






"""simple docstring"""
import unittest
from dataclasses import dataclass
from typing import Optional

from transformers.utils import ModelOutput


@dataclass
class _lowerCAmelCase	(						__UpperCAmelCase					):
						SCREAMING_SNAKE_CASE_:				float
						SCREAMING_SNAKE_CASE_:				Optional[float]   				=							None
						SCREAMING_SNAKE_CASE_:				Optional[float]   				=							None







class _lowerCAmelCase	(						unittest.TestCase					):







						def  A			(						self       )		->       Optional[int]:
										_SCREAMING_SNAKE_CASE      :		List[str]							=						ModelOutputTest(a=3_0       )
										self.assertEqual(x.a      ,							3_0       )
										self.assertIsNone(x.b       )
										self.assertIsNone(x.c       )
										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		int							=						x.d







						def  A			(						self       )		->       Tuple:
										_SCREAMING_SNAKE_CASE      :		Optional[Any]							=						ModelOutputTest(a=3_0      ,							b=1_0       )
										self.assertEqual(x[0]      ,							3_0       )
										self.assertEqual(x[1]      ,							1_0       )
										self.assertEqual(x[:2]      ,							(3_0, 1_0)       )
										self.assertEqual(x[:]      ,							(3_0, 1_0)       )

										_SCREAMING_SNAKE_CASE      :		str							=						ModelOutputTest(a=3_0      ,							c=1_0       )
										self.assertEqual(x[0]      ,							3_0       )
										self.assertEqual(x[1]      ,							1_0       )
										self.assertEqual(x[:2]      ,							(3_0, 1_0)       )
										self.assertEqual(x[:]      ,							(3_0, 1_0)       )







						def  A			(						self       )		->       Tuple:
										_SCREAMING_SNAKE_CASE      :		List[str]							=						ModelOutputTest(a=3_0      ,							b=1_0       )
										self.assertEqual(x['a']      ,							3_0       )
										self.assertEqual(x['b']      ,							1_0       )
										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		int							=						x['c']

										_SCREAMING_SNAKE_CASE      :		Optional[Any]							=						ModelOutputTest(a=3_0      ,							c=1_0       )
										self.assertEqual(x['a']      ,							3_0       )
										self.assertEqual(x['c']      ,							1_0       )
										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		Dict							=						x['b']







						def  A			(						self       )		->       Dict:
										_SCREAMING_SNAKE_CASE      :		Tuple							=						ModelOutputTest(a=3_0       )
										self.assertEqual(list(x.keys()       )      ,							['a']       )
										self.assertEqual(list(x.values()       )      ,							[3_0]       )
										self.assertEqual(list(x.items()       )      ,							[('a', 3_0)]       )
										self.assertEqual(list(lowerCAmelCase_       )      ,							['a']       )

										_SCREAMING_SNAKE_CASE      :		List[str]							=						ModelOutputTest(a=3_0      ,							b=1_0       )
										self.assertEqual(list(x.keys()       )      ,							['a', 'b']       )
										self.assertEqual(list(x.values()       )      ,							[3_0, 1_0]       )
										self.assertEqual(list(x.items()       )      ,							[('a', 3_0), ('b', 1_0)]       )
										self.assertEqual(list(lowerCAmelCase_       )      ,							['a', 'b']       )

										_SCREAMING_SNAKE_CASE      :		Dict							=						ModelOutputTest(a=3_0      ,							c=1_0       )
										self.assertEqual(list(x.keys()       )      ,							['a', 'c']       )
										self.assertEqual(list(x.values()       )      ,							[3_0, 1_0]       )
										self.assertEqual(list(x.items()       )      ,							[('a', 3_0), ('c', 1_0)]       )
										self.assertEqual(list(lowerCAmelCase_       )      ,							['a', 'c']       )

										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		int							=						x.update({'d': 2_0}       )
										with self.assertRaises(lowerCAmelCase_       ):
														del x["a"]
										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		Optional[Any]							=						x.pop('a'       )
										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		Union[str, Any]							=						x.setdefault('d'      ,							3_2       )







						def  A			(						self       )		->       Any:
										_SCREAMING_SNAKE_CASE      :		Optional[int]							=						ModelOutputTest(a=3_0       )
										_SCREAMING_SNAKE_CASE      :		Tuple							=						1_0
										self.assertEqual(x.a      ,							1_0       )
										self.assertEqual(x['a']      ,							1_0       )







						def  A			(						self       )		->       Any:
										_SCREAMING_SNAKE_CASE      :		Optional[int]							=						ModelOutputTest(a=3_0       )
										_SCREAMING_SNAKE_CASE      :		Optional[Any]							=						1_0
										self.assertEqual(x.a      ,							1_0       )
										self.assertEqual(x['a']      ,							1_0       )







						def  A			(						self       )		->       Optional[Any]:
										_SCREAMING_SNAKE_CASE      :		Optional[Any]							=						ModelOutputTest({'a': 3_0, 'b': 1_0}       )
										self.assertEqual(list(x.keys()       )      ,							['a', 'b']       )
										self.assertEqual(x.a      ,							3_0       )
										self.assertEqual(x.b      ,							1_0       )







						def  A			(						self       )		->       Dict:
										_SCREAMING_SNAKE_CASE      :		Optional[Any]							=						ModelOutputTest([('a', 3_0), ('b', 1_0)]       )
										self.assertEqual(list(x.keys()       )      ,							['a', 'b']       )
										self.assertEqual(x.a      ,							3_0       )
										self.assertEqual(x.b      ,							1_0       )

										with self.assertRaises(lowerCAmelCase_       ):
														_SCREAMING_SNAKE_CASE      :		str							=						ModelOutputTest([('a', 3_0), (1_0, 1_0)]       )

										_SCREAMING_SNAKE_CASE      :		Optional[int]							=						ModelOutputTest(a=(3_0, 3_0)       )
										self.assertEqual(list(x.keys()       )      ,							['a']       )
										self.assertEqual(x.a      ,							(3_0, 3_0)       )









"""simple docstring"""
from .chunk_utils import chunk_layer
from .data_transforms import make_atomaa_masks
from .feats import atomaa_to_atomaa, frames_and_literature_positions_to_atomaa_pos, torsion_angles_to_frames
from .loss import compute_predicted_aligned_error, compute_tm
from .protein import Protein as OFProtein
from .protein import to_pdb
from .rigid_utils import Rigid, Rotation
from .tensor_utils import dict_multimap, flatten_final_dims, permute_final_dims

