OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	1
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4
Nr. imported jobs	1

Best RESULT, min (total: 1 + inserted jobs: 1)

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
nan	nan	nan	nan	nan	0	-46.050313506275415	6	hallo	-26928.6650908901

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	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	No

Constraints

Constraints
int_param + 2*int_param_two >= 0
2*int_param_two >= 0

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 03:41:53 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, best RESULT: -26928.6650908901, 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,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-26928.665090890099236276000738143921,0,-46.0503135062754154205322265625,6,hallo
1,1761356213,292,39675743-d042-4be5-9a2a-34a0453c8a4c,1761356505,1761356511,6,./.tests/optimization_example --random_sem --int_param='10' --float_param='9.89603364090799608732' --choice_param='16' --int_param_two='1' --nr_results=1,0,,c124,10,1,9.896033640907996087321407685522,16,1172336,1_0,COMPLETED,BOTORCH_MODULAR,-2207.83145412903013493632897734642,10,9.896033640907996087321407685522,1,16


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

To cancel, press CTRL c, then run 'scancel 1172277'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
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⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ 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 03:36:35] 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...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Using old run's --time: 60
Using old run's --gpus: 1
Using old run's --max_eval: 1
Run-UUID: 1a5e28b1-eb8b-4b2d-ae62-4e2bb0018a9e
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/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/ 
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⠋ Writing worker creation log...
omniopt --continue runs/test_continued_constraint/0 --live_share --mem_gb=4 --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/test_continued_constraint/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: /data/horse/ws/s3811141-oo_crap/omniopt/runs/test_continued_constraint/1
Continuation from runs/test_continued_constraint/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠹ Writing git information
⠋ Checking max_eval...
You have less --max_eval 1 than --num_random_steps 20. Switched both.
Warning: --num_random_steps 1 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=test_continued_constraint&run_nr=7 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: BOTORCH_MODULAR for 2 steps.
Run-Program: ./.tests/optimization_example --random_sem --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     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Constraints                      ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ int_param + 2*int_param_two >= 0 │
│ 2*int_param_two >= 0             │
└──────────────────────────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -26928.6650908901, waiting for 1 job, finished 1 job    : 100%|██████████| 2/2 [05:11<00:00, 155.88s/it]
                                                                            Best RESULT, min (total: 1 + inserted jobs: 1)                                                                            
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ nan                  │ 0         │ -46.050313506275415 │ 6             │ hallo        │ -26928.6650908901 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           1           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-25 03:36:42 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-10-25 03:36:45 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, getting new HP set     
2025-10-25 03:36:50 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, requested 1 jobs, got 1, 2.88 s/job
2025-10-25 03:36:52 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, eval #1/1 start                    
2025-10-25 03:36:53 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, starting new job                   
2025-10-25 03:36:54 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, unknown 1∑1 (5%/20), started new job
2025-10-25 03:36:55 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, unknown 1∑1 (5%/20), waiting for 1 job
2025-10-25 03:36:59 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, pending 1∑1 (5%/20), waiting for 1 job
2025-10-25 03:41:51 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, pending 1∑1 (5%/20), new result: RESULT: -2207.831454 (SEM: 0.071952)
2025-10-25 03:41:53 (39675743-d042-4be5-9a2a-34a0453c8a4c): BOTORCH_MODULAR, best RESULT: -26928.6650908901, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.873 │    1 │        1.873 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.873 │      │              │
│  Median │   1.873 │      │              │
│   Total │   1.873 │      │              │
│     Max │   1.873 │      │              │
│     Min │   1.873 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.883 │    1 │        2.883 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.883 │      │              │
│    Median │   2.883 │      │              │
│     Total │   2.883 │      │              │
│       Max │   2.883 │      │              │
│       Min │   2.883 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/test_continued_constraint/0
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	False
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	True
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	30
slurm_use_srun	False
time
partition
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

1761356198.1993,20,0,0
1761356212.7016,20,0,0
1761356213.921,20,1,5
1761356515.9503,20,1,5

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

timestamp,ram_usage_mb,cpu_usage_percent
1761356198,807.26953125,26.7
1761356258,848.203125,22
1761356318,848.203125,15.9
1761356378,848.203125,30
1761356438,848.203125,28
1761356498,848.203125,30.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	1
OO_Info_int_param	10	10	10	0	1
OO_Info_int_param_two	1	1	1	0	1
OO_Info_float_param	9.896	9.896	9.896	0	1
OO_Info_choice_param	16	16	16	0	1
RESULT	-26928.6651	-2207.8315	-14568.2483	12360.4168	2
int_param	0	10	5	5	2
float_param	-46.0503	9.896	-18.0771	27.9732	2
int_param_two	1	6	3.5	2.5	2
choice_param	No numerical statistics available

submitit INFO (2025-10-25 03:41:23,576) - Starting with JobEnvironment(job_id=1172336, hostname=c124, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 03:41:23,579) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/test_continued_constraint/1/single_runs/1172336/1172336_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": 10, "float_param": 9.896033640907996, "int_param_two": 1, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='10' --float_param='9.89603364090799608732' --choice_param='16' --int_param_two='1' --nr_results=1
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1172336
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761356505.0
Last modification: 1755343211.0
Hostname: c124
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='10' --float_param='9.89603364090799608732' --choice_param='16' --int_param_two='1' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: 1
OO-Info: float_param: 9.89603364090799608732
OO-Info: choice_param: 16
RESULT: -2207.83145412903
SEM-RESULT: 0.0719516224498911

stderr was empty
Result: {'RESULT': -2207.83145412903}
Final-results: {'RESULT': (-2207.83145412903, 0.0719516224498911)}
EXIT_CODE: 0
submitit INFO (2025-10-25 03:41:51,565) - Job completed successfully
submitit INFO (2025-10-25 03:41:51,567) - Exiting after successful completion