
"""simple docstring"""




import math

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_      ):
					if number == 0:
										SCREAMING_SNAKE_CASE           =     'Zero'
										return words
					else:
										SCREAMING_SNAKE_CASE           =     math.logaa(SCREAMING_SNAKE_CASE_      )
										SCREAMING_SNAKE_CASE           =     digits + 1
										SCREAMING_SNAKE_CASE           =     {}
										SCREAMING_SNAKE_CASE           =     ''
										SCREAMING_SNAKE_CASE           =     'One'
										SCREAMING_SNAKE_CASE           =     'Two'
										SCREAMING_SNAKE_CASE           =     'Three'
										SCREAMING_SNAKE_CASE           =     'Four'
										SCREAMING_SNAKE_CASE           =     'Five'
										SCREAMING_SNAKE_CASE           =     'Six'
										SCREAMING_SNAKE_CASE           =     'Seven'
										SCREAMING_SNAKE_CASE           =     'Eight'
										SCREAMING_SNAKE_CASE           =     'Nine'

										SCREAMING_SNAKE_CASE           =     {}
										SCREAMING_SNAKE_CASE           =     ''
										SCREAMING_SNAKE_CASE           =     'Twenty'
										SCREAMING_SNAKE_CASE           =     'Thirty'
										SCREAMING_SNAKE_CASE           =     'Forty'
										SCREAMING_SNAKE_CASE           =     'Fifty'
										SCREAMING_SNAKE_CASE           =     'Sixty'
										SCREAMING_SNAKE_CASE           =     'Seventy'
										SCREAMING_SNAKE_CASE           =     'Eighty'
										SCREAMING_SNAKE_CASE           =     'Ninety'

										SCREAMING_SNAKE_CASE           =     {}
										SCREAMING_SNAKE_CASE           =     'Ten'
										SCREAMING_SNAKE_CASE           =     'Eleven'
										SCREAMING_SNAKE_CASE           =     'Twelve'
										SCREAMING_SNAKE_CASE           =     'Thirteen'
										SCREAMING_SNAKE_CASE           =     'Fourteen'
										SCREAMING_SNAKE_CASE           =     'Fifteen'
										SCREAMING_SNAKE_CASE           =     'Sixteen'
										SCREAMING_SNAKE_CASE           =     'Seventeen'
										SCREAMING_SNAKE_CASE           =     'Eighteen'
										SCREAMING_SNAKE_CASE           =     'Nineteen'

										SCREAMING_SNAKE_CASE           =     {}
										SCREAMING_SNAKE_CASE           =     'Hundred,'
										SCREAMING_SNAKE_CASE           =     'Thousand,'
										SCREAMING_SNAKE_CASE           =     'Lakh,'
										SCREAMING_SNAKE_CASE           =     'Crore,'

										SCREAMING_SNAKE_CASE           =     number
										SCREAMING_SNAKE_CASE           =     ''
										SCREAMING_SNAKE_CASE           =     0
										SCREAMING_SNAKE_CASE           =     int(SCREAMING_SNAKE_CASE_      )
										while counter < digits:
															SCREAMING_SNAKE_CASE           =     temp_num % 1_0
															if counter % 2 == 0:
																				SCREAMING_SNAKE_CASE           =     ''
																				if counter in placevalue and current != 0:
																									SCREAMING_SNAKE_CASE           =     placevalue[counter]
																				if counter == 2:
																									SCREAMING_SNAKE_CASE           =     singles[current] + addition + words
																				elif counter == 0:
																									if ((temp_num % 1_0_0) // 1_0) == 1:
																														SCREAMING_SNAKE_CASE           =     teens[current] + addition + words
																														SCREAMING_SNAKE_CASE           =     temp_num // 1_0
																														counter += 1
																									else:
																														SCREAMING_SNAKE_CASE           =     singles[current] + addition + words

																				else:
																									SCREAMING_SNAKE_CASE           =     doubles[current] + addition + words

															else:
																				if counter == 1:
																									if current == 1:
																														SCREAMING_SNAKE_CASE           =     teens[number % 1_0] + words
																									else:
																														SCREAMING_SNAKE_CASE           =     ''
																														if counter in placevalue:
																																			SCREAMING_SNAKE_CASE           =     placevalue[counter]
																														SCREAMING_SNAKE_CASE           =     doubles[current] + addition + words
																				else:
																									SCREAMING_SNAKE_CASE           =     ''
																									if counter in placevalue:
																														if current == 0 and ((temp_num % 1_0_0) // 1_0) == 0:
																																			SCREAMING_SNAKE_CASE           =     ''
																														else:
																																			SCREAMING_SNAKE_CASE           =     placevalue[counter]
																									if ((temp_num % 1_0_0) // 1_0) == 1:
																														SCREAMING_SNAKE_CASE           =     teens[current] + addition + words
																														SCREAMING_SNAKE_CASE           =     temp_num // 1_0
																														counter += 1
																									else:
																														SCREAMING_SNAKE_CASE           =     singles[current] + addition + words
															counter += 1
															SCREAMING_SNAKE_CASE           =     temp_num // 1_0
					return words


if __name__ == "__main__":
	import doctest

	doctest.testmod()


"""simple docstring"""




import argparse
import json
import re
import string
import sys
from collections import Counter

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_      ):

					def remove_articles(SCREAMING_SNAKE_CASE_      ):
										return re.sub(R'\b(a|an|the)\b',					' ',					SCREAMING_SNAKE_CASE_      )

					def white_space_fix(SCREAMING_SNAKE_CASE_      ):
										return " ".join(text.split()      )

					def remove_punc(SCREAMING_SNAKE_CASE_      ):
										SCREAMING_SNAKE_CASE           =     set(string.punctuation      )
										return "".join(ch for ch in text if ch not in exclude      )

					def lower(SCREAMING_SNAKE_CASE_      ):
										return text.lower()

					return white_space_fix(remove_articles(remove_punc(lower(SCREAMING_SNAKE_CASE_      )      )      )      )

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      ):
					SCREAMING_SNAKE_CASE           =     normalize_answer(SCREAMING_SNAKE_CASE_      ).split()
					SCREAMING_SNAKE_CASE           =     normalize_answer(SCREAMING_SNAKE_CASE_      ).split()
					SCREAMING_SNAKE_CASE           =     Counter(SCREAMING_SNAKE_CASE_      ) & Counter(SCREAMING_SNAKE_CASE_      )
					SCREAMING_SNAKE_CASE           =     sum(common.values()      )
					if num_same == 0:
										return 0
					SCREAMING_SNAKE_CASE           =     1.0 * num_same / len(SCREAMING_SNAKE_CASE_      )
					SCREAMING_SNAKE_CASE           =     1.0 * num_same / len(SCREAMING_SNAKE_CASE_      )
					SCREAMING_SNAKE_CASE           =     (2 * precision * recall) / (precision + recall)
					return fa

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      ):
					return normalize_answer(SCREAMING_SNAKE_CASE_      ) == normalize_answer(SCREAMING_SNAKE_CASE_      )

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      ):
					SCREAMING_SNAKE_CASE           =     []
					for ground_truth in ground_truths:
										SCREAMING_SNAKE_CASE           =     metric_fn(SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      )
										scores_for_ground_truths.append(SCREAMING_SNAKE_CASE_      )
					return max(SCREAMING_SNAKE_CASE_      )

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      ):
					SCREAMING_SNAKE_CASE           =     SCREAMING_SNAKE_CASE           =     SCREAMING_SNAKE_CASE           =     0
					for article in dataset:
										for paragraph in article["paragraphs"]:
															for qa in paragraph["qas"]:
																				total += 1
																				if qa["id"] not in predictions:
																									SCREAMING_SNAKE_CASE           =     'Unanswered question ' + qa['id'] + ' will receive score 0.'
																									print(SCREAMING_SNAKE_CASE_,					file=sys.stderr      )
																									continue
																				SCREAMING_SNAKE_CASE           =     [x['text'] for x in qa['answers']]
																				SCREAMING_SNAKE_CASE           =     predictions[qa['id']]
																				exact_match += metric_max_over_ground_truths(SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      )
																				fa += metric_max_over_ground_truths(SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_,					SCREAMING_SNAKE_CASE_      )

					SCREAMING_SNAKE_CASE           =     100.0 * exact_match / total
					SCREAMING_SNAKE_CASE           =     100.0 * fa / total

					return {"exact_match": exact_match, "f1": fa}


if __name__ == "__main__":
	snake_case			       =		'1.1'
	snake_case			       =		argparse.ArgumentParser(description='Evaluation for SQuAD ' + expected_version)
	parser.add_argument('dataset_file', help='Dataset file')
	parser.add_argument('prediction_file', help='Prediction File')
	snake_case			       =		parser.parse_args()
	with open(args.dataset_file) as dataset_file:
		snake_case			       =		json.load(dataset_file)
		if dataset_json["version"] != expected_version:
			print(
			    'Evaluation expects v-' + expected_version + ', but got dataset with v-' + dataset_json['version'],
			    file=sys.stderr,
			)
		snake_case			       =		dataset_json['data']
	with open(args.prediction_file) as prediction_file:
		snake_case			       =		json.load(prediction_file)
	print(json.dumps(evaluate(dataset, predictions)))
