





from __future__ import annotations

import math
from collections import Counter
from string import ascii_lowercase





def   lowerCAmelCase_				( __a	)  ->	None:







		"""simple docstring"""





		lowerCamelCase__:   Optional[Any]    						=analyze_text(_lowerCamelCase	)
		lowerCamelCase__:   List[str]    						=list(" " + ascii_lowercase	)
		# what is our total sum of probabilities.
		lowerCamelCase__:   Any    						=sum(single_char_strings.values()	)

		# one length string
		lowerCamelCase__:   Optional[Any]    						=0
		# for each alpha we go in our dict and if it is in it we calculate entropy
		for ch in my_alphas:
				if ch in single_char_strings:
						lowerCamelCase__:   List[Any]    						=single_char_strings[ch]
						lowerCamelCase__:   List[str]    						=my_str / all_sum
						my_fir_sum += prob * math.loga(_lowerCamelCase	)  # entropy formula.

    # print entropy
		print(F"""{round(-1 * my_fir_sum	):.1f}"""	)

		# two len string
		lowerCamelCase__:   Optional[Any]    						=sum(two_char_strings.values()	)
		lowerCamelCase__:   Tuple    						=0
		# for each alpha (two in size) calculate entropy.
		for cha in my_alphas:
				for cha in my_alphas:
						lowerCamelCase__:   List[str]    						=cha + cha
						if sequence in two_char_strings:
								lowerCamelCase__:   Optional[Any]    						=two_char_strings[sequence]
								lowerCamelCase__:   Any    						=int(_lowerCamelCase	) / all_sum
								my_sec_sum += prob * math.loga(_lowerCamelCase	)

    # print second entropy
		print(F"""{round(-1 * my_sec_sum	):.1f}"""	)

		# print the difference between them
		print(F"""{round((-1 * my_sec_sum) - (-1 * my_fir_sum)	):.1f}"""	)





def   lowerCAmelCase_				( __a	)  ->	tuple[dict, dict]:







		"""simple docstring"""





		lowerCamelCase__:   Tuple    						=Counter()  # type: ignore
		lowerCamelCase__:   Any    						=Counter()  # type: ignore
		single_char_strings[text[-1]] += 1

		# first case when we have space at start.
		two_char_strings[" " + text[0]] += 1
		for i in range(0			,					len(_lowerCamelCase	) - 1	):
				single_char_strings[text[i]] += 1
				two_char_strings[text[i : i + 2]] += 1
		return single_char_strings, two_char_strings





def   lowerCAmelCase_				( )  ->	List[str]:







		"""simple docstring"""





		import doctest

		doctest.testmod()
		# text = (
		#     "Had repulsive dashwoods suspicion sincerity but advantage now him. Remark "
		#     "easily garret nor nay. Civil those mrs enjoy shy fat merry. You greatest "
		#     "jointure saw horrible. He private he on be imagine suppose. Fertile "
		#     "beloved evident through no service elderly is. Blind there if every no so "
		#     "at. Own neglected you preferred way sincerity delivered his attempted. To "
		#     "of message cottage windows do besides against uncivil.  Delightful "
		#     "unreserved impossible few estimating men favourable see entreaties. She "
		#     "propriety immediate was improving. He or entrance humoured likewise "
		#     "moderate. Much nor game son say feel. Fat make met can must form into "
		#     "gate. Me we offending prevailed discovery. "
		# )

		# calculate_prob(text)


if __name__ == "__main__":
					main()








import os
import sys
import unittest


__A             =       os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__))))
sys.path.append(os.path.join(git_repo_path, "utils"))

import get_test_info  # noqa: E402
from get_test_info import (  # noqa: E402
    get_model_to_test_mapping,
    get_model_to_tester_mapping,
    get_test_to_tester_mapping,
)


__A             =       os.path.join("tests", "models", "bert", "test_modeling_bert.py")
__A             =       os.path.join("tests", "models", "blip", "test_modeling_blip.py")



class      _SCREAMING_SNAKE_CASE		(			unittest.TestCase					):







 '''simple docstring'''

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



   '''simple docstring'''



   lowerCamelCase__:   List[str]    						=get_test_to_tester_mapping(UpperCAmelCase_)
   lowerCamelCase__:   List[str]    						=get_test_to_tester_mapping(UpperCAmelCase_)

   lowerCamelCase__:   List[Any]    						={"BertModelTest": "BertModelTester"}

   lowerCamelCase__:   Optional[int]    						={
       "BlipModelTest": "BlipModelTester",
       "BlipTextImageModelTest": "BlipTextImageModelsModelTester",
       "BlipTextModelTest": "BlipTextModelTester",
       "BlipTextRetrievalModelTest": "BlipTextRetrievalModelTester",
       "BlipVQAModelTest": "BlipVQAModelTester",
       "BlipVisionModelTest": "BlipVisionModelTester",
   }

   self.assertEqual(get_test_info.to_json(UpperCAmelCase_) ,				UpperCAmelCase_)
   self.assertEqual(get_test_info.to_json(UpperCAmelCase_) ,				UpperCAmelCase_)

 def 							SCREAMING_SNAKE_CASE_      (self       :     Optional[Any]) ->str:



   '''simple docstring'''



   lowerCamelCase__:   str    						=get_model_to_test_mapping(UpperCAmelCase_)
   lowerCamelCase__:   int    						=get_model_to_test_mapping(UpperCAmelCase_)

   lowerCamelCase__:   Tuple    						={
       "BertForMaskedLM": ["BertModelTest"],
       "BertForMultipleChoice": ["BertModelTest"],
       "BertForNextSentencePrediction": ["BertModelTest"],
       "BertForPreTraining": ["BertModelTest"],
       "BertForQuestionAnswering": ["BertModelTest"],
       "BertForSequenceClassification": ["BertModelTest"],
       "BertForTokenClassification": ["BertModelTest"],
       "BertLMHeadModel": ["BertModelTest"],
       "BertModel": ["BertModelTest"],
   }

   lowerCamelCase__:   Any    						={
       "BlipForConditionalGeneration": ["BlipTextImageModelTest"],
       "BlipForImageTextRetrieval": ["BlipTextRetrievalModelTest"],
       "BlipForQuestionAnswering": ["BlipVQAModelTest"],
       "BlipModel": ["BlipModelTest"],
       "BlipTextModel": ["BlipTextModelTest"],
       "BlipVisionModel": ["BlipVisionModelTest"],
   }

   self.assertEqual(get_test_info.to_json(UpperCAmelCase_) ,				UpperCAmelCase_)
   self.assertEqual(get_test_info.to_json(UpperCAmelCase_) ,				UpperCAmelCase_)







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



   '''simple docstring'''



   lowerCamelCase__:   Optional[Any]    						=get_model_to_tester_mapping(UpperCAmelCase_)
   lowerCamelCase__:   Optional[Any]    						=get_model_to_tester_mapping(UpperCAmelCase_)

   lowerCamelCase__:   Any    						={
       "BertForMaskedLM": ["BertModelTester"],
       "BertForMultipleChoice": ["BertModelTester"],
       "BertForNextSentencePrediction": ["BertModelTester"],
       "BertForPreTraining": ["BertModelTester"],
       "BertForQuestionAnswering": ["BertModelTester"],
       "BertForSequenceClassification": ["BertModelTester"],
       "BertForTokenClassification": ["BertModelTester"],
       "BertLMHeadModel": ["BertModelTester"],
       "BertModel": ["BertModelTester"],
   }

   lowerCamelCase__:   Optional[Any]    						={
       "BlipForConditionalGeneration": ["BlipTextImageModelsModelTester"],
       "BlipForImageTextRetrieval": ["BlipTextRetrievalModelTester"],
       "BlipForQuestionAnswering": ["BlipVQAModelTester"],
       "BlipModel": ["BlipModelTester"],
       "BlipTextModel": ["BlipTextModelTester"],
       "BlipVisionModel": ["BlipVisionModelTester"],
   }

   self.assertEqual(get_test_info.to_json(UpperCAmelCase_) ,				UpperCAmelCase_)
   self.assertEqual(get_test_info.to_json(UpperCAmelCase_) ,				UpperCAmelCase_)

