



from __future__ import annotations

import unittest

from transformers import is_tf_available
from transformers.testing_utils import require_tf, slow

from ...test_configuration_common import ConfigTester
from ...test_modeling_tf_common import TFModelTesterMixin, ids_tensor, random_attention_mask
from ...test_pipeline_mixin import PipelineTesterMixin


if is_tf_available():
       import numpy
       import tensorflow as tf

       from transformers import (
           TF_DPR_CONTEXT_ENCODER_PRETRAINED_MODEL_ARCHIVE_LIST,
           TF_DPR_QUESTION_ENCODER_PRETRAINED_MODEL_ARCHIVE_LIST,
           TF_DPR_READER_PRETRAINED_MODEL_ARCHIVE_LIST,
           BertConfig,
           DPRConfig,
           TFDPRContextEncoder,
           TFDPRQuestionEncoder,
           TFDPRReader,
       )



class       UpperCAmelCase__:

   '''simple docstring'''




   def __init__(						self  :			Optional[Any]			,				lowerCAmelCase  :			Optional[Any]			,				lowerCAmelCase  :			List[Any]=13			,				lowerCAmelCase  :			List[str]=7			,				lowerCAmelCase  :			Optional[Any]=True			,				lowerCAmelCase  :			str=True			,				lowerCAmelCase  :			List[str]=True			,				lowerCAmelCase  :			str=True			,				lowerCAmelCase  :			List[Any]=99			,				lowerCAmelCase  :			Any=32			,				lowerCAmelCase  :			List[str]=2			,				lowerCAmelCase  :			int=4			,				lowerCAmelCase  :			str=37			,				lowerCAmelCase  :			Any="gelu"			,				lowerCAmelCase  :			Tuple=0.1			,				lowerCAmelCase  :			Any=0.1			,				lowerCAmelCase  :			Optional[Any]=5_12			,				lowerCAmelCase  :			Any=16			,				lowerCAmelCase  :			List[str]=2			,				lowerCAmelCase  :			Optional[Any]=0.02			,				lowerCAmelCase  :			Any=3			,				lowerCAmelCase  :			Any=4			,				lowerCAmelCase  :			Optional[int]=None			,				lowerCAmelCase  :			Optional[int]=0			,				)	->				Union[str, Any]:




         """simple docstring"""

         lowercase__     =  parent
         lowercase__     =  batch_size
         lowercase__     =  seq_length
         lowercase__     =  is_training
         lowercase__     =  use_input_mask
         lowercase__     =  use_token_type_ids
         lowercase__     =  use_labels
         lowercase__     =  vocab_size
         lowercase__     =  hidden_size
         lowercase__     =  num_hidden_layers
         lowercase__     =  num_attention_heads
         lowercase__     =  intermediate_size
         lowercase__     =  hidden_act
         lowercase__     =  hidden_dropout_prob
         lowercase__     =  attention_probs_dropout_prob
         lowercase__     =  max_position_embeddings
         lowercase__     =  type_vocab_size
         lowercase__     =  type_sequence_label_size
         lowercase__     =  initializer_range
         lowercase__     =  num_labels
         lowercase__     =  num_choices
         lowercase__     =  scope
         lowercase__     =  projection_dim


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				List[Any]:




         """simple docstring"""

         lowercase__     =  ids_tensor([self.batch_size, self.seq_length]			,				self.vocab_size)

         lowercase__     =  None
         if self.use_input_mask:
               # follow test_modeling_tf_ctrl.py
               lowercase__     =  random_attention_mask([self.batch_size, self.seq_length])

         lowercase__     =  None
         if self.use_token_type_ids:
               lowercase__     =  ids_tensor([self.batch_size, self.seq_length]			,				self.type_vocab_size)

         lowercase__     =  None
         lowercase__     =  None
         lowercase__     =  None
         if self.use_labels:
               lowercase__     =  ids_tensor([self.batch_size]			,				self.type_sequence_label_size)
               lowercase__     =  ids_tensor([self.batch_size, self.seq_length]			,				self.num_labels)
               lowercase__     =  ids_tensor([self.batch_size]			,				self.num_choices)

         lowercase__     =  BertConfig(
             vocab_size=self.vocab_size			,				hidden_size=self.hidden_size			,				num_hidden_layers=self.num_hidden_layers			,				num_attention_heads=self.num_attention_heads			,				intermediate_size=self.intermediate_size			,				hidden_act=self.hidden_act			,				hidden_dropout_prob=self.hidden_dropout_prob			,				attention_probs_dropout_prob=self.attention_probs_dropout_prob			,				max_position_embeddings=self.max_position_embeddings			,				type_vocab_size=self.type_vocab_size			,				is_decoder=lowerCAmelCase			,				initializer_range=self.initializer_range			,				)
         lowercase__     =  DPRConfig(projection_dim=self.projection_dim			,				**config.to_dict())

         return config, input_ids, token_type_ids, input_mask, sequence_labels, token_labels, choice_labels


   def 			UpperCAmelCase		(						self  :			Dict			,				lowerCAmelCase  :			List[Any]			,				lowerCAmelCase  :			Optional[int]			,				lowerCAmelCase  :			Optional[int]			,				lowerCAmelCase  :			List[Any]			,				lowerCAmelCase  :			str			,				lowerCAmelCase  :			Any			,				lowerCAmelCase  :			Dict)	->				Any:




         """simple docstring"""

         lowercase__     =  TFDPRContextEncoder(config=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase			,				attention_mask=lowerCAmelCase			,				token_type_ids=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase			,				token_type_ids=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase)
         self.parent.assertEqual(result.pooler_output.shape			,				(self.batch_size, self.projection_dim or self.hidden_size))


   def 			UpperCAmelCase		(						self  :			str			,				lowerCAmelCase  :			Any			,				lowerCAmelCase  :			int			,				lowerCAmelCase  :			Optional[Any]			,				lowerCAmelCase  :			Any			,				lowerCAmelCase  :			List[Any]			,				lowerCAmelCase  :			Optional[int]			,				lowerCAmelCase  :			Optional[int])	->				Optional[Any]:




         """simple docstring"""

         lowercase__     =  TFDPRQuestionEncoder(config=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase			,				attention_mask=lowerCAmelCase			,				token_type_ids=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase			,				token_type_ids=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase)
         self.parent.assertEqual(result.pooler_output.shape			,				(self.batch_size, self.projection_dim or self.hidden_size))


   def 			UpperCAmelCase		(						self  :			str			,				lowerCAmelCase  :			Any			,				lowerCAmelCase  :			List[Any]			,				lowerCAmelCase  :			Dict			,				lowerCAmelCase  :			str			,				lowerCAmelCase  :			List[str]			,				lowerCAmelCase  :			List[str]			,				lowerCAmelCase  :			Any)	->				List[Any]:




         """simple docstring"""

         lowercase__     =  TFDPRReader(config=lowerCAmelCase)
         lowercase__     =  model(lowerCAmelCase			,				attention_mask=lowerCAmelCase)

         self.parent.assertEqual(result.start_logits.shape			,				(self.batch_size, self.seq_length))
         self.parent.assertEqual(result.end_logits.shape			,				(self.batch_size, self.seq_length))
         self.parent.assertEqual(result.relevance_logits.shape			,				(self.batch_size,))



   def 			UpperCAmelCase		(						self  :			Tuple)	->				Optional[Any]:




         """simple docstring"""

         lowercase__     =  self.prepare_config_and_inputs()
         (
             (
             lowercase__
         ),	(
             lowercase__
         ),	(
             lowercase__
         ),	(
             lowercase__
         ),	(
             lowercase__
         ),	(
             lowercase__
         ),	(
             lowercase__
         ),	
         )     =  config_and_inputs
         lowercase__     =  {'input_ids': input_ids}
         return config, inputs_dict



@require_tf
class       UpperCAmelCase__(							lowerCamelCase     ,							lowerCamelCase     ,							unittest.TestCase	):

   '''simple docstring'''




   A    :  Optional[Any]       				=    (
       (
           TFDPRContextEncoder,
           TFDPRQuestionEncoder,
           TFDPRReader,
       )
       if is_tf_available()
       else ()
   )
   A    :  Optional[Any]       				=    {"feature-extraction": TFDPRQuestionEncoder} if is_tf_available() else {}

   A    :  Any       				=    False
   A    :  Union[str, Any]       				=    False
   A    :  Dict       				=    False
   A    :  Tuple       				=    False
   A    :  Any       				=    False


   def 			UpperCAmelCase		(						self  :			List[str])	->				Optional[int]:




         """simple docstring"""

         lowercase__     =  TFDPRModelTester(self)
         lowercase__     =  ConfigTester(self			,				config_class=lowerCAmelCase			,				hidden_size=37)


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Dict:




         """simple docstring"""

         self.config_tester.run_common_tests()


   def 			UpperCAmelCase		(						self  :			str)	->				Dict:




         """simple docstring"""

         lowercase__     =  self.model_tester.prepare_config_and_inputs()
         self.model_tester.create_and_check_dpr_context_encoder(*lowerCAmelCase)


   def 			UpperCAmelCase		(						self  :			Union[str, Any])	->				Any:




         """simple docstring"""

         lowercase__     =  self.model_tester.prepare_config_and_inputs()
         self.model_tester.create_and_check_dpr_question_encoder(*lowerCAmelCase)


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Optional[Any]:




         """simple docstring"""

         lowercase__     =  self.model_tester.prepare_config_and_inputs()
         self.model_tester.create_and_check_dpr_reader(*lowerCAmelCase)



   @slow
   def 			UpperCAmelCase		(						self  :			List[Any])	->				List[Any]:




         """simple docstring"""

         for model_name in TF_DPR_CONTEXT_ENCODER_PRETRAINED_MODEL_ARCHIVE_LIST[:1]:
               lowercase__     =  TFDPRContextEncoder.from_pretrained(lowerCAmelCase)
               self.assertIsNotNone(lowerCAmelCase)

         for model_name in TF_DPR_CONTEXT_ENCODER_PRETRAINED_MODEL_ARCHIVE_LIST[:1]:
               lowercase__     =  TFDPRContextEncoder.from_pretrained(lowerCAmelCase)
               self.assertIsNotNone(lowerCAmelCase)

         for model_name in TF_DPR_QUESTION_ENCODER_PRETRAINED_MODEL_ARCHIVE_LIST[:1]:
               lowercase__     =  TFDPRQuestionEncoder.from_pretrained(lowerCAmelCase)
               self.assertIsNotNone(lowerCAmelCase)

         for model_name in TF_DPR_READER_PRETRAINED_MODEL_ARCHIVE_LIST[:1]:
               lowercase__     =  TFDPRReader.from_pretrained(lowerCAmelCase)
               self.assertIsNotNone(lowerCAmelCase)



@require_tf
class       UpperCAmelCase__(							unittest.TestCase	):

   '''simple docstring'''




   @slow
   def 			UpperCAmelCase		(						self  :			Any)	->				Any:




         """simple docstring"""

         lowercase__     =  TFDPRQuestionEncoder.from_pretrained('facebook/dpr-question_encoder-single-nq-base')

         lowercase__     =  tf.constant(
             [[1_01, 75_92, 10_10, 20_03, 20_26, 38_99, 1_01_40, 10_29, 1_02]])  # [CLS] hello, is my dog cute? [SEP]
         lowercase__     =  model(lowerCAmelCase)[0]  # embedding shape = (1, 768)
         # compare the actual values for a slice.
         lowercase__     =  tf.constant(
             [
                 [
                     0.03_23_62_53,
                     0.12_75_33_35,
                     0.16_81_85_09,
                     0.00_27_97_86,
                     0.3_89_69_33,
                     0.24_26_49_45,
                     0.2_17_89_71,
                     -0.02_33_52_27,
                     -0.08_48_19_59,
                     -0.14_32_41_17,
                 ]
             ])
         self.assertTrue(numpy.allclose(output[:, :10].numpy()			,				expected_slice.numpy()			,				atol=1E-4))





# Imports
import numpy as np



class       UpperCAmelCase__:

   '''simple docstring'''




   def __init__(						self  :			Any			,				lowerCAmelCase  :			Dict=None			,				lowerCAmelCase  :			List[Any]=None			,				lowerCAmelCase  :			List[Any]=None			,				lowerCAmelCase  :			List[str]=None			,				lowerCAmelCase  :			List[str]=None)	->				Dict:




         """simple docstring"""

         self.set_matricies(red=lowerCAmelCase			,				green=lowerCAmelCase			,				blue=lowerCAmelCase			,				red_edge=lowerCAmelCase			,				nir=lowerCAmelCase)


   def 			UpperCAmelCase		(						self  :			Dict			,				lowerCAmelCase  :			Dict=None			,				lowerCAmelCase  :			Union[str, Any]=None			,				lowerCAmelCase  :			Tuple=None			,				lowerCAmelCase  :			str=None			,				lowerCAmelCase  :			str=None)	->				int:




         """simple docstring"""

         if red is not None:
               lowercase__     =  red
         if green is not None:
               lowercase__     =  green
         if blue is not None:
               lowercase__     =  blue
         if red_edge is not None:
               lowercase__     =  red_edge
         if nir is not None:
               lowercase__     =  nir
         return True


   def 			UpperCAmelCase		(						self  :			Optional[int]			,				lowerCAmelCase  :			Union[str, Any]=""			,				lowerCAmelCase  :			Tuple=None			,				lowerCAmelCase  :			Optional[Any]=None			,				lowerCAmelCase  :			Optional[Any]=None			,				lowerCAmelCase  :			List[Any]=None			,				lowerCAmelCase  :			Dict=None)	->				Union[str, Any]:




         """simple docstring"""

         self.set_matricies(red=lowerCAmelCase			,				green=lowerCAmelCase			,				blue=lowerCAmelCase			,				red_edge=lowerCAmelCase			,				nir=lowerCAmelCase)
         lowercase__     =  {
             'ARVI2': self.arvaa,
             'CCCI': self.ccci,
             'CVI': self.cvi,
             'GLI': self.gli,
             'NDVI': self.ndvi,
             'BNDVI': self.bndvi,
             'redEdgeNDVI': self.red_edge_ndvi,
             'GNDVI': self.gndvi,
             'GBNDVI': self.gbndvi,
             'GRNDVI': self.grndvi,
             'RBNDVI': self.rbndvi,
             'PNDVI': self.pndvi,
             'ATSAVI': self.atsavi,
             'BWDRVI': self.bwdrvi,
             'CIgreen': self.ci_green,
             'CIrededge': self.ci_rededge,
             'CI': self.ci,
             'CTVI': self.ctvi,
             'GDVI': self.gdvi,
             'EVI': self.evi,
             'GEMI': self.gemi,
             'GOSAVI': self.gosavi,
             'GSAVI': self.gsavi,
             'Hue': self.hue,
             'IVI': self.ivi,
             'IPVI': self.ipvi,
             'I': self.i,
             'RVI': self.rvi,
             'MRVI': self.mrvi,
             'MSAVI': self.m_savi,
             'NormG': self.norm_g,
             'NormNIR': self.norm_nir,
             'NormR': self.norm_r,
             'NGRDI': self.ngrdi,
             'RI': self.ri,
             'S': self.s,
             'IF': self._if,
             'DVI': self.dvi,
             'TVI': self.tvi,
             'NDRE': self.ndre,
         }

         try:
               return funcs[index]()
         except KeyError:
               print('Index not in the list!')
               return False


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				List[str]:




         """simple docstring"""

         return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))


   def 			UpperCAmelCase		(						self  :			int)	->				Any:




         """simple docstring"""

         return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
             (self.nir - self.red) / (self.nir + self.red)
         )


   def 			UpperCAmelCase		(						self  :			str)	->				Optional[int]:




         """simple docstring"""

         return self.nir * (self.red / (self.green**2))


   def 			UpperCAmelCase		(						self  :			List[str])	->				Optional[int]:




         """simple docstring"""

         return (2 * self.green - self.red - self.blue) / (
             2 * self.green + self.red + self.blue
         )


   def 			UpperCAmelCase		(						self  :			Tuple)	->				Any:




         """simple docstring"""

         return (self.nir - self.red) / (self.nir + self.red)


   def 			UpperCAmelCase		(						self  :			Union[str, Any])	->				str:




         """simple docstring"""

         return (self.nir - self.blue) / (self.nir + self.blue)


   def 			UpperCAmelCase		(						self  :			List[Any])	->				Optional[int]:




         """simple docstring"""

         return (self.redEdge - self.red) / (self.redEdge + self.red)


   def 			UpperCAmelCase		(						self  :			Optional[Any])	->				Optional[int]:




         """simple docstring"""

         return (self.nir - self.green) / (self.nir + self.green)


   def 			UpperCAmelCase		(						self  :			Dict)	->				int:




         """simple docstring"""

         return (self.nir - (self.green + self.blue)) / (
             self.nir + (self.green + self.blue)
         )


   def 			UpperCAmelCase		(						self  :			Union[str, Any])	->				Optional[int]:




         """simple docstring"""

         return (self.nir - (self.green + self.red)) / (
             self.nir + (self.green + self.red)
         )


   def 			UpperCAmelCase		(						self  :			Optional[Any])	->				Dict:




         """simple docstring"""

         return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))


   def 			UpperCAmelCase		(						self  :			Any)	->				Union[str, Any]:




         """simple docstring"""

         return (self.nir - (self.green + self.red + self.blue)) / (
             self.nir + (self.green + self.red + self.blue)
         )


   def 			UpperCAmelCase		(						self  :			Optional[int]			,				lowerCAmelCase  :			List[Any]=0.08			,				lowerCAmelCase  :			Optional[int]=1.22			,				lowerCAmelCase  :			int=0.03)	->				List[Any]:




         """simple docstring"""

         return a * (
             (self.nir - a * self.red - b)
             / (a * self.nir + self.red - a * b + x * (1 + a**2))
         )


   def 			UpperCAmelCase		(						self  :			Tuple)	->				Any:




         """simple docstring"""

         return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)


   def 			UpperCAmelCase		(						self  :			int)	->				Tuple:




         """simple docstring"""

         return (self.nir / self.green) - 1


   def 			UpperCAmelCase		(						self  :			Any)	->				str:




         """simple docstring"""

         return (self.nir / self.redEdge) - 1


   def 			UpperCAmelCase		(						self  :			Any)	->				List[str]:




         """simple docstring"""

         return (self.red - self.blue) / self.red


   def 			UpperCAmelCase		(						self  :			Any)	->				Optional[int]:




         """simple docstring"""

         lowercase__     =  self.ndvi()
         return ((ndvi + 0.5) / (abs(ndvi + 0.5))) * (abs(ndvi + 0.5) ** (1 / 2))


   def 			UpperCAmelCase		(						self  :			List[Any])	->				str:




         """simple docstring"""

         return self.nir - self.green


   def 			UpperCAmelCase		(						self  :			Tuple)	->				List[Any]:




         """simple docstring"""

         return 2.5 * (
             (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
         )


   def 			UpperCAmelCase		(						self  :			Any)	->				Union[str, Any]:




         """simple docstring"""

         lowercase__     =  (2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
             self.nir + self.red + 0.5
         )
         return n * (1 - 0.25 * n) - (self.red - 0.1_25) / (1 - self.red)


   def 			UpperCAmelCase		(						self  :			int			,				lowerCAmelCase  :			int=0.16)	->				Dict:




         """simple docstring"""

         return (self.nir - self.green) / (self.nir + self.green + y)


   def 			UpperCAmelCase		(						self  :			str			,				lowerCAmelCase  :			Optional[int]=0.5)	->				Union[str, Any]:




         """simple docstring"""

         return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)


   def 			UpperCAmelCase		(						self  :			str)	->				int:




         """simple docstring"""

         return np.arctan(
             ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue))


   def 			UpperCAmelCase		(						self  :			Union[str, Any]			,				lowerCAmelCase  :			int=None			,				lowerCAmelCase  :			List[str]=None)	->				Tuple:




         """simple docstring"""

         return (self.nir - b) / (a * self.red)


   def 			UpperCAmelCase		(						self  :			int)	->				Dict:




         """simple docstring"""

         return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Optional[Any]:




         """simple docstring"""

         return (self.red + self.green + self.blue) / 30.5


   def 			UpperCAmelCase		(						self  :			int)	->				str:




         """simple docstring"""

         return self.nir / self.red


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Optional[Any]:




         """simple docstring"""

         return (self.rvi() - 1) / (self.rvi() + 1)


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Optional[int]:




         """simple docstring"""

         return (
             (2 * self.nir + 1)
             - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
         ) / 2


   def 			UpperCAmelCase		(						self  :			Tuple)	->				Any:




         """simple docstring"""

         return self.green / (self.nir + self.red + self.green)


   def 			UpperCAmelCase		(						self  :			Any)	->				Optional[Any]:




         """simple docstring"""

         return self.nir / (self.nir + self.red + self.green)


   def 			UpperCAmelCase		(						self  :			List[Any])	->				Dict:




         """simple docstring"""

         return self.red / (self.nir + self.red + self.green)


   def 			UpperCAmelCase		(						self  :			Optional[Any])	->				Any:




         """simple docstring"""

         return (self.green - self.red) / (self.green + self.red)


   def 			UpperCAmelCase		(						self  :			Dict)	->				Tuple:




         """simple docstring"""

         return (self.red - self.green) / (self.red + self.green)


   def 			UpperCAmelCase		(						self  :			str)	->				int:




         """simple docstring"""

         lowercase__     =  np.max([np.max(self.red), np.max(self.green), np.max(self.blue)])
         lowercase__     =  np.min([np.min(self.red), np.min(self.green), np.min(self.blue)])
         return (max_value - min_value) / max_value


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Tuple:




         """simple docstring"""

         return (2 * self.red - self.green - self.blue) / (self.green - self.blue)


   def 			UpperCAmelCase		(						self  :			int)	->				Optional[Any]:




         """simple docstring"""

         return self.nir / self.red


   def 			UpperCAmelCase		(						self  :			Dict)	->				Dict:




         """simple docstring"""

         return (self.ndvi() + 0.5) ** (1 / 2)



   def 			UpperCAmelCase		(						self  :			str)	->				List[Any]:




         """simple docstring"""

         return (self.nir - self.redEdge) / (self.nir + self.redEdge)
