



import logging
from dataclasses import dataclass, field
from typing import Optional

from seqaseq_trainer import arg_to_scheduler

from transformers import TrainingArguments


lowercase_						=       logging.getLogger(__name__)
@dataclass
class 			_snake_case     (   lowerCamelCase__):
    UpperCamelCase__			:   Optional[float]       						=field(
        default=0.0      ,		metadata={"""help""": """The label smoothing epsilon to apply (if not zero)."""})
    UpperCamelCase__			:   bool       						=field(default=lowerCamelCase__      ,		metadata={"""help""": """Whether to SortishSamler or not."""})
    UpperCamelCase__			:   bool       						=field(
        default=lowerCamelCase__      ,		metadata={"""help""": """Whether to use generate to calculate generative metrics (ROUGE, BLEU)."""})
    UpperCamelCase__			:   bool       						=field(default=lowerCamelCase__      ,		metadata={"""help""": """whether to use adafactor"""})
    UpperCamelCase__			:   Optional[float]       						=field(
        default=lowerCamelCase__      ,		metadata={"""help""": """Encoder layer dropout probability. Goes into model.config."""})
    UpperCamelCase__			:   Optional[float]       						=field(
        default=lowerCamelCase__      ,		metadata={"""help""": """Decoder layer dropout probability. Goes into model.config."""})
    UpperCamelCase__			:   Optional[float]       						=field(default=lowerCamelCase__      ,		metadata={"""help""": """Dropout probability. Goes into model.config."""})
    UpperCamelCase__			:   Optional[float]       						=field(
        default=lowerCamelCase__      ,		metadata={"""help""": """Attention dropout probability. Goes into model.config."""})
    UpperCamelCase__			:   Optional[str]       						=field(
        default="""linear"""      ,		metadata={"""help""": F"""Which lr scheduler to use. Selected in {sorted(arg_to_scheduler.keys())}"""}      ,		)









from graphs.minimum_spanning_tree_kruskal import kruskal



def __lowerCAmelCase	(       ):
			lowercase__   					=			9
			lowercase__   					=			[
			    [0, 1, 4],
			    [0, 7, 8],
			    [1, 2, 8],
			    [7, 8, 7],
			    [7, 6, 1],
			    [2, 8, 2],
			    [8, 6, 6],
			    [2, 3, 7],
			    [2, 5, 4],
			    [6, 5, 2],
			    [3, 5, 14],
			    [3, 4, 9],
			    [5, 4, 10],
			    [1, 7, 11],
			]

			lowercase__   					=			kruskal(SCREAMING_SNAKE_CASE_  ,					SCREAMING_SNAKE_CASE_					)

			lowercase__   					=			[
			    [7, 6, 1],
			    [2, 8, 2],
			    [6, 5, 2],
			    [0, 1, 4],
			    [2, 5, 4],
			    [2, 3, 7],
			    [0, 7, 8],
			    [3, 4, 9],
			]

			assert sorted(SCREAMING_SNAKE_CASE_					) == sorted(SCREAMING_SNAKE_CASE_					)




