






'''simple docstring'''

# This code is adapted from OpenAI's release
# https://github.com/openai/human-eval/blob/master/human_eval/execution.py

import contextlib
import faulthandler
import io
import multiprocessing
import os
import platform
import signal
import tempfile







def 						__UpperCamelCase				(							_lowercase,				_lowercase,				_lowercase,				_lowercase					) ->			Dict:
	_lowercase					:       Tuple       =		multiprocessing.Manager()
	_lowercase					:       int       =		manager.list()

	_lowercase					:       Dict       =		multiprocessing.Process(target=_lowercase,				args=(check_program, result, timeout)					)
	p.start()
	p.join(timeout=timeout + 1					)
	if p.is_alive():
		p.kill()

	if not result:
		result.append('timed out'					)

	return {
	    "task_id": task_id,
	    "passed": result[0] == "passed",
	    "result": result[0],
	    "completion_id": completion_id,
	}







def 						__UpperCamelCase				(							_lowercase,				_lowercase,				_lowercase					) ->			Dict:
	with create_tempdir():
		# These system calls are needed when cleaning up tempdir.
		import os
		import shutil

		_lowercase					:       Any       =		shutil.rmtree
		_lowercase					:       Tuple       =		os.rmdir
		_lowercase					:       Tuple       =		os.chdir

		# Disable functionalities that can make destructive changes to the test.
		reliability_guard()

		# Run program.
		try:
			_lowercase					:       Tuple       =		{}
			with swallow_io():
				with time_limit(_lowercase					):
					exec(_lowercase,				_lowercase					)
			result.append('passed'					)
		except TimeoutException:
			result.append('timed out'					)
		except BaseException as e:
			result.append(f'''failed: {e}'''					)

		# Needed for cleaning up.
		_lowercase					:       Dict       =		rmtree
		_lowercase					:       str       =		rmdir
		_lowercase					:       Optional[int]       =		chdir







@contextlib.contextmanager
def 						__UpperCamelCase				(							_lowercase					) ->			Union[str, Any]:
	def signal_handler(_lowercase,				_lowercase					):
		raise TimeoutException('Timed out!'					)

	signal.setitimer(signal.ITIMER_REAL,				_lowercase					)
	signal.signal(signal.SIGALRM,				_lowercase					)
	try:
		yield
	finally:
		signal.setitimer(signal.ITIMER_REAL,				0					)







@contextlib.contextmanager
def 						__UpperCamelCase				(							) ->			Any:
	_lowercase					:       Any       =		WriteOnlyStringIO()
	with contextlib.redirect_stdout(_lowercase					):
		with contextlib.redirect_stderr(_lowercase					):
			with redirect_stdin(_lowercase					):
				yield







@contextlib.contextmanager
def 						__UpperCamelCase				(							) ->			str:
	with tempfile.TemporaryDirectory() as dirname:
		with chdir(_lowercase					):
			yield dirname



class 		lowerCamelCase__      (						snake_case__     ):




					'''simple docstring'''



					pass






class 		lowerCamelCase__      (						io.StringIO     ):




					'''simple docstring'''



					def 						__UpperCAmelCase     (  self				:	Tuple     ,  *UpperCamelCase_				:	Optional[Any]     ,  **UpperCamelCase_				:	List[Any]					)  ->       Dict:



						'''simple docstring'''





						raise OSError




					def 						__UpperCAmelCase     (  self				:	Union[str, Any]     ,  *UpperCamelCase_				:	str     ,  **UpperCamelCase_				:	Optional[int]					)  ->       str:



						'''simple docstring'''





						raise OSError




					def 						__UpperCAmelCase     (  self				:	int     ,  *UpperCamelCase_				:	Any     ,  **UpperCamelCase_				:	str					)  ->       List[str]:



						'''simple docstring'''





						raise OSError




					def 						__UpperCAmelCase     (  self				:	Tuple     ,  *UpperCamelCase_				:	List[str]     ,  **UpperCamelCase_				:	Dict					)  ->       Union[str, Any]:



						'''simple docstring'''





						return False






class 		lowerCamelCase__      (						contextlib._RedirectStream     ):  # type: ignore




					'''simple docstring'''



					A_						    =						'''stdin'''







@contextlib.contextmanager
def 						__UpperCamelCase				(							_lowercase					) ->			List[str]:
	if root == ".":
		yield
		return
	_lowercase					:       str       =		os.getcwd()
	os.chdir(_lowercase					)
	try:
		yield
	except BaseException as exc:
		raise exc
	finally:
		os.chdir(_lowercase					)







def 						__UpperCamelCase				(							_lowercase=None					) ->			List[Any]:

	if maximum_memory_bytes is not None:
		import resource

		resource.setrlimit(resource.RLIMIT_AS,				(maximum_memory_bytes, maximum_memory_bytes)					)
		resource.setrlimit(resource.RLIMIT_DATA,				(maximum_memory_bytes, maximum_memory_bytes)					)
		if not platform.uname().system == "Darwin":
			resource.setrlimit(resource.RLIMIT_STACK,				(maximum_memory_bytes, maximum_memory_bytes)					)

	faulthandler.disable()

	import builtins

	_lowercase					:       List[Any]       =		None
	_lowercase					:       Tuple       =		None

	import os

	_lowercase					:       int       =		'1'

	_lowercase					:       List[str]       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       Dict       =		None
	_lowercase					:       str       =		None
	_lowercase					:       str       =		None
	_lowercase					:       Optional[int]       =		None
	_lowercase					:       Dict       =		None
	_lowercase					:       int       =		None
	_lowercase					:       Tuple       =		None
	_lowercase					:       Optional[Any]       =		None
	_lowercase					:       Optional[int]       =		None
	_lowercase					:       int       =		None
	_lowercase					:       str       =		None
	_lowercase					:       Tuple       =		None
	_lowercase					:       List[Any]       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       List[str]       =		None
	_lowercase					:       Optional[Any]       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       Any       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       List[str]       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       List[Any]       =		None
	_lowercase					:       Optional[int]       =		None
	_lowercase					:       Union[str, Any]       =		None

	import shutil

	_lowercase					:       str       =		None
	_lowercase					:       Dict       =		None
	_lowercase					:       List[str]       =		None

	import subprocess

	_lowercase					:       Any       =		None  # type: ignore

	_lowercase					:       Optional[Any]       =		None

	import sys

	_lowercase					:       int       =		None
	_lowercase					:       Any       =		None
	_lowercase					:       Any       =		None
	_lowercase					:       Union[str, Any]       =		None
	_lowercase					:       Tuple       =		None





'''simple docstring'''

from __future__ import annotations

import math
from collections import Counter
from string import ascii_lowercase







def 						__UpperCamelCase				(							_lowercase					) ->			None:
	_lowercase  ,    _lowercase					:       List[Any]       =		analyze_text(_lowercase					)
	_lowercase					:       Any       =		list(' ' + ascii_lowercase					)
	# what is our total sum of probabilities.
	_lowercase					:       Union[str, Any]       =		sum(single_char_strings.values()					)

	# one length string
	_lowercase					:       Union[str, 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:
			_lowercase					:       Any       =		single_char_strings[ch]
			_lowercase					:       int       =		my_str / all_sum
			my_fir_sum += prob * math.loga(_lowercase					)  # entropy formula.

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

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

    # 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 						__UpperCamelCase				(							_lowercase					) ->			tuple[dict, dict]:
	_lowercase					:       Optional[Any]       =		Counter()  # type: ignore
	_lowercase					:       List[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(_lowercase					) - 1					):
		single_char_strings[text[i]] += 1
		two_char_strings[text[i : i + 2]] += 1
	return single_char_strings, two_char_strings







def 						__UpperCamelCase				(							) ->			List[Any]:
	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()
