






import numpy as np







def   snake_case		(				UpperCAmelCase						:							Any ):
				A									=   np.exp(UpperCAmelCase )

				# Add up the all the exponentials
				A									=   np.sum(UpperCAmelCase )

				# Divide every exponent by the sum of all exponents
				A									=   exponent_vector / sum_of_exponents

				return softmax_vector


if __name__ == "__main__":
					print(softmax((0,)))













import hashlib
import importlib.util
import json
import os
import pathlib
from types import ModuleType

import pytest
import requests

lowerCAmelCase_     =			pathlib.Path.cwd().joinpath('project_euler')
lowerCAmelCase_     =			pathlib.Path.cwd().joinpath(
    'scripts', 'project_euler_answers.json'
)

with open(PROJECT_EULER_ANSWERS_PATH) as file_handle:
					lowerCAmelCase_     =			json.load(file_handle)







def   snake_case		(				UpperCAmelCase						:							pathlib.Path ):
				A									=   importlib.util.spec_from_file_location(file_path.name,    str(UpperCAmelCase ) )
				A									=   importlib.util.module_from_spec(UpperCAmelCase )  # type: ignore
				spec.loader.exec_module(UpperCAmelCase )  # type: ignore
				return module







def   snake_case		(				):
				A									=   []
				for problem_dir_path in PROJECT_EULER_DIR_PATH.iterdir():
								if problem_dir_path.is_file() or problem_dir_path.name.startswith('_' ):
												continue
								for file_path in problem_dir_path.iterdir():
												if file_path.suffix != ".py" or file_path.name.startswith(('_', 'test') ):
																continue
												solution_file_paths.append(UpperCAmelCase )
				return solution_file_paths







def   snake_case		(				):
				with open(os.environ['GITHUB_EVENT_PATH'] ) as file:
								A									=   json.load(UpperCAmelCase )
				return event["pull_request"]["url"] + "/files"







def   snake_case		(				):
				A									=   []
				A									=   {
				    'Accept': 'application/vnd.github.v3+json',
				    'Authorization': 'token ' + os.environ['GITHUB_TOKEN'],
				}
				A									=   requests.get(get_files_url(),    headers=UpperCAmelCase ).json()
				for file in files:
								A									=   pathlib.Path.cwd().joinpath(file['filename'] )
								if (
								    filepath.suffix != ".py"
								    or filepath.name.startswith(('_', 'test') )
								    or not filepath.name.startswith('sol' )
								):
												continue
								solution_file_paths.append(UpperCAmelCase )
				return solution_file_paths







def   snake_case		(				):
				if os.environ.get('CI' ) and os.environ.get('GITHUB_EVENT_NAME' ) == "pull_request":
								# Return only if there are any, otherwise default to all solutions
								if filepaths := added_solution_file_path():
												return filepaths
				return all_solution_file_paths()







@pytest.mark.parametrize(
    'solution_path',    collect_solution_file_paths(),    ids=lambda UpperCAmelCase : f'{path.parent.name}/{path.name}',    )
def   snake_case		(				UpperCAmelCase						:							pathlib.Path ):
				A									=   solution_path.parent.name[8:].zfill(3 )
				A									=   PROBLEM_ANSWERS[problem_number]
				A									=   convert_path_to_module(UpperCAmelCase )
				A									=   str(solution_module.solution() )  # type: ignore
				A									=   hashlib.shaaaa(answer.encode() ).hexdigest()
				assert (
				    answer == expected
				), f'Expected solution to {problem_number} to have hash {expected}, got {answer}'





