911	38.1678	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT	-108985.0936	-106807.6639	-107896.3788	1088.7149	2
int_param	-52	-31	-41.5	10.5	2
float_param	-80.4589	-4.1233	-42.2911	38.1678	2
int_param_two	-81	-43	-62	19	2
choice_param	1	2	1.5	0.5	2

submitit INFO (2025-10-25 01:52:01,802) - Starting with JobEnvironment(job_id=1170749, hostname=c148, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 01:52:01,804) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__/9/single_runs/1170749/1170749_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -52, "float_param": -4.12328839302063, "int_param_two": -81, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-52' --float_param='-4.12328839302062988281' --choice_param='2' --int_param_two='-81'
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1170749
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761349924.0
Last modification: 1755343211.0
Hostname: c148
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-52' --float_param='-4.12328839302062988281' --choice_param='2' --int_param_two='-81'
stdout:
 OO-Info: int_param: -52
OO-Info: int_param_two: -81
OO-Info: float_param: -4.12328839302062988281
OO-Info: choice_param: 2
RESULT: -106807.663911022

stderr was empty
Result: {'RESULT': -106807.663911022}
Final-results: {'RESULT': -106807.663911022}
EXIT_CODE: 0
submitit INFO (2025-10-25 01:52:11,068) - Job completed successfully
submitit INFO (2025-10-25 01:52:11,138) - Exiting after successful completion